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A curated list of awesome Model Context Protocol (MCP) servers.

• What is MCP?
• Clients
• Remote Servers
• Tutorials
• Community
• Legend
• Server Implementations
• Frameworks
• Tips & Tricks

What is MCP?

MCP is an open protocol that enables AI models to securely interact with local and remote resources through standardized server implementations. This list focuses on production-ready and experimental MCP servers that extend AI capabilities through file access, database connections, API integrations, and other contextual services.

Clients

Checkout awesome-mcp-clients and glama.ai/mcp/clients.

Remote Servers

This list is for servers with a GitHub repo you install and run yourself. Looking for a hosted server you just connect to over a URL? See awesome-remote-mcp-servers.

Tutorials

• Tool Definition Quality Score (TDQS)
• Model Context Protocol (MCP) Quickstart
• Setup Claude Desktop App to Use a SQLite Database

Community

• r/mcp Reddit
• Discord Server

Legend

• 🎖️ – official implementation

• programming language

  • 🐍 – Python codebase
  • 📇 – TypeScript (or JavaScript) codebase
  • 🏎️ – Go codebase
  • 🦀 – Rust codebase
  • #️⃣ - C# Codebase
  • ☕ - Java codebase
  • 🌊 – C/C++ codebase
  • 💎 - Ruby codebase

• scope

  • ☁️ - Cloud Service
  • 🏠 - Local Service
  • 📟 - Embedded Systems

• operating system

  • 🍎 – For macOS
  • 🪟 – For Windows
  • 🐧 - For Linux

Server Implementations

• 🔗 - Aggregators
• 🤝 - Agreements & Coordination
• 🎨 - Art & Culture
• 📐 - Architecture & Design
• 📂 - Browser Automation
• 🧬 - Biology Medicine and Bioinformatics
• ☁️ - Cloud Platforms
• 👨‍💻 - Code Execution
• 🤖 - Coding Agents
• 🖥️ - Command Line
• 💬 - Communication
• 🗣️ - Conversational AI
• 🔑 - Cryptography
• 👤 - Customer Data Platforms
• 🗄️ - Databases
• 📊 - Data Platforms
• 🚚 - Delivery
• 🛠️ - Developer Tools
• 🧮 - Data Science Tools
• 📊 - Data Visualization
• 📟 - Embedded system
• 🎓 - Education
• 🛒 - E-Commerce
• 🌳 - Environment & Nature
• 📂 - File Systems
• 💰 - Finance & Fintech
• 🎮 - Gaming
• 🏠 - Home Automation
• 🪪 - Identity
• 🏭 - Industrial & IoT
• 🧠 - Knowledge & Memory
• ⚖️ - Legal
• 🗺️ - Location Services
• 🎯 - Marketing
• 📊 - Monitoring
• 🎥 - Multimedia Process
• 🖥️ - OS Automation
• 🎙️ - Podcasts
• 📋 - Product Management
• 🏠 - Real Estate
• 🔬 - Research
• 🔎 - Search & Data Extraction
• 🔒 - Security
• 🌐 - Social Media
• 🔮 - Spirituality & Esoterica
• 🏃 - Sports
• 🎧 - Support & Service Management
• 🌎 - Translation Services
• 🎧 - Text-to-Speech
• 🎙️ - Speech-to-Text
• 🚆 - Travel & Transportation
• 🔄 - Version Control
• 🏢 - Workplace & Productivity
• 🛠️ - Other Tools and Integrations

🔗 Aggregators

Servers for accessing many apps and tools through a single MCP server.

• 402signalhq/402signal 🐍 ☁️ - Checks live x402 routes across Base, Solana, and Algorand. $0.003 USDC settles only for a valid live eligible route; normal typed misses are not settled. Free preview and validate tools. Seller payment is separate; the agent keeps its wallet. Remote MCP: https://402signal.com/mcp (x402-capable client required for paid routing).

• GarphenGate/moltline-mcp 🐍 ☁️ 🍎 🪟 🐧 - Zero-dependency stdio bridge to Moltline Studio's 22 hosted MCP servers (160 tools, 110 free) — code review, agent governance, data & business math, regulatory deadlines, crypto tax lots, routing/optimization and more. Free tier needs no account or API key. Remote streamable-http at mcp.moltlinestudio.com/<server>.

• team886/findagent-mcp 📇 ☁️ - Cross-LLM marketplace of vetted "doer" agents — itself an MCP server. Automated security scan + human review, credential-to-host binding, and sandboxed hosted code with default-deny egress. Remote endpoint https://mcp.findagent.cloud/mcp.

• BotHireAgent/BotHireMCPServer 📇 🏠 - Discover BotHire, the machine-to-machine marketplace where autonomous AI agents hire each other and settle in USDT & USDC (gasless) across Base, Arbitrum, BNB Chain & Solana. Search skills/agents by capability + trust score, read live market demand, and get a step-by-step participation guide. npx -y bothire-mcp

• @neoninnovationlab/neon-mcp-gateway 📇 ☁️ 🏠 - An edge firewall for AI agents to securely expose internal PostgreSQL databases and APIs with strict validation.

• Correctover/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Contract validation and self-healing failover for LLM APIs. 6-dimension verification (structure, schema, latency, cost, identity, integrity) in 22μs P50. 87 self-healing rules with MAPE-K autonomic loop. BYOK direct connect to 9 providers (OpenAI, Anthropic, DeepSeek, Moonshot, Zhipu AI, Qwen, SiliconFlow, Groq, Together AI). L3 failover in 949ms E2E. Install: npx -y correctover-mcp-server.

• daedalusdevelopmentgroup/ddg-agent-payable-services 🐍 ☁️ - Pay-per-call x402 gateway: one MCP server for 90+ agent tools (utilities, DNS/WHOIS, blockchain RPC, market data, prediction markets, DEX data, security audits) plus an OpenAI-compatible LLM gateway. USDC on Base, free-trial calls per agent. pip install ddg-agent-services-mcp or remote https://mcp.daedalusdevelopmentgroup.com/mcp.

• forgemeshlabs/coinopai-mcp 📇 - Local stdio MCP server for x402-powered paid crypto intelligence: preflight checks, trade decisions with decision_id, later audit against real prices, risk state, signal history, and agent automation search over USDC micropayments on Base.

• forgemeshlabs/anomaly-mcp 📇 ☁️ - Real-time anomaly detection powered by NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation, and GitHub signals via x402 USDC micropayments on Base. npx -y @forgemeshlabs/anomaly-mcp

• 1mcp/agent 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.

• 2s-io/sdk 📇 ☁️ 🍎 🪟 🐧 - Unified API for AI agents — 180+ tools across geocoding, weather (NWS), climate stations (NOAA), earthquakes (USGS), tides (NOAA), points of interest (OpenStreetMap), patents (USPTO ODP), US case law (CourtListener / Free Law Project), Federal Register, Wikipedia, scientific papers (arXiv / PubMed / Semantic Scholar), AI summarize / translate / extract / screenshot / image-describe, image compression, DNS / WHOIS, crypto address-validate + EVM gas oracle, OFAC sanctions screening, US Census ACS demographics, airport / ZIP lookup. Sub-cent to a few cents per call in USDC on Base via x402 — no API keys, no signup. npx -y @2sio/mcp

• 8randonpickart5/alderpost-mcp 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.

• forgemeshlabs/utility-grid-mcp 📇 ☁️ - Discover and call 400+ practical APIs through six MCP tools: search OCR, image, audio, web, math, conversion, and geodata utilities for free, then pay per call with x402 USDC on Base — no account or API key. npx -y @forgemeshlabs/utility-grid-mcp

• GTCC777/pulsenetwork-mcp 📇 - One MCP server exposing 66 specialized intelligence APIs (660+ endpoints) — finance, crypto, legal, immigration, healthcare cost, real estate, tax, climate, sports, science, and more — each an x402 pay-per-call tool in USDC on Base and Solana. Includes a discover meta-tool over the whole network and a cross-vertical referral graph. No API keys. npx mcp-pulsenetwork

• mcpqueen/mcpqueen 🎖️ 📇 ☁️ - The graded MCP registry: live-probes every remote server in the official registry (initialize, tools/list, schema quality, latency, provenance) and publishes evidence-backed grades — searchable by agents via its own MCP endpoint at mcpqueen.com.

• minia2auk/minia2a-mcp 📇 ☁️ - Pay-per-call x402 gateway: one remote MCP server for 1,680+ agent tools (crypto data, web scraping, AI inference, CAPTCHA solving, token security, DNS/WHOIS, gas monitoring, DeFi data). USDC on Base, 5 free trial calls per registered wallet. Remote https://minia2a.uk/mcp.

• szp2005/llm-prices-cn 🐍 ☁️ - Daily-verified LLM API pricing dataset (44+ models, CN & global) with a hosted MCP server for live price queries and token cost estimation.

• tadas-github/a2asearch-mcp 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: npx -y a2asearch-mcp. Ask Claude: "Find MCP servers for database access". Free, no auth required.

• Aganium/agenium 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via agent:// URIs with mTLS, trust scores, and capability search.

• agentbodegastore/agentbodega 📇 ☁️ - AgentBodega MCP gives agents a live catalog of 65 x402-payable HTTP tools across search, public data, social media, status checks, media conversion, and agent-readiness checks. No API keys; install with npx -y @agentbodega/mcp.

• elisymlabs/elisym 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.

• PHONGUIT22/nostrpulse-full 📇 🏠 🍎 🪟 🐧 - Autonomous Agent-to-Agent (A2A) commerce framework via Nostr NIP-90 and Cashu eCash micro-settlements.

• espadaw/Agent47 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).

• gzchenhao/openhire 🐍 🏠 🍎 🪟 🐧 - Agent-native job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) — 125 companies and ~15k live postings with freshness verification, ghost-job scoring and deep-link apply channels. Résumés never transit the server; matching runs client-side.

• doggychip/agentforge 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).

• AgentHotspot 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace

• aidevelopers2/remoteopenclaw-mcp 📇 🏠 - MCP server and CLI to search the Remote OpenClaw directory of 13,870+ MCP servers, 4,384+ agent skills, and plugins. Returns names, links, and install commands. Install: claude mcp add remoteopenclaw -- npx -y remoteopenclaw. CLI: npx remoteopenclaw search <query>. Free, no API key.

• garasegae/aiskillstore ☁️ - Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT, and Gemini.

• getanyapi-com/mcp 🎖️ 📇 ☁️ 🏠 - AnyAPI: hundreds of scraping and data APIs (social media, search results, Google Maps, e-commerce, general web data) behind one MCP server - one key, USD pay-per-request, no subscriptions, normalized JSON schemas, and automatic failover across upstream providers. Agents discover, inspect, price and run any of them with the same loop (search_apis, get_api, quote_api, run_api); failed calls are never charged. Install: npx -y anyapi-mcp, or point a remote client straight at https://api.getanyapi.com/mcp.

• alexanderclapp/clirank-mcp-server 📇 ☁️ 🍎 🪟 🐧 - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: npx clirank-mcp-server. Web: clirank.dev.

• Work90210/APIFold 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.

• alexar76/aimarket-plugins 📇 ☁️ 🏠 🍎 🪟 🐧 - aimarket-mcp-packager hub plugin: turn AIMarket capabilities into self-hosted MCP servers (Docker image + mcp_manifest + Claude Desktop mcpServers config). Part of 15-plugin AIMarket Hub (modelmarket.dev); protocol discovery at /.well-known/ai-market.json. Install: pip install aimarket-mcp-packager.

• Alepha188838884/context-firewall 📇 🏠 🍎 🪟 🐧 - Local proxy that collapses N downstream MCP servers into 4 meta-tools with progressive tool discovery (measured: 122 tools → 4, ~28.6K tokens of definitions saved), compresses large tool outputs (HTML→Markdown, JSON structure summarization, base64 stripping — 60–95% measured on real pages/APIs) with full-output retrieval via read_more, and prints a per-session token-savings report. Security-relevant outputs are never silently compressed. Install: npx -y context-firewall --config config.json

• AIsa-public/AIsa-mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - One MCP server in front of 950+ data APIs — SEO and AI visibility, finance, social, web search, sales and agent mail. tools/list returns five meta tools rather than hundreds: search finds an operation from a plain-language task, get_details gives its contract and price, use runs it, and max_price_usd refuses anything above a cap before any spend. OAuth, nothing to paste. Install: npx -y @aisa-one/mcp, or point a remote client straight at https://mcp.aisa.one/mcp.

• api7/aisix 🦀 🏠 - MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint (/mcp): per-tool access control by caller API key, guardrails over tool arguments and results, rate limits, and usage logs. The same self-hosted gateway also proxies LLM and A2A agent traffic.

• reefapi/reefapi-mcp 🐍 ☁️ - One MCP for 160+ live web-data APIs — search engines, social (Reddit, TikTok, Threads, Bluesky), e-commerce (Amazon, eBay, AliExpress, Etsy), real estate (Zillow, Redfin), jobs, travel, news, finance and company/people intel. Clean JSON from sites that block scrapers; one key, one shared credit pool, free tier. Remote streamable-http at api.reefapi.com/mcp.

• RightOnPar-LLC/mesh-connector 📇 ☁️ - Agent-to-agent capability exchange (MeshMarket): agents browse keylessly, self-onboard via mesh_signup, rent memory/reasoning/safety per call, list their own tools with mesh_publish, and settle in closed-loop credits on a debit-first ledger.

• rhein1/agoragentic-integrations 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.

• arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.

• ariekogan/ateam-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.

• askbudi/roundtable 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.

• adw0rd/awesome-mcp-tools-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - CLI + stdio MCP bridge for the awesome-mcp.tools catalog (2,000+ MCP servers, refreshed every 6h). Search from terminal (npx awesome-mcp search postgres) or wire the hosted server into Claude / Cursor / Codex / Cline / Windsurf. Endpoint: https://awesome-mcp.tools/mcp (Streamable HTTP, no auth). Zero deps, MIT.

• avotsai/avots-mcp 📇 ☁️ - Hosted multi-model AI media + chat: image, video, audio, face-swap and talking-avatar generation plus chat across 300+ models (Claude, GPT, Gemini, DeepSeek…) from one balance and one key.

• blockrunai/blockrun-mcp 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.

• bridgenode-ai/bridgenode-mcp 📇 ☁️ - Pay-per-request AI inference for agents: chat completions across any supported model via x402 with automatic Solana USDC payments. No API keys, no registration, fail-closed spending caps. npx -y @bridgenode/mcp or remote https://bridgenode.cc/mcp.

• cgrtml/reasongate 🐍 🏠 🍎 🪟 🐧 - Provenance gateway for stdio MCP servers: blocks tool calls whose destination or content came from an untrusted tool result, regardless of wording; policies drafted from the tools' own schemas.

• cinderwright-ai/cinderwright-api 📇 ☁️ - x402 Discovery Hub. Search engine for the agent economy with 1450+ services indexed. Pay with USDC on Base via x402.

• Continuum-AI-Corp/orcarouter-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse 160+ LLM models (OpenAI, Anthropic, Google, Qwen, DeepSeek, …) with live pricing — no API key required for catalog tools. Routes chat completions through the OrcaRouter gateway with automatic fallback. npx -y @orcarouter/mcp.

• Data-Everything/mcp-server-templates 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.

• depwire/depwire 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.

• duaraghav8/MCPJungle 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents

• edgarriba/prolink 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents

• Proofpane/releases 🎖️ 🏠 🍎 🪟 🐧 - Governance proxy for MCP: pair once and route your MCP servers through policy gates (allow / deny / human-in-the-loop approval), DLP redaction before the model, and cost caps, with every tool call recorded to a hash-chained audit log exportable as an Ed25519-signed, offline-verifiable evidence pack. Single-file binary daemon (macOS / Linux / Windows); downloads and install docs in the linked repo.

• entire-vc/evc-spark-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.

• gamaze-labs/hicortex 📇 🏠 - Shared fleet memory for AI agents: the store corrects itself nightly (stale facts rewritten in place, duplicates merged), recall is injected into every prompt in supported coding agents — what one agent learns, the whole fleet knows. Website

• glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.

• Gliana-Labs/gliana-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call access to 90+ AI models (LLM chat, image, video, music, speech) plus utility and data tools — web scraping, screenshots, OCR, face matching, crypto and FX rates. No signup and no API key: HTTP 402 settles each call from your own wallet in USDC on Base, Solana, BNB Chain or Algorand. The tool list is read live from the gateway, so it is never stale. npx -y gliana-ai-mcp or remote https://mcp.glianalabs.com.

• gpu-bridge/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.

• carlosahumada89/govrider-mcp-server ☁️ 📇 - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.

• gzoonet/cortex 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.

• hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.

• hashgraph-online/hashnet-mcp-js 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.

• hedging8563/tokenlab-mcp-server 📇 ☁️ - TokenLab AI gateway MCP server for model and pricing discovery, OpenAI-compatible Chat Completions, and native Responses, Anthropic Messages, and Gemini inference. Catalog tools require no API key; inference tools use an optional TokenLab key.

• HelpCode-ai/anythingmcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted source-available MCP gateway and API-to-MCP bridge. Converts REST, SOAP/WSDL, GraphQL, and SQL/NoSQL databases (PostgreSQL, MySQL, MariaDB, MSSQL, Oracle, MongoDB, SQLite) into MCP tools — no SDK, no code. Imports OpenAPI / Postman / WSDL / GraphQL specs; bridges multiple MCP servers behind one endpoint. Ships with 29 pre-built adapters (DHL, DATEV, Weclapp, Personio, Handelsregister, Shopware 6, VIES, OpenPLZ, Bundesbank, etc.). OAuth2 (PKCE + Client Credentials), Bearer, API Key, WS-Security, TLS certs. AES-256-GCM credential encryption, full audit log, per-user MCP API keys, tool-level RBAC.

• isaac-levine/forage 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.

• jabbawocky/proposalcraft 📇 🏠 🍎 🪟 🐧 - MCP server that drafts client proposals in your own voice. Save 2-3 of your winning proposals, paste a new brief, and Claude generates a ready-to-send draft. No API key, no cloud — local storage only. npx -y github:jabbawocky/proposalcraft

• Jackalope-Dev/allmcps-server 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for the AllMCPs.com registry: search and browse MCP servers, get ready-to-use install configs for Claude Desktop/Cursor/etc., and submit or claim listings directly from your agent. Install: npx -y allmcps-server.

• jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.

• jaspertvdm/mcp-server-ollama-bridge 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.

• jaspertvdm/mcp-server-openai-bridge 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.

• Jovancoding/Network-AI 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM transitions, budget tracking, token management, and audit log query. npx network-ai-server --port 3001.

• julien040/anyquery 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.

• juspay/neurolink 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization.

• codeislaw101/katzilla 📇 ☁️ 🍎 🪟 🐧 - Unified data API for AI agents — 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: npx @katzilla/mcp.

• K-Dense-AI/claude-skills-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use Claude Agent Skills like native.

• kansei-link/kansei-mcp-server 📇 🏠 🍎 🪟 🐧 - Local-first MCP navigator with verified data on 11,000+ SaaS services, 200 workflow recipes, and 89-97% token savings vs web search.

• kevmoz/macaroonnetwork-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Discovery and purchase client for a predicate-gated scientific and data marketplace. Search the live catalogue and inspect metadata for free, then pay via x402 (USDC on Base mainnet, the live primary rail) or Lightning L402. Install with pip install macaroonnetwork-mcp.

• khalidsaidi/ragmap 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.

• malamutemayhem/unclick 📇 🏠 🍎 🪟 🐧 - The universal remote for AI: one MCP install gives any compatible agent 450+ callable endpoints across 60+ integrations, plus persistent cross-session memory. npx @unclick/mcp-server

• mambalabsdev/mcp-gtm-suite 📇 ☁️ - Six GTM signal tools in one MCP server, covering hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring, and signal aggregation via Apify actors.

• Markgatcha/universal-mcp-toolkit 📇 ☁️ 🏠 🍎 🪟 🐧 - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.

• MastadoonPrime/sylex-search 🐍 📇 ☁️ 🍎 🪟 🐧 - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. npx sylex-search

• mediiiiium/mcp-jp 🐍 ☁️ - Collection of MCP servers for Japanese SMB SaaS that have no official MCP (KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep, CloudSign, and 30+ more). Each connector is an independent pip-installable package.

• merterbak/Grok-MCP 🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI's Grok API with agentic tool calling, image generation, vision, and file support.

• metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.

• MikeyPetrillo/Agent402 📇 ☁️ 🏠 - The headless browser, live web search, OCR, and durable wallet-keyed memory an agent's sandbox doesn't have - a catalog of 500+: 400+ pay-per-call tools + 100+ curated skill packs, every one tested, priced, and settled on-chain - rented per call via x402 (USDC on Base + 10 more chains (Solana, Polygon, Arbitrum, Monad, Celo, Avalanche, Sei, Optimism, Stellar, Algorand), or USDG on Robinhood Chain - 12 chains) or free with proof-of-work on the 200+ pure-CPU tools. Also an x402 Index + Smart Order Router that finds the cheapest healthy tool across the whole ecosystem. Hosted remote connector at agent402.tools/mcp. Every paid endpoint answers x402 and MPP (Machine Payments Protocol) on the same 402.

• MikkoParkkola/mcp-gateway 🏎️ 🏠 🍎 🪟 🐧 - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).

• mindsdb/mindsdb - Connect and unify data across various platforms and databases with MindsDB as a single MCP server.

• mirastacklabs-ai/mirastack-redfish-mcp 🎖️ 🐍 ☁️ 📟 - Governed MCP access to DMTF Redfish BMCs (iDRAC, iLO, XCC, OpenBMC) for power, thermal, firmware, and BIOS management. Read-only by default with tiered write modes.

• mroops0111/openapi-mcp-gateway 🐍 ☁️ 🏠 🍎 🪟 🐧 - Mount many OpenAPI specs (or your existing FastAPI app) as MCP servers in one process. Auto-promotes eligible GETs to MCP resources, exposes huge specs via three list/get/call meta-tools instead of N tool schemas, and ships per-user OAuth2 token relay with audience-bound tokens.

• nimbus-agent/Nimbus 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only access to a local index of your engineering stack: full-text search plus recent incidents, pull requests, deployments, DORA metrics and connector status. The index is built on your own machine from 94 developer and infrastructure services (GitHub, GitLab, Jira, Slack, PagerDuty, Datadog, Sentry, Snowflake and more) through first-party MCP connectors; credentials stay in the OS keystore. 21 tools (9 index reads, 12 agent briefs). Requires the Nimbus gateway (Homebrew/Scoop/winget/apt); run via npx -y @nimbus-dev/mcp or nimbus mcp-server --stdio.

• ni-c/mcp-hub 📇 🏠 🍎 🪟 🐧 - Serve many stdio MCP servers from one container, published over HTTPS for Claude Web custom connectors and any Streamable-HTTP client. Claude-Code-style mcpServers config, path-based routing, a /hub aggregate exposing every server through 4 meta-tools, built-in OAuth 2.1 (DCR, PKCE, resource-bound tokens), supervision with backoff restarts and config hot reload. docker pull ghcr.io/ni-c/mcp-hub or npx @ni-c/mcp-hub.

• Octodamus/octodamus-core 🐍 - AI consensus market oracle for crypto traders and autonomous agents. 11-signal BUY/SELL/HOLD consensus (RSI, MACD, funding rate, L/S ratio, on-chain flow, Fear & Greed, congressional trading), Polymarket prediction market edges with EV scoring, Grok X crowd sentiment divergence. Ed25519-signed, on-chain verifiable. x402 micropayments at $0.01/call on Base, or 500 req/day free.

• opentabs-dev/opentabs 📇 🏠 🍎 🪟 🐧 - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.

• oxgeneral/agentnet 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.

• particlefuture/MCPDiscovery 🐍 ☁️ 🏠 🍎 🪟 - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine.

• PipedreamHQ/pipedream ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.

• portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.

• profullstack/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.

• RipperMercs/tensorfeed 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. npx -y @tensorfeed/mcp-server

• robhunter/agentdeals 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at agentdeals.dev.

• doteyeso-ops/mcp-server-vibes-coded 🐍 ☁️ - Remote MCP server with 26 curated tools for agent supply-chain security, scanner consensus, x402 reliability, and access to Vibes-Coded's 344-resource commerce catalog. Live at https://vibes-coded-mcp-production.up.railway.app/mcp; no API key required.

• rupinder2/mcp-orchestrator 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.

• Rendeverance/toolfunnel 📇 🏠 🍎 🪟 🐧 - Zero-dependency gateway that funnels multiple MCP servers through one endpoint, with live attach/detach, tool filtering/gating and hiding, hot config reload, and an optional OAuth-protected HTTP transport.

• sF1nX/x402station 📇 ☁️ - Preflight by x402station.io — infrastructure for x402 agentic commerce. Six capability directions (Discover/Evaluate/Pay/Monitor/Recover/Analyze). Agents call it before every PAYMENT-SIGNATURE to detect decoys, zombie endpoints, dead services, and price traps. Tools: preflight ($0.001), forensics ($0.001), catalog_decoys ($0.005), alternatives ($0.005), whats_new ($0.001), buy_credits ($0.50 = 1000 prepaid), watch_subscribe ($0.01) + free credits_status/watch_status/watch_unsubscribe. Plus free anonymous preflight-trial for self-test. Probes ~50k endpoints on agentic.market every 10 min. Open dataset: huggingface.co/datasets/x402station/preflight-dataset-v0_1. npx -y x402station-mcp.

• scotia1973-bot/api-hub 🐍 ☁️ 📇 🍎 🪟 🐧 - Memory Vault: 49 MCP tools with persistent agent memory (store/recall/search), plus 45 utility tools (QR codes, crypto prices, weather, DNS, geolocation, passwords, UUIDs, text, finance, code). Free tier + $2.99/mo Pro. Install: pip install gadgethumans-api-hub-mcp or uvx gadgethumans-api-hub-mcp. Hosted at api.gadgethumans.com/mcp.

• supertrained/rhumb 📇 ☁️ 🍎 🪟 🐧 - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.

• sitbon/magg 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.

• smart-mcp-proxy/mcpproxy-go 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint.

• sonnyflylock/voxie-ai-directory-mcp 📇 ☁️ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.

• SureScaleAI/openai-gpt-image-mcp 📇 ☁️ - OpenAI GPT image generation/editing MCP server.

• sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.

• thebrierfox/the-stall 📇 ☁️ - 209 pay-per-call AI capabilities via x402 USDC micropayments on Base mainnet. Covers US/global equities, crypto/DeFi analytics, options chains, dealer GEX, macro indicators, congressional trades, prediction markets, on-chain intelligence, EVM & Solana analysis, SEC filings, weather, aviation, and more. No API key — pay per call from $0.001 USDC.

• swaltersjrtest/microtap-mcp 📇 ☁️ - 19 pay-per-call APIs for AI agents via x402 USDC micropayments on Base — prediction markets (Polymarket, Kalshi), DeFi/crypto data, multi-chain on-chain reads across 5 EVM chains, live weather, and real-time web search. No API key or signup — from $0.001/call. npx -y microtap-mcp

• TheLunarCompany/lunar#mcpx 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.

• thinkchainai/mcpbundles - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.

• tigranbs/mcgravity 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.

• mrfelfel/taghvim 📇 ☁️ - Deterministic temporal reasoning engine for AI agents. 12 tools for date/time arithmetic, timezone conversion with DST, business days across 100+ countries, public holidays, RFC 5545 recurrence, Gregorian/Persian calendar conversion, and temporal claim verification. npx taghvim-mcp

• toadlyBroodle/satring 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory.

• VeriTeknik/pluggedin-mcp-proxy 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.

• ViperJuice/mcp-gateway 🐍 🏠 🍎 🪟 🐧 - A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest.

• WayStation-ai/mcp ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.

• wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org

• whiteknightonhorse/APIbase 📇 ☁️ - Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC.

• withoneai/mcp 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across all your apps (Gmail, Slack, Stripe, Notion, GitHub, and more) through 4 universal tools whose context footprint stays constant no matter how many connections you add. Hosted remote server with OAuth at https://mcp.withone.ai/mcp, or run locally via npx @withone/mcp. By One.

• Wolido/OpenAaaS 🐍 🏠 ☁️ 🍎 🪟 🐧 - Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature analysis, materials databases, etc.) — data stays local, only KB~MB results flow. Install: uvx openaaas-mcp-adapter.

• rplryan/x402-discovery-mcp 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout).

• x402-index/x402search-mcp 📇 ☁️ 🍎 🪟 🐧 - Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per search via x402 micropayments on Base mainnet — no API keys required. Larger index than any other x402 discovery layer.

• ikoskela/wisepanel-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation with divergent context enhancement. Roles are dynamically generated to surround the question-space and maximize divergent dialog across ChatGPT, Claude, Gemini, and Perplexity.

• YangLiangwei/PersonalizationMCP 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.

• Swarmwage/swarmwage 🎖️ 📇 ☁️ - Open MCP-native agent hire protocol — discovery + hiring + reputation layer above x402 payment rails. Find specialized agents, hire them with one function call, settle in USDC on Base. Sub-second sync, on-chain receipts via EIP-3009, zero protocol fee. Live mainnet 2026-05-10.

• ertad-family/liquid 🐍 ☁️ 🏠 - Connect your agent to any HTTP API on the fly — discovers + maps any REST API once, then fetches typed data deterministically (no per-call LLM). Self-hosted MCP server (uvx --from 'liquid-api[mcp]' liquid-mcp); works with OpenAI/Gemini/Anthropic/local or any provider via LiteLLM. Open source (AGPL).

• tsouth89/toolport 🦀 🏠 🍎 🪟 🐧 - One local gateway and manager for all your MCP servers, shared across every AI coding tool (Claude, Cursor, VS Code, Codex, and more). Set up and authenticate each server once; lazy discovery keeps each agent's context small, and keys stay in your OS keychain. No Docker, no cloud.

• skillselion/skillselion-mcp 📇 ☁️ - Search thousands of community-vetted Claude Code skills, MCP servers and marketplaces from the Skillselion catalog, ranked by real install counts + GitHub stars. load_skill fetches a real SKILL.md mid-task. Install: npx -y skillselion-mcp.

• singhpratech/crimson-crab-mcp-template 🦀 🏠 🍎 🪟 🐧 - A ready-to-clone Rust MCP server that calls Anthropic's Claude API via the crimson-crab SDK. Exposes an ask_claude tool. MIT/Apache-2.0.

• forcedreamai/forcedream-mcp 🎖️ 📇 ☁️ - Discover, invoke, and cryptographically verify AI agents on a paid agent marketplace. 13 tools spanning code generation (6-module engineering verification), security scanning (OSV.dev + GitGuardian), and lead scoring (8 real sources). Every result is Ed25519-signed and independently verifiable -- no trust in the platform required. Install: npx -y @forcedream/mcp-server.

• mcccsm/x402-list-mcp 📇 ☁️ - Find and vet x402 payment APIs before your agent pays one: search and rank listed services, live uptime and health windows, per-endpoint USD pricing, and on-chain-verified facilitator settlement volume, over the public x402-list directory. Free REST API, no auth for reads. npx -y x402-list-mcp. Web: x402-list.com.

• activeing123/mcptoon 🐍 🏠 🍎 🪟 🐧 - Zero-dependency CLI that connects any AI agent to every MCP server: one config, synced to Claude Code, Cursor, Codex, Cline, Windsurf and VS Code. Tool discovery drops from 71,929 to 581 tokens across 255 tools (-99.2%, measured) through one mcptoon serve process, with strict spec validation and cross-agent config cleanup. pip install mcptoon.

• kaxiyu/aiagentmarket 📇 ☁️ - Autonomous AI-only labor marketplace protocol with atomic escrow and weighted anti-Sybil reputation.

🚀 Aerospace & Astrodynamics

• gregario/astronomy-oracle 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. npx astronomy-oracle
• IO-Aerospace-software-community/mcp-server #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.
• viventine-space/orbit-sentinel-mcp 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search 419,000+ space regulatory filings from FCC, ITU, UNOOSA, and FAA — semantic search, entity dossiers, spectrum holdings, launch licenses, and filing alerts, powered by Orbit Sentinel. brew install --cask viventine-space/tap/orbit-sentinel-mcp

🤝 Agreements & Coordination

MCP servers for creating, coordinating, and executing agreements: commitments, escrow, and multi-party decision workflows across humans, agents, and organizations.

• BrightbeamAI/chap 🎖️ 📇 🏠 🍎 🪟 🐧 - Official CHAP Coordinator MCP server for auditable human-agent collaboration: approvals, overrides, handoffs, escalations, and hash-linked evidence. Run locally with npx -y @brightbeamai/chap-coordinator-mcp.

• CNSLabs/agreements-api-sdk 📇 ☁️ 🏠 - Remote Streamable HTTP and local stdio MCP server for defining, validating, deploying, and operating machine-readable agreements with EIP-712 permit preparation, signed participant inputs, state reads, and input history.

• cogdepot/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official server for cogDepot, an anonymous broker where agents publish capability listings, negotiate terms, and form direct peer-to-peer deals backed by escrow and two-sided reputation. Five tools need no account at all - what the broker does and what it costs, how to get a key, a preview of the live board, any agent's public reputation record, and the marketplace's aggregate stats; with a key, read balance and escrow holds, negotiation threads, sealed deals and their reveal packages, and rate a counterparty. Prices come from the live discovery document at call time rather than being baked into the package, and an unreachable API is reported as stale rather than answered from a snapshot silently. Install via npx -y @cogdepot/mcp-server.

• decision-anchor/mcp-server 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides — content-blind, non-judgmental. Remote streamable HTTP at https://mcp.decision-anchor.com/mcp; free trial, then pay-per-call USDC (x402) on Base.

• elicitly/elicitly 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop over MCP elicitation: elicit_confirm (OK/Cancel) and elicit_form (typed fields from your JSON schema) raise native dialogs in the connected host, and elicit_doctor reports which elicitation features the host actually supports. Local stdio via npx -y elicitly.

• ianewsfr-a11y/ergonia 🎖️ 📇 ☁️ - A marketplace of verifiable tasks for AI agents: agents register, publish tasks whose completion a stranger can independently check, submit work, and build public reputation. Every action is recorded in a hash-chained register anyone can re-verify. Read access needs no key at https://ergonia.works/mcp/read; writes use a Bearer token obtained once from POST /api/register.

• Vladimir-Human/humanizer-ru 🏠 🪟 🍎 🐧 - MCP server (stdio, JSON-RPC 2.0, standard library only) for detecting and normalizing machine-generation traces in Russian text: four tools (scan, markers, polish, detect), schemas generated from the contract, no authorship verdicts.

• humanforai/humanforai-mcp 🎖️ 📇 ☁️ - Hire a real human operator for tasks that need physical presence, perception, or judgment: real-world verification, product testing, AI output review, data collection, and local errands. Remote streamable HTTP at https://humanforai.dev/mcp or local stdio via npx -y humanforai.

• gofrantic/frantic-mcp 📇 ☁️ - A public bounty board where AI agents do paid work. Claim funded bounties, deliver artifacts in the open, and get paid in USDC on Base only when a delivery is accepted, with every claim, judgment, and payout sealed to a public receipt ledger anyone can verify. Vendors hire the Town from the other side: post a task with its acceptance criteria and fund it in the same call. 14 tools across onboarding, posting, funding, claiming, delivery, and judgment. Remote Streamable HTTP at https://api.gofrantic.com/mcp, or local stdio via npx -y frantic-mcp.

• lanekingsbery/open-task-relay-public 📇 ☁️ - Open Task Relay provides free, bounded public-good tasks that autonomous AI agents can discover, complete, submit, and independently verify.

• TheRealDalaiLama/glyphdna-mcp 🐍 🏠 - Machine-native identity, verifiable multi-party meeting rooms (co-signed transcript receipts), and script provenance chains. Agents hold their own Ed25519 keys; join is one MCP call. Python, dependency-free.

• tribeunal/mcp-server 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together; 39 tools plus eight Agent Skills, long-poll verdict awaiting, arbitration mode and HMAC-signed webhooks. Remote Streamable HTTP at https://mcp.tribeunal.com/mcp (OAuth) or local stdio via npx -y @tribeunal/mcp-server.

• sttruji/mundane-mcp 🎖️ 🐍 ☁️ - Hire ID-verified people for work that needs hands, eyes, or physical presence: errands, photos of a real place, queue-sitting, and in-person bookings. Agents post a task with location, budget, deadline, and required capabilities, search nearby workers by skill and rating, and make an escrow-backed offer — funds are held until proof of completion is reviewed. Covers the full lifecycle: wallet top-up and spend limits, task updates and cancellation, two-way chat and file attachments, long-poll waits on task state, proof retrieval, accept/reject review, and ratings. Remote streamable HTTP at https://api.mundane.market/mcp, or local stdio via pip install mundane-mcp.

♿ Accessibility

• kinti/a11y-toolkit 🐍 🏠 - MCP server + CLI for WCAG 2.2 accessibility: color contrast (pairs plus pixel-level text-over-image sampling), EU accessibility declaration generation (RD 1112/2018, Ley 11/2023 / European Accessibility Act, EN 301 549), and an aria-live announcement monitor. Multilanguage es/en, zero dependencies.
• vince-gonzalez/opticquiz-mcp 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility. Check whether a palette or an image is colorblind-safe and name the conflicting pairs, generate colorblind-safe palettes (Okabe-Ito seeded), recolor an image as protanopia/deuteranopia/tritanopia renders it, and generate Ishihara-style test plates. Built on Machado, Oliveira & Fernandes (2009) + CIEDE2000, published open access at doi.org/10.5281/zenodo.21310578. Runs locally over stdio, no network calls. Install: npx -y cvdsafe-mcp and npx -y colorblind-mcp.

🎨 Art & Culture

Access and explore art collections, cultural heritage, and museum databases. Enables AI models to search and analyze artistic and cultural content.

• AceDataCloud/MCPFlux 🐍 ☁️ - Flux AI image generation and editing (Black Forest Labs) via Ace Data Cloud API.

• musajala/musajala-mcp 📇 ☁️ - Living collaborative Arabic poetry arena & Poetic Equity protocol connecting Claude, Cursor, and AI agents with human poets.

• AceDataCloud/MCPNanoBanana 🐍 ☁️ - NanoBanana AI image generation and editing with virtual try-on and product placement in realistic scenes.

• AceDataCloud/MCPSeedream 🐍 ☁️ - ByteDance Seedream image generation and editing via Ace Data Cloud API.

• AIDataNordic/alexandria-mcp 🐍 ☁️ -

• 8enSmith/mcp-open-library 📇 ☁️ - A MCP server for the Open Library API that enables AI assistants to search for book information.

• fgbytes/sansfiction-mcp 📇 ☁️ - Search a books catalog (titles, authors, series, ISBNs, collections) and manage a personal reading library — status, reading progress, ratings, reviews, collections, stats. Public catalog needs no auth; personal library uses a bearer token. Hosted MCP: https://sansfiction.com/api/mcp

• abhiemj/manim-mcp-server 🐍 🏠 🪟 🐧 - A local MCP server that generates animations using Manim.

• austenstone/myinstants-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - A soundboard MCP server with millions of meme sounds from myinstants.com. Search, play, and browse categories — let your AI agent play vine boom when code compiles. npx myinstants-mcp

• ahujasid/blender-mcp 🐍 - MCP server for working with Blender

• albertnahas/icogenie-mcp 📇 ☁️ - AI-powered SVG icon generation MCP server. Generate production-ready SVG icons from text descriptions with customizable styles.

• alexzavialov/travel-art-mcp 📇 ☁️ - Art-tourism data for AI agents: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), and major museum visitor guides (Louvre, Vatican, Uffizi, Prado, +growing). Three tools: find_art_events, find_museum_guide, recommend_art_trip. Hosted at https://mcp.travel.art/, no install. Catalogue grounded in 10 cornerstone editorial guides at travel.art.

• aliafsahnoudeh/shahnameh-mcp-server 🐍 🏠 🍎 🪟 🐧 - MCP server for accessing the Shahnameh (Book of Kings) Persian epic poem by Ferdowsi, including sections, verses and explanations.

• arikusi/nakkas 📇 🏠 🍎 🪟 🐧 - MCP server that turns AI into an SVG artist. One rendering engine with JSON config, AI controls all design parameters. CSS @keyframes + SMIL animations, 16+ element types, parametric curves, filters, gradients, PNG preview.

• ArturLys/ao3-mcp 🐍 🏠 - Search the Archive of Our Own (AO3) and delegate full-fic reading to a secondary model (Gemini), so the agent recommends from the actual text, not the author's blurb. pip install ao3-mcp

• asmith26/jupytercad-mcp 🐍 🏠 🍎 🪟 🐧 - An MCP server for JupyterCAD that allows you to control it using LLMs/natural language.

• attalla1/photopea-mcp-server 📇 🏠 🍎 🪟 🐧 - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. npx photopea-mcp-server

• krupalghori44-dev/infyicon-mcp 📇 ☁️ - Search 161,000+ free hand-drawn Infyicon icons in four matching styles and fetch ready-to-embed SVG markup or PNG URLs. Hosted remote server (https://infyicon.com/mcp), no auth required.

• quokkapix/quokkapix-mcp 📇 🏠 🍎 🪟 🐧 - Local MCP adapter/server for browser-only image workflows. Resize, compress, convert, remove backgrounds, strip metadata, watermark and export image packs through QuokkaPix without uploading source images to a processing server. npx quokkapix-mcp

• BluesPrince/thiri-mcp 📇 ☁️ 🏠 - Deterministic music-theory server: chord & Roman-numeral analysis, voicing, and reharmonization — computed, not hallucinated. Hosted at mcp.thiri.ai, no third-party account required. npx @bluesprincemedia/thiri-mcp

• burningion/video-editing-mcp 🐍 - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection

• cantian-ai/bazi-mcp 📇 🏠 ☁️ 🍎 🪟 - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis

• cfpramod/open-museum-mcp 📇 ☁️ 🍎 🪟 🐧 - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. npx -y open-museum-mcp

• forgemeshlabs/imagegen-mcp 📇 ☁️ - AI image generation MCP server with generate, background removal, 4x HD upscale, and full pro pipeline tools. Pay per image in USDC on Base mainnet via x402; no API key or subscription required.

• Cifero74/mcp-apple-music 🐍 🏠 🍎 - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- codex-curator/studiomcphub 🐍 ☁️ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.

• ConstantineB6/comfy-pilot 🐍 🏠 - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.

• CreativeClawCo/creative-claw-marketplace ☁️ - Remote MCP server giving Claude, Claude Code, and OpenClaw access to every top AI media model (Flux 2 Pro, Nano Banana Pro, GPT Image 2, Recraft V3, Veo 3.1, Sora 2, Kling, Seedance, Hailuo, ElevenLabs). Image, video, speech, 3D, background removal, brand themes, and HTML-rendered branded graphics. One connection, no API keys, pay-per-use credits.

• cswkim/discogs-mcp-server 📇 ☁️ - MCP server to interact with the Discogs API

• clanker-records/crompton-network 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s Straight Outta Crompton - the first album released to machines before humans. Your agent can listen. For real. npx @clanker-records/crompton-network

• DataCraftsmanAU/vineverse-mcp 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph: 31,102 verses of the Berean Standard Bible, ~3,000 people, ~1,300 places with coordinates, ~3,000 Nave's topical themes, ~2,900 Strong's Hebrew lexemes, the 613 commandments, and 90,564 connections between them. 15 tools for scripture search, passage and interlinear lookup, cross references, genealogy, places near a point, and graph traversal. Public-domain sources, no API key. Hosted at https://vineverse.bible/api/mcp, or npx -y github:DataCraftsmanAU/vineverse-mcp for stdio clients.

• delmas41/gradusnotation 📇 ☁️ 🍎 🪟 🐧 - Render music notation (SVG + MusicXML + MIDI) from a JSON score, validate input, analyze MusicXML harmonically, and search a curated music-theory knowledge base. Free, no auth. npx -y @gradusmusic/notation-mcp

• diivi/aseprite-mcp 🐍 🏠 - MCP server using the Aseprite API to create pixel art

• djalal/quran-mcp-server 📇 ☁️ MCP server to interact with Quran.com corpus via the official REST API v4.

• drakonkat/wizzy-mcp-tmdb 📇 ☁️ - A MCP server for The Movie Database API that enables AI assistants to search and retrieve movie, TV show, and person information.

• fatenava/fatenava-mcp 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - All-in-one destiny charting: BaZi (八字/四柱推命/사주), Zi Wei Dou Shu (紫微斗數), and Western astrology natal charts in one tool — true solar time correction, multilingual input (中文/EN/日本語/한국어), free, no account required. npx -y fatenava-mcp

• flamexnreal/davinci-resolve-ai-bridge-mcp 🐍 🏠 🍎 - Local MCP bridge for DaVinci Resolve Free and Studio, with timeline inspection, zoom animation, supported color adjustments, and duplicate-timeline review. Windows/Linux need live verification.

• gavxm/ani-mcp 📇 🏠 - MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management.

• gchen19/AnkusDrive 🐍 🏠 🍎 🪟 🐧 - Drive FreeCAD from an agent: 280+ tools for parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD/thermal/EM/multiphysics simulation. Requires a local FreeCAD 1.1.

• GenWaveLLC/svgmaker-mcp 📇 ☁️ - Provides AI-driven SVG generation and editing via natural language, with real-time updates and secure file handling.

• gokimedia/tarot-mcp-server 📇 🏠 🍎 🪟 🐧 - Complete 78-card tarot meanings, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws, and three-card spreads. npx -y @deckaura/tarot-mcp-server

• gupta-kush/spotify-mcp 🐍 ☁️ 🍎 🪟 🐧 - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.

• hanshs474/kavel-mcp 📇 🏠 🍎 🪟 🐧 - Discover Kavel’s AI photo/video generators (hairstyle, figurine, pet portrait, wedding, 90s yearbook, dance video, HD restore), get model-tuned prompts, and open the right tool to generate on www.kavel.ai. npx kavel-mcp

• jau123/MeiGen-AI-Design-MCP 📇 ☁️ 🏠 - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).

• j-east/pixel-surgeon-mcp 📇 🏠 🍎 🪟 🐧 - AI image and video generation, editing, and transplant-grade region repair. Multi-provider (Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine, Veo 3), 9 tools, 4 style presets, grid-based and interactive crop repair. npx pixel-surgeon-mcp

• khglynn/spotify-bulk-actions-mcp 🐍 ☁️ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.

• labelgrid/labelgrid-mcp 🎖️ 📇 ☁️ - Official LabelGrid server — manage your music distribution catalog, releases, analytics and royalties from any MCP client.

• leonardoca1/aesthetics-wiki-mcp 🐍 🏠 🍎 🪟 🐧 - Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the Aesthetics Wiki. Great for moodboards, brand direction, and creative inspiration. uvx aesthetics-wiki-mcp

• memebo-at/memeboat-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create real, shareable memes from 25,000+ templates on memebo.at. Search the catalog, caption a template, get a live meme URL back. Free, anonymous, no API key. Remote server at https://memebo.at/mcp or npx -y memeboat-mcp.

• mikechao/metmuseum-mcp 📇 ☁️ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.

• mikan-atomoki/text-to-model 🐍 🏠 🪟 🍎 - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.

• molanojustin/smithsonian-mcp 🐍 ☁️ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.

• noteboxd/mcp 📇 ☁️ 🏠 - Fragrance and perfume API for AI: query the Noteboxd encyclopedia for fragrances, notes, accords, brands, perfumers, reviews, and charts. Hosted remote server at https://mcp.noteboxd.com/mcp, or run locally with npx -y @noteboxd/mcp.

• joshseane/-nmlp-mcp 📇 ☁️ - First-edition identification — points of issue, number-line decoding, and publisher rules over a CC-BY, DOI-cited dataset of 6,717 titles — plus New Mexico book-donation logistics. Hosted remote server, no auth. Endpoint: https://newmexicoliteracyproject.org/api/mcp · Registry: org.newmexicoliteracyproject/nmlp-mcp

• ni-c/calibreweb-mcp 📇 🏠 - Read-only access to a self-hosted Calibre-Web (or Calibre-Web Automated) ebook library via its OPDS feed: search, curated views and shelves, cover images and per-format download links. npx -y calibreweb-mcp

• OctoEverywhere/mcp #️⃣ ☁️ - A 3D printer MCP server that allows for getting live printer state, webcam snapshots, and printer control.

• omni-mcp/isaac-sim-mcp 📇 ☁️ - A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc.

• Pantani/ableton-mind 📇 🏠 🍎 🪟 - Control Ableton Live from Claude, Cursor or Codex through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes, and verify changes against Live state.

• Pantani/tdmcp 📇 🏠 🍎 🪟 - Stop wiring nodes by hand — describe a visual and the AI builds a real, playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX, checking and previewing its own work.

• PatrickPalmer/MayaMCP 🐍 🏠 - MCP server for Autodesk Maya

• peek-travel/mcp-intro ☁️ 🍎 🪟 🐧 - Remote MCP Server for discovering and planning experiences, at home and on vacation

• pzfreo/build123d-mcp 🐍 🏠 🍎 🪟 🐧 - MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL.

• Psalmustrack/lambdacad-mcp 🐍 🏠 🐧 - Drive a professional DWG CAD with AI on Linux: 100 tools for BricsCAD via a pure AutoLISP bridge (no COM, no SDK) — 2D drafting with dimensions and hatches, 3D solids with booleans, auto-generated 2D drawing views, PDF export. Portable to any AutoLISP-capable CAD.

• doctorm333/promptpilot-mcp-server 📇 ☁️ - Generate images, video, and audio via 20+ AI models (Flux, GPT-Image-1, Imagen 4, Grok, Seedance, ElevenLabs). Prompt builder with styles, lighting, camera, mood presets. Batch generation support.

• r-huijts/oorlogsbronnen-mcp 📇 ☁️ - Oorlogsbronnen (War Sources) API integration for accessing historical WWII records, photographs, and documents from the Netherlands (1940-1945)

• r-huijts/rijksmuseum-mcp 📇 ☁️ - Rijksmuseum API integration for artwork search, details, and collections

• raveenb/fal-mcp-server 🐍 ☁️ - Generate AI images, videos, and music using Fal.ai models (FLUX, Stable Diffusion, MusicGen) directly in Claude Desktop

• rekordcloud/sonovault-mcp 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over 90M+ tracks, artists, labels, and releases: genre, release dates, ISRC/ISWC codes, and cross-platform IDs (Spotify, Apple Music, Tidal, Beatport, Discogs, MusicBrainz, YouTube). npx -y sonovault-mcp

• rosasynthesiz/flstudio-mcp 🐍 🏠 🪟 - Control FL Studio with AI: in-DAW mixing (Mix Doctor, gain staging, EQ/comp/reverb, reference matching), routing, and composition. 67 tools.

• runcomfy-com/runcomfy-mcp 🎖️ 🐍 ☁️ - Official remote MCP server for RunComfy: ComfyUI serverless deployments, hosted model inference, and LoRA training jobs. 31 tools. Website: www.runcomfy.com. Remote server at https://mcp.runcomfy.com/mcp.

• samuelgursky/davinci-resolve-mcp 🐍 - MCP server integration for DaVinci Resolve providing powerful tools for video editing, color grading, media management, and project control

• sharafutdinovdi/revit-model-mcp 🐍 #️⃣ 🏠 🪟 - Read a live Autodesk Revit model (elements, parameters, views, warnings, PNG view exports) from any MCP client; model-changing actions are opt-in behind two gates, with dry runs and post-commit verification. Ships MSI installers for Revit 2022-2027 and a Claude Desktop bundle.

• shunshi-ai/bazi-reader-mcp 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars / 四柱推命 / 사주팔자) charting MCP server with true solar time correction and multilingual output (中文/EN/日本語/한국어). npx shunshi-bazi-mcp

• smeet666/mcp-lrclib 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced (LRC) lines with a timestamp on every line. Strips lyrics from search results, cutting a search from ~29k to ~800 tokens. No API key. npx -y mcp-lrclib

• smeet666/mcp-imslp 📇 ☁️ - Read IMSLP, the Petrucci Music Library: search works and composers, read a work with its catalogue numbers, key and instrumentation, and page through its editions with the copyright status of each stated per jurisdiction. Downloads no score file. npx mcp-imslp

• slshults/shakespeare-monologues-mcp 📇 ☁️ - Search Shakespeare monologues by character, play, or first line; fetch full text, modern-English paraphrases, and scene/play summaries from shakespeare-monologues.org. Remote server at https://mcp.shakespeare-monologues.org/mcp

• smeet666/mcp-books 📇 ☁️ - Asks the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, inside scanned text and across catalogues. Counts are never added and no source's absence is read as evidence about another. Install via npx mcp-books.

• speedwarnsf/scenef-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Local stdio server (npx -y scenef-mcp) for movie showtimes across 33 regional boards in California and Hawaii — repertory houses, single-screen neighborhood theaters, 35mm and 70mm prints, and the chains — every showtime re-verified against the theater's own calendar, with a public accuracy record that includes the checks that failed. Nine read-only tools, no key.

• tasopen/mcp-alphabanana 📇 🏠 🍎 🪟 🐧 - Local MCP server for generating image assets with Google Gemini (Nano Banana 2 / Pro). Supports transparent PNG/WebP output, exact resizing/cropping, up to 14 reference images, and Google Search grounding.

• TOBYCAI/image-mcp 🐍 🏠 🍎 🪟 🐧 - Local Pillow-based image-processing MCP server: info / resize / crop / convert / compress / rotate / flip / thumbnail / watermark / effects / placeholder / overlay (12 tools). Offline, no API key. Install: pip install pillow && python3 image_mcp.py.

• TwelveTake-Studios/reaper-mcp 🐍 🏠 🍎 🪟 🐧 - MCP server enabling AI assistants to control REAPER DAW for mixing, mastering, MIDI composition, and full music production with 129 tools

• UModeler/picoberry-mcp 🎖️ 📇 ☁️ - Generate 3D models and images from a text prompt or reference images, then remesh, retexture, auto-rig, animate, and export GLB/FBX/OBJ through the PicoBerry API. Install: npx -y @picoberry/mcp-server.

• vicseeai/vicsee-mcp-server 📇 ☁️ - Generate, edit, and upscale AI video & images (Seedance, Veo, Kling, FLUX, Nano Banana) from any agent via VicSee.

• wretcher207/reaper-daemon 🐍 🏠 🍎 🪟 🐧 - Drive the REAPER DAW from an AI agent over a local file bridge with no network port: read every plugin and parameter, set FX values, write automation, and measure a mix move before and after. Every change runs inside a REAPER undo block.

• XavierFabregat/spotify-mcp 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control with intent-shaped tools: play by description, queue, devices, playlists, and library, plus a 2-minute PKCE setup wizard. Built for the post-Feb-2026 Spotify Web API. npx -y @xavifabregat/spotify-mcp

• yonlandwu/chinese-almanac-mcp 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing / 通勝) MCP server with NASA JPL solar-term precision: daily almanac readings, 12 hour-pillar luck ratings, solar terms, auspicious-date picking across 8 life activities (wedding, moving, grand opening...), zodiac horoscopes and personal lucky hours. Yi-Ji arbitration follows the 1739 imperial canon Xie Ji Bian Fang Shu. npx -y chinese-almanac-mcp

• yuluo688/gen-image-mcp 📇 🏠 🍎 🪟 🐧 - Local image-workflow MCP for AI coding agents: generate and edit images via your own OpenAI-compatible or Gemini image APIs and save results into the project directory, with optional model fallback. npx -y gen-image-mcp

• yuna0x0/anilist-mcp 📇 ☁️ - A MCP server integrating AniList API for anime and manga information

• yuvalsuede/agent-media 📇 ☁️ 🍎 🪟 🐧 - CLI and MCP server for AI video and image generation with unified access to 7 models (Kling, Veo, Sora, Seedance, Flux, Grok Imagine). Provides 9 tools for generating, managing, and browsing media.

• smeet666/mcp-bideetmusique 📇 ☁️ 🍎 🪟 🐧 - Search the Bide & Musique collection of forgotten French songs, catalogued by hand by the volunteer association that runs the station. Search along one axis at a time: performer, title, writer, a word of the lyrics, label or year. Read a record with its credits, its sleeve and its transcription, or draw a random one. No API key. npx -y mcp-bideetmusique

📐 Architecture & Design

Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.

• aidc2026ai-melon/aidc-ai-mcp 🎖️ 📇 ☁️ - Deterministic AI data-center design engine exposed as MCP tools (design, validate, layout): rack count, design PUE, total MVA, liquid/air cooling split, CDU planning, cost & timeline. NVIDIA Rubin-era, 22.9 kV intake, Korea. Remote Streamable HTTP at https://aidc-ai.io/api/mcp; no key for the anonymous tier.
• ant-dev-lab/nightmarquee-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Art-directed website prompts as slash commands: hero sections, landing pages, SaaS, portfolio, e-commerce and 3D/WebGL scenes. Every build is registered as a real MCP prompt, so it lands in the command palette instead of waiting for the model to think of it, and is written natively for the tool you are in (Lovable, Bolt, Cursor or Claude). Each one has a live demo you can scroll before spending a token. Free prompts need no account; sign in from the session to unlock the rest. Install via NPM: npx -y nightmarquee
• awdr74100/figwright 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma server over a local WebSocket relay: turn a selection into framework-aware code (reusing your components and tokens), or author frames, text, styles, variables, and whole screens back onto the canvas. 92 tools, any MCP client, no Dev Mode seat or paid tier.
• betterhyq/mermaid-grammer-inspector-mcp 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
• bobaba99/motionlint 📇 🏠 🍎 🪟 🐧 - Catch bad animations before they ship. 13 deterministic checks on the live page (duration, easing, stagger, exits, reduced-motion, touch-gated hover) with no API key or LLM, plus optional vision-LLM UX review across viewports. Install via NPM: npx -y motionlint mcp
• builditwithgk/repo-cartographer 📇 🏠 🍎 🪟 🐧 - Turn any repo into an architecture diagram: deterministic extraction (file tree, JS/TS + Python import graph, frameworks, entry points) that the connected model refines into Mermaid or Graphviz DOT. Doubles as a CLI + GitHub Action enforcing architecture rules (forbidden imports, dependency cycles) with baselines in CI. Install via NPM: npx -y repo-cartographer
• BV-Venky/excalidraw-architect-mcp 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
• cisco-open/network-sketcher 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for AI-driven network design. Creates Cisco-style network master files, L1/L2/L3 topology diagrams, combined HTML viewers, device tables, and AI Context files.
• Daksh-create349/Contradiction-MCP 📇 🏠 ☁️ 🍎 🪟 🐧 - Autonomous cross-source inconsistency & contradiction intelligence engine: audits declared assertions across Kubernetes manifests, READMEs, OpenAPI specs, and Word documents to detect architectural drift. 12 canonical tools, deterministic scoring, and resolution advisory. Install: npx -y contradiction-mcp
• ejwhite7/brandkit-mcp 📇 🏠 🍎 🪟 🐧 - Expose a company's complete design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools via MCP. Auto-parses CSS / Markdown / PDF / SVG / fonts; supports marketing vs product contexts with shared overrides; ships 12 tools, 16+ resources under brandkit://, and 4 prompts; stdio + SSE + Streamable HTTP transports. Install via NPM: npx -y brandkit-mcp serve.
• erajasekar/ai-diagram-maker-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
• flowzap-xyz/flowzap-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: npx -y flowzap-mcp
• GittyBurstein/mermaid-mcp-server 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
• HalidSaglam/saglitzdesign-mcp 📇 🏠 🍎 🪟 🐧 - Expert design & marketing knowledge for web / iOS / Android / macOS UI/UX: 83 sourced, prescriptive docs plus deterministic generators (design tokens, color systems, type scales, WCAG a11y) and a one-call create_design_system. Offline, no API key, reads only local files. Install via NPM: npx -y saglitzdesign-mcp.
• imgly/codesign 📇 🏠 🍎 🐧 - Local design engine for AI agents. Create, edit and export real, editable designs (social, flyers, decks, business cards) with your brand applied; print-ready PDF with CMYK and bleed; imports InDesign, PSD and PDF. Powered by CE.SDK, no account needed. npx -y @imgly/codesign-mcp@latest stdio
• jgsystemsconsulting/jgs-magic-sysmlv1-mcp 🐍 🏠 🍎 🪟 🐧 - AI-to-CATIA Magic bridge for live SysML v1 models: 130+ MCP tools to query, audit, trace, and edit blocks, requirements, allocations, and diagrams in CATIA Magic Systems of Systems Architect 2026x over a local, air-gapped connection. FREE tier reads and audits; PRO/ENTERPRISE licences unlock writes and scripting.
• karyaboyraz/mockit-mcp 📇 🏠 🍎 🪟 🐧 - Generate premium iOS mobile UI mockups (PNG + HTML) from a single text prompt. Pairs Claude (Opus 4.7 by default) with a Playwright headless renderer. Two backends — claude CLI (uses your Claude Code subscription) or Anthropic API. Stdio + HTTP transports, MIT.
• KasayoDotCom/identityforge-mcp 📇 🏠 🍎 🪟 🐧 - Local MCP server for design kits and brand workflows. Browse and apply complete design systems, create client-shareable brand projects, and research names, domains, and EUIPO marks. Public Free-kit discovery needs no API key. Install: npx --yes identityforge@latest install --client claude-code.
• Kentucky-ai/opentakeoff 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff on stdio — load a plan PDF, read the title block, adopt the drawing scale (never applied silently), one-click trace rooms, and export real-world quantities (square footage, linear feet, counts) with provenance receipts. Install via NPM: npx -y opentakeoff-mcp
• Narasimhaponnada/mermaid-mcp 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: npm install -g @narasimhaponnada/mermaid-mcp-server
• ng-galien/maket 📇 🏠 🍎 🪟 🐧 - Local-first visual design workspace for AI assistants. Compose wireframes and branded multi-page HTML/CSS documents with live preview, annotations, brand and asset libraries, typed data collections, layout validation, PDF export, and draft-only Gmail handoff. Install: npx -y @ng-galien/maket.
• odd-Innocent/den_archi_mcp 🎖️ 🐍 ☁️ - Curated Korean AEC knowledge — not just code lookup. Standards (KDS · KCS · KS · statutes) and domain expertise sit on one graph, so it answers why a figure holds, what order work goes in, and how two methods differ — each with the clause or the evidence attached. Abstains when it has no grounds. Remote endpoint https://mcp.den.archi/mcp, free beta at https://den.archi.
• posecode-dev/posecode 📇 🏠 🍎 🪟 🐧 - "Mermaid for human movement" — a text language any LLM can write, rendered as a safe, anatomically-clamped 3D human figure in the browser.
• rdanieli/tentra-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (sync_architecture) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via npx tentra-mcp --local init). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
• RedHold/diagrams-mcp-app-core 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit cloud architecture diagrams as native draw.io files. 23 tools: draw from a prompt or from Terraform and Kubernetes manifests, edit an existing diagram in place, pull Well-Architected warnings and repair them one at a time, then export .drawio or SVG. 30 icon packs for AWS, Azure, GCP and Kubernetes. Connect with a browser login, no API key to copy. Install via NPM: npx -y @diagrams-so/mcp
• RNVizion/rnv-color-mcp 🐍 ☁️ - A complete color workflow over MCP: mix (incl. Kubelka-Munk paint physics), convert formats, generate harmonies, and remember named palettes. Resolves hex, CSS, and custom brand color names, and refuses unknown colors rather than guessing. Hosted, no install: https://rnvizion-rnv-color-mcp.hf.space/mcp.
• Roberton003/mcp-server-decisions 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and in-band outcome gates for AI agents and engineering teams. Append-only JSONL storage with zero runtime dependencies. Install via PyPI: pip install mcp-server-decisions.
• tomyangod/architecture_viewer 📇 🏠 🍎 🪟 🐧 - Local MCP (av_guard) + CLI architecture gate: after AI edits, diff vs git HEAD for new cross-layer deps / structural changes (Apache-2.0; npx arch-viewer setup)
• uxloom-dev/uxloom 📇 🏠 🍎 🪟 🐧 - Agent-native UI/UX design validation: model user journeys as state machines and prove what AI-generated screens are missing (unreachable states, missing empty/loading/error states, WCAG contrast, touch targets, localization overflow) before code exists — then verify the code implements the contract. Deterministic CI gates (uxloom check, uxloom audit), one-command setup (npx uxloom init).
• yenchieh/diagramzu-mcp 📇 ☁️ - Let your AI author Mermaid diagrams (flowchart, sequence, ER, mindmap) in a shared workspace, then read, comment on, embed, and present them at a clean URL — instead of pasting back hundreds of lines of prose. Hosted endpoint https://mcp.diagramzu.ai/mcp or local npx -y @diagramzu/mcp. 14 tools incl. diagram CRUD, version history, comments, presentation decks, and analyze_diagram lints.

Biology, Medicine and Bioinformatics

• ajibadedapo/flowproof-mcp 🐍 🏠 ☁️ - Run reproducible bioinformatics pipelines (Nextflow) from an AI assistant, with verifiable Workflow Run RO-Crate provenance (container digests, tool versions, input/output checksums). pip install flowproof-mcp
• ammawla/encode-toolkit 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
• cafferychen777/ChatSpatial 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
• Crindo2/gph-mcp-server 📇 ☁️ - Healthcare service vendor matching for medical practices: 76,000+ curated vendors across 25 categories (billing, credentialing, EHR, compliance, legal) in all 50 US states.
• davidmosiah/google-health-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first Google Health API v4 MCP server for Fitbit, Pixel Watch, activity, sleep, heart, nutrition and reconciled health streams.
• davidmosiah/wellness-cgm-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor MCP server for Dexcom Developer API and FreeStyle Libre via LibreLink Up.
• davidmosiah/wellness-nourish 📇 🏠 🍎 🪟 🐧 - Zero-credential nutrition and hydration MCP server with food search, barcode lookup, meal estimation, intake logs and daily summaries.
• dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
• ericblair1903/nutrients-mcp 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or a plain-text description. Returns calories, macros, vitamins, minerals, allergens, and dietary flags in about a second. Install via npx -y nutrients-mcp.
• forever-healthy/evipedia-mcp 📇 ☁️ 🍎 🪟 🐧 - Evidence-based reviews of health & longevity interventions from evipedia.ai. Search the catalogue, fetch conclusions/full Markdown/structured metadata (incl. PMIDs), list recent updates, or suggest new interventions. Local via npx -y evipedia-mcp or remote HTTP at https://mcp.evipedia.ai/mcp. Official registry: io.github.forever-healthy/evipedia-mcp.
• fulcradynamics/fulcra-context-mcp 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
• genomoncology/biomcp 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
• healthchainai/HealthChain 🐍 🏠 - Typed, validated FHIR tools for healthcare AI agents — build, read, validate, and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports built for fix-and-retry. pip install healthchain[mcp]
• helena-bioinformatics/noodle-mcp 🐍 ☁️ - Read-only biomedical literature discovery over a public PubMed-derived corpus: natural-language and PMID/DOI/PMCID search, source-linked publication records, and bounded citation or semantic graph traversal with provenance. Hosted Streamable HTTP endpoint; no account or API key required.
• HelixGenomics/Genomic-Agent-Discovery 📇 🏠 - Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
• hlydecker/ucsc-genome-mcp 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
• JamesANZ/medical-mcp 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
• JaviMaligno/vitamind-mcp 📇 ☁️ - Solar vitamin D: whether the sun where you are can make vitamin D right now, how many minutes your Fitzpatrick skin type needs for a target dose, which months of the year synthesis is possible at your latitude, and how much a sun session produced. Computed from solar geometry, a clear-sky UV model with ozone and altitude, and live Open-Meteo UV data. npx vitamind-mcp
• kushaim/practice-fusion-mcp 📇 🏠 - FHIR-first, read-only MCP server for the Practice Fusion EHR. Search patients and review appointments, conditions, medications, and lab results. SMART backend-services auth, audit-logged, HIPAA-conscious.
• mgnirck/lecka-mcp 📇 ☁️ - Race nutrition planning for endurance athletes. Calculates carb, sodium and fluid targets for marathons, ultras, cycling and triathlons. Returns personalised Lecka product recommendations by race type, conditions and athlete weight.
• MyMedi-AI/mymedi-ai-mcp-server 📇 ☁️ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). npx @mymedi-ai/mcp-server
• SEOSiri-Official/biorobotics 🐍 🏠 🍎 🪟 🐧 - A stateless, deterministic Bio-Robotics Core Engine converting biological data (UniProt API) to Cartesian G-code coordinates using the Model Context Protocol. 🐍 🏠 🍎 🪟 🐧
• salwks/mcp-techTrend 🐍 🏠 - Multi-source academic + code + medical-regulatory trend monitoring (arXiv, PubMed, GitHub, Hugging Face, openFDA 510(k)/Recalls). Newspaper-style briefings, per-domain tuning, sandbox-safe Python launcher.
• NyxToolsDev/dicom-hl7-mcp-server 🐍 🏠 - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. pip install dicom-hl7-mcp
• longevity-genie/biothings-mcp 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
• longevity-genie/gget-mcp 🐍 🏠 ☁️ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular gget library.
• longevity-genie/opengenes-mcp 🎖️ 🐍 🏠 ☁️ - MCP server for a queryable database for aging and longevity research from the OpenGenes project.
• longevity-genie/synergy-age-mcp 🎖️ 🐍 🏠 ☁️ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
• musharna/plant-genomics-mcp 🐍 🏠 🍎 🪟 🐧 - 32 tools for plant-genomics locus lookup across 11 public backends (Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, Gramene, Europe PMC, QuickGO, NCBI BLAST, ATTED-II, BAR). Single-locus, parallel-batch, and cross-source synthesis variants; JSON output schemas and EDAM ontology tags on every tool. pipx install plant-genomics-mcp.
• neptun2000/heor-agent-mcp 📇 ☁️ - HEOR (Health Economics and Outcomes Research) MCP server with 7 tools for literature search across 41 medical data sources (PubMed, NICE, CADTH, ICER, etc.), cost-effectiveness modeling (Markov/PartSA/PSA), and HTA dossier preparation for pharmaceutical and biotech teams.
• OHNLP/omop_mcp 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
• PantelisGeorgiadis/dicomweb-mcp-server 📇 ☁️ 🏠 - A DICOMweb MCP server that exposes a DICOMweb-compliant DICOM archive to AI assistants, enabling search of studies, series and instances, metadata inspection, structured report reading, encapsulated PDF text extraction, and frame rendering.
• tatsuju/opdstar-nhi-mcp 📇 ☁️ - Taiwan's first public MCP server for National Health Insurance (NHI) data — 234 rejection codes, 1,497 ICD-10→procedure mappings across 20 specialties, audit indicators (008/014/027/P043), and semantic wiki search over 8,232 chunks of official NHI documentation. Powered by OPDSTAR. Install: npx @opdstar/nhi-mcp.
• pkotecha-eng/aria-mcp-server 🐍 - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required.
• pubspro/pubmed-search 📇 ☁️ - Search PubMed and summarize biomedical literature, designed for AI health agents.
• Rajskij/oura-mcp 📇 ☁️ 🏠 - Ask your Oura Ring about sleep, readiness, activity, stress and heart rate in ChatGPT or Claude, in any language. Read-only, token-efficient, self-hosted; 10 task-oriented tools grouped by how people actually ask.
• SidneyBissoli/medical-terminologies-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Unified MCP server for ICD-11 (WHO), LOINC, RxNorm, MeSH (NLM), ATC, CID-10 (Brazilian DataSUS), and optional SNOMED CT. 28 tools (34 with SNOMED) with structuredContent + outputSchema on every default tool. Hosted on Cloudflare Workers, listed on Smithery, and on npm.
• sikcapri/superglookoquery 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data (any pump/CGM combination, not just one) inside Claude Desktop: time in range, GMI, trends, enriched bolus/basal analysis, and a device-agnostic capability-discovery architecture that adapts its tool list to whatever your own devices actually report. Ships as a Claude Desktop extension (.mcpb).
• smaniches/alphafold-sovereign-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold MCP server integrating AlphaFold DB with eight additional public biomedical data sources, backed by a local SQLite knowledge graph for structural-confidence, variant, disease/phenotype, drug-target, and orthology workflows. uvx alphafold-sovereign-mcp
• smaniches/uniprot-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Auditable UniProt MCP server: 41 tools over the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay. uvx uniprot-mcp-server
• the-momentum/apple-health-mcp-server 🐍 🏠 🍎 🪟 🐧 - An MCP server that provides access to exported data from Apple Health. Data analytics included.
• the-momentum/fhir-mcp-server 🐍 🏠 ☁️ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
• thehealthai/clarity-mcp 📇 ☁️ - Condition-aware ingredient, product & supplement safety for agents, with provenance on every answer — a verdict, an evidence tier (Gold/Silver/Bronze), and a verifiable citation — across breastfeeding, pregnancy, histamine/MCAS, rosacea, HS, allergy and fertility lenses. 9 tools incl. validate_claim (fact-check a claim against curated cited sources) and check_recall (FDA/consumer recall lookup by brand with Class I flagging and source URLs). Hosted at mcp.healthai.com.
• thehealthai/fda-risk-radar-mcp 📇 ☁️ - The MCP server behind Constat: FDA & NHTSA regulatory-risk intelligence for agents — device compliance risk by 3-letter product code, parsed 510(k) premarket evidence with verbatim source quotes, predicate chains, postmarket drift signals, clearance-to-payment reimbursement pathways (NTAP/CPT/CMS), and NHTSA vehicle safety. 14 tools. Decision support, not regulatory advice. Hosted at constat.dev/api/mcp.
• thelongevityvault/decoder-3am-mcp 📇 ☁️ - Sleep disruption cause classifier using The Longevity Vault's 5-cause framework. Identifies the biological mechanism behind 3am wakeups from symptom descriptions, with tracked links to the full interactive 3AM Decoder.
• wso2/fhir-mcp-server 🐍 🏠 ☁️ - Model Context Protocol server for Fast Healthcare Interoperability Resources (FHIR) APIs. Provides seamless integration with FHIR servers, enabling AI assistants to search, retrieve, create, update, and analyze clinical healthcare data with SMART-on-FHIR authentication support.
• wjgoarxiv/pymol-mcp 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS MD trajectories, and clathrate-hydrate cage analysis: H-bond networks, F3/F4 order parameters, and TRACE cage perception + occupancy.

📂 Browser Automation

Web content access and automation capabilities. Enables searching, scraping, and processing web content in AI-friendly formats.

• 34892002/bilibili-mcp-js 📇 🏠 - A MCP server that supports searching for Bilibili content. Provides LangChain integration examples and test scripts.
• achiya-automation/safari-mcp 📇 🏠 🍎 - Native Safari browser automation for AI agents with 80+ tools. No Chrome dependency, optimized for Apple Silicon with 60% less CPU overhead.
• acunningham-ship-it/veilbrowser 📇 🐍 🏠 - Stealth browser automation over raw CDP, driving real unmodified Chrome with no Playwright or Puppeteer in the stack. Returns numbered element refs from the accessibility tree instead of CSS selectors, and can attach to an already-running Chrome to reuse logged-in sessions.
• aethynio/aethyn-browser-mcp 📇 🏠 - Drive a local Playwright browser through residential proxies with the agent choosing the exit country/city and holding one sticky identity per task. 10 tools: launch, navigate, accessibility snapshot, click, type, content extraction, exit-IP verification, and per-task identity rotation. Free trial, no card.
• agent-infra/mcp-server-browser 📇 🏠 - Browser automation capabilities using Puppeteer, both support local and remote browser connection.
• Agent360dk/browser-mcp 📇 🏠 - Chrome extension + MCP server that gives AI agents control of your real, logged-in Chrome browser (not headless). 34 tools, up to 10 concurrent color-coded sessions. Works with Claude Code, Cursor, VS Code, Codex CLI, and ZCode.
• AishwaryShrivastav/vibe-testing 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing for coding agents. Thirteen tools read routes, forms, field names, and existing tests before running Playwright scenarios, retaining regression history and producing HTML reports with screenshots. No internal LLM calls or API key. npx -y vibe-testing@latest --mcp
• alex-on-ai/WebReaper #️⃣ 🏠 🍎 🪟 🐧 - AI-native web scraper MCP server. Single binary, returns clean markdown, MIT-licensed Firecrawl alternative.
• parastejpal987-cmyk/opticparse-public 🐍 🏠 ☁️ 🍎 🪟 🐧 - Dual-engine Model Context Protocol server providing zero-CSS multimodal visual web scraping (96% noise reduction) and sub-1.6s zero-day phishing/crypto drainer detection for autonomous agents. 200 free trial requests out-of-the-box.
• ami-guru/x402-scraper-engine 📇 ☁️ - Production HTTP 402 micropayment web scraper, Llama-3 digest, and Twitter intelligence engine for AI agents on Base L2. Zero API keys, pay-per-call in USDC.
• andresolbach/nodriver-mcp-server 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver, for sites behind Cloudflare, DataDome and similar anti-bot systems. Direct CDP with no ChromeDriver binary, so navigator.webdriver stays undefined. 57 tools whose names match chrome-devtools-mcp, so switching is a config change: accessibility-tree snapshots, input automation, network/console inspection, device emulation, persistent profiles and session save/restore.
• aparajithn/agent-scraper-mcp 🐍 ☁️ - Web scraping MCP server for AI agents. 6 tools: clean content extraction, structured scraping with CSS selectors, full-page screenshots via Playwright, link extraction, metadata extraction (OG/Twitter cards), and Google search. Free tier with x402 micropayments.
• apireno/DOMShell 📇 🏠 - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
• auspy/supasidebar-mcp 📇 🏠 🍎 - Access and organize your open browser tabs, bookmarks, and recently opened links across every macOS browser from your AI client. Powered by the free SupaSidebar app.
• automatalabs/mcp-server-playwright 🐍 - An MCP server for browser automation using Playwright
• awarselabs/awarse-mcp 📇 🏠 - Self-healing browser automation MCP server integrating Playwright with LLM-assisted locator repair.
• BB-fat/browser-use-rs 🦀 Lightweight browser automation MCP server in Rust with zero dependencies.
• bch1212/agentfetch-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. estimate_tokens before fetch_url, 6h Redis cache, server-side max_tokens truncation. Open source MCP server (MIT) plus hosted REST API at agentfetch.dev — 500 free fetches/mo, no card.
• bgaze/snapstack-server 📇 🏠 🍎 🪟 🐧 - Pipe one-click browser-tab screenshots into any MCP client, 100% local — a companion extension captures, the local server stacks them and serves them to your LLM on demand.
• bighippoman/intercept-mcp 📇 🏠 - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
• autokeren/ghostfox 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser for AI agents: own Firefox engine fork (C++-level fingerprint spoofing) + Rust MCP runtime. page_a11y semantic vision pierces shadow DOM, login_state detection, evidence recording, Android personas. 19 tools, 6 platforms. Glama 100% quality score.
• blackwhite084/playwright-plus-python-mcp 🐍 - An MCP python server using Playwright for browser automation,more suitable for llm
• browserbase/mcp-server-browserbase 🎖️ 📇 - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
• browserless/browserless-mcp 🎖️ ☁️ - Headless browser automation and web scraping infrastructure. Exposes the Browserless smart scraper API to LLM clients over MCP.
• browsermcp/mcp 📇 🏠 - Automate your local Chrome browser
• brutalzinn/simple-mcp-selenium 📇 🏠 - An MCP Selenium Server for controlling browsers using natural language in Cursor IDE. Perfect for testing, automation, and multi-user scenarios.
• co-browser/browser-use-mcp-server 🐍 - browser-use packaged as an MCP server with SSE transport. includes a dockerfile to run chromium in docker + a vnc server.
• corbinvachal48/agentrender-mcp 🐍 ☁️ - URL to screenshot, PDF, or structured extract for AI agents via MCP and REST.
• corralimited/snapdiff-mcp 📇 ☁️ 🏠 - Intent-aware visual verification for coding agents: the agent declares what a UI change should affect, and SnapDiff diffs the page against a baseline and flags anything that changed outside that intent for review or rollback — local screenshot capture via Playwright.
• Ceki-me/mcp-server 📇 ☁️ - Rent real residential Chrome browsers from real humans — per-minute billing ($0.01/min), real fingerprints, residential IPs, no datacenter signals. MCP-native, with SDKs for Python, JS, LangChain, CrewAI, n8n. Crypto payouts.
• Cubenest/rrweb-stack 📇 🏠 - Local-first MCP server (@peekdev/mcp) + Chrome extension that records your real authenticated browser session (rrweb DOM + console + network, PII-masked, to local SQLite) and lets AI coding agents query it or drive the browser. No cloud, no telemetry.
• Custodia-Admin/pagebolt-mcp 📇 ☁️ - MCP server for screenshots, PDFs, OG images, and narrated video recording from Claude Desktop, Cursor, and Windsurf.
• dashi96/chromium-bridge 📇 🏠 🍎 🪟 🐧 - MCP server + Chrome extension that connects Claude Code to Chromium-based browsers (Arc, Vivaldi, Brave) where the official Claude in Chrome extension doesn't work — navigate, click, read pages, run JS, and record GIFs in the user's real browser.
• dmytrome/groundhog 🐍 🏠 🍎 🪟 🐧 - Web search, read and research over a real stealth-patched Chrome, driven by raw CDP so the Runtime domain is never enabled and the isAutomatedWithCDP tell is absent. Strips text that is invisible in the rendered DOM before the model reads it and reports each occurrence in threats, returns a SHA-256 provenance receipt per source, and re-checks the SSRF guard after redirects. research ranks passages across all sources in one pass — extracts, not summaries, so no model or API key is involved. MIT.
• eat-pray-ai/yutu 🏎️ 🏠 🍎 🐧 🪟 - A fully functional MCP server and CLI for YouTube to automate YouTube operation
• executeautomation/playwright-mcp-server 📇 - An MCP server using Playwright for browser automation and webscrapping
• eyalzh/browser-control-mcp 📇 🏠 - An MCP server paired with a browser extension that enables LLM clients to control the user's browser (Firefox).
• feedthrough/feedthrough 📇 🏠 🍎 🪟 🐧 - In-browser debug bridge that injects into your running web app, so an agent can read the DOM, console logs and network requests, and click/fill/inspect the page. Runs inside the page (not an external CDP driver), so it works in any browser and inside Cypress/Playwright runs.
• firecrawl/firecrawl-mcp-server 🎖️ 📇 ☁️ 🏠 - Official Firecrawl server with live browser interaction (firecrawl_interact) — navigate, click, type, and scroll on a page before extraction, for JS-heavy or auth-gated sites. Also scrape, crawl, map, search, and extract.
• fradser/mcp-server-apple-reminders 📇 🏠 🍎 - An MCP server for interacting with Apple Reminders on macOS
• freema/firefox-devtools-mcp 📇 🏠 - Firefox browser automation via WebDriver BiDi for testing, scraping, and browser control. Supports snapshot/UID-based interactions, network monitoring, console capture, and screenshots.
• frsorrentino/chrome-bridge 📇 🏠 🍎 🪟 🐧 - MCP server + Chrome extension that drive the user's real, logged-in Chrome over a local WebSocket. 59 token-efficient web-dev tools: compact element refs instead of screenshots, server-side table filtering, visual regression, accessibility/SEO/security audits, network mocking. Also runs on ChromeOS/Crostini.
• mi60dev/visionaire-engine 📇 🏠 🍎 🪟 🐧 - Design-debugging context for AI agents from a real Chrome: which CSS rule WINS with file:line, blast radius (how many other elements that rule styles) + a scoped-fix selector, WordPress/Elementor origin attribution, interaction timelines, live CSS fix trials, and pixel/alignment/WCAG-contrast audits. No AI inside — deterministic CDP.
• SanggonBoy/PyreCrawl 🐍 🏠 🍎 🪟 🐧 - Web browsing superpowers for AI agents: 13 MCP tools (scrape, extract, crawl, map, search, academic papers, batch, research, monitor, session). 3-tier auto-fallback ladder with free Cloudflare bypass, no API keys. Self-hosted Firecrawl alternative.
• segentic-lab/periscope-mcp 🐍 🏠 - Website & web-app testing built for AI agents rather than raw browser bindings: 66 Playwright tools with hard assertions, auto form-fill, persistent authenticated sessions (incl. interactive login for 2FA/SSO), network mocking, real INP, and accessibility/SEO/GEO (llms.txt, AI-crawler access, WebMCP) + Lighthouse audits.
• sh6drack/zen-mcp 📇 🏠 - Zen Browser automation via WebDriver BiDi. 20 tools for navigation, form filling, screenshots, and JavaScript evaluation. No Selenium or Playwright required.
• getrupt/ashra-mcp 📇 🏠 - Extract structured data from any website. Just prompt and get JSON.
• hanzili/comet-mcp 📇 🏠 🍎 - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.
• hshintelligence/agent-scrape 📇 ☁️ - Pay-per-call web scraping for AI agents via x402 micropayments on Base. Six tools: scrape, extract structured data, screenshot, metadata, browser session, workflow. No signup, no API keys — just USDC. HTTP + MCP transports.
• hunglp97/tabpilot-mcp 🐍 🏠 🍎 🪟 🐧 - Drive the real, logged-in Chrome you already have open — cross-platform, zero dependencies beyond MCP SDK, token-budgeted reading (90%+ savings), complex SPA forms and matrix surveys, and 24/7 headless Ubuntu support.
• LarryWalkerDEV/mcp-immostage 📇 ☁️ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.
• LeonTing1010/tap 📇 🏠 🍎 🪟 🐧 - MCP server that compiles AI browser automation into deterministic .tap.json plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.
• lespaceman/agent-web-interface 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation for LLM agents: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
• markmircea/Selenix-MCP-Server 📇 🏠 🍎 🪟 🐧 - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language.
• ilien-dev/svipall 🦀 🏠 🍎 🪟 🐧 - Local-first web reading with a tier ladder that escalates from plain HTTP to a real browser when a page pushes back. Pages as clean Markdown, whole-site crawls, keyless search, repeated page structure induced into rows, and a REST API. Attempts supported captchas on your own machine with optional local ONNX models, and parks the rest in a human dashboard. Labels blocked and low-quality pages instead of handing back a challenge screen as content. No API keys, no paid solvers, no telemetry.
• imprvhub/mcp-browser-agent 📇 🏠 - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
• kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis
• samson-art/transcriptor-mcp 📇 ☁️ - Transcriptor MCP is your choice when you need transcripts and metadata for AI, summarization, or content analysis
• kimtth/mcp-aoai-web-browsing 🐍 🏠 - A minimal server/client MCP implementation using Azure OpenAI and Playwright.
• junipr-labs/mcp-server 📇 ☁️ - Web intelligence API for AI agents — screenshot capture, PDF generation, page metadata extraction, and 75+ specialized data extractors for news, social media, SERP, pricing, and more. Free tier included.
• lightpanda-io/gomcp 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation
• LvcidPsyche/auto-browser 🐍 🏠 🐧 🍎 🪟 - Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI, Docker-based isolated sessions, stdio bridge for Claude Desktop and Cursor.
• Lyosis/claudeForSafari 📇 🏠 🍎 - Safari Web Extension + Node.js MCP bridge giving Claude Desktop full control over Safari — navigate, read pages, click elements, fill forms, and manage tabs. No Playwright or WebDriver dependency.
• lyrenth/lyrenth-mcp 📇 🏠 - Read any URL as a clean AIDocument (Markdown + structure) through Lyrenth's cached index.
• maccydee/cute-web-scraper 🐍 🏠 🍎 🪟 🐧 - Web scraping with four escalating fetch tiers (httpx, TLS impersonation, Playwright, stealth) that only escalate on a detected block. Returns clean markdown, or saves large scrapes into SQLite tables you query with read-only SQL to keep them out of the context window. 24 tools covering crawls, products, contacts, PDFs and change tracking. MIT, no API key.
• MathiasPaulenko/wavexis-mcp 🐍 🏠 🍎 🪟 🐧 - MCP server exposing 220 browser automation tools across 13 capability tiers. Chrome + Firefox via CDP + BiDi. No Node.js, no Chromium download — uses your existing browser. Stealth mode, Lighthouse audits, multi-action YAML batching, raw CDP/BiDi access, structured errors with LLM-actionable suggestions.
• microsoft/playwright-mcp - Official Microsoft Playwright MCP server, enabling LLMs to interact with web pages through structured accessibility snapshots
• Mingye-Lu/AgenticCrawler 🦀 🏠 🍎 🪟 🐧 - Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single binary, stealth browsing, 25 LLM providers.
• modelcontextprotocol/server-puppeteer 📇 🏠 - Browser automation for web scraping and interaction
• ndthanhdev/mcp-browser-kit 📇 🏠 - An MCP Server that enables AI assistants to interact with your local browsers.
• nnemirovsky/iwdp-mcp 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy — MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more)
• Metadrama/obscura-mcp 📇 ☁️ 🐧 🪟 🍎 - MCP server adapter for the lightweight Rust headless browser Obscura — high-performance web scraping with anti-detection. Perfect for AI agent automation. Server can run locally or as hosted endpoint.
• olostep/olostep-mcp-server 📇 ☁️ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
• operative_sh/web-eval-agent 🐍 🏠 🍎 - An MCP Server that autonomously debugs web applications with browser-use browser agents
• ofershap/real-browser-mcp 📇 🏠 - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.
• Pantheon-Security/chrome-mcp-secure 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation with post-quantum encryption (ML-KEM-768 + ChaCha20-Poly1305), secure credential vault, memory scrubbing, and audit logging. 22 tools for browser automation and secure logins.
• PhungXuanAnh/selenium-mcp-server 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server providing web automation capabilities through Selenium WebDriver
• paipaipai666/nexus-browser-mcp 🐍 🏠 🪟 🍎 🐧 - Browser automation via accessibility tree with event-driven deterministic snapshots (MutationObserver quiet-window instead of fixed sleeps), HITL governance gates with redacted JSONL audit, multi-task isolation with self-healing rebuilds, and developer observability (console / JS errors / network / Web Vitals).
• pskill9/web-search 📇 🏠 - An MCP server that enables free web searching using Google search results, with no API keys required.
• protostatis/unbrowser 🦀 🏠 🍎 🪟 🐧 - Lightweight browser MCP server for LLM agents. Runs JavaScript, follows links, fills forms, manages cookies, and returns low-token BlockMaps from a single native binary without Chrome.
• prufa-dev/prufa-mcp 🐍 ☁️ - Point your coding agent at a URL and get a real-browser QA audit: broken signup/login/checkout flows, JS console errors, missing analytics, consent + security headers, mobile tap targets, and accessibility — returned as machine-verified findings graded A–F. Free 60-second audit, no signup.
• KuvopLLC/purroxy2 📇 🏠 🍎 🪟 🐧 - Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing.
• RapierCraft/alterlab-mcp-server 📇 ☁️ - Web scraping, structured data extraction, and screenshots with JavaScript rendering, residential proxy rotation, and automatic retries.
• realwigu/mcp-doctor 📇 🏠 🍎 🪟 🐧 - Zero-config diagnostics for MCP servers. Auto-discovers configs across Claude Code, Cursor, VS Code, Windsurf, and Claude Desktop, then tests connections via JSON-RPC handshake, audits security issues, and benchmarks latency. Also runs as an MCP server itself.
• reeinharddd/snapmcp 📇 🏠 🍎 🪟 🐧 - Precision visual captures for AI agents — real-colors terminal, syntax-highlighted code, browser, markdown, HTML, and git-diff as PNG/JPEG/PDF/GIF, plus multi-shot sequences and doc embedding. Rendered fully local via Playwright (SSRF-safe by default).
• recursechat/mcp-server-apple-shortcuts 📇 🏠 🍎 - An MCP Server Integration with Apple Shortcuts
• Retio-ai/pagemap 🐍 🏠 - Compresses ~100K-token HTML into 2-5K-token structured maps while preserving every actionable element. AI agents can read and interact with any web page at 97% fewer tokens.
• ScrapeUnblocker/scrapeunblocker-mcp 📇 🏠 🍎 🪟 🐧 - Fetch any web page's HTML (or AI-parsed JSON, or Google results) through the ScrapeUnblocker anti-bot API (Cloudflare, DataDome, PerimeterX, Akamai, Shape), using your own API key. Three tools: fetch_html, fetch_parsed, google_search. Install: npx -y scrapeunblocker-mcp.
• screenshotscout/screenshotscout-mcp 📇 ☁️ - Capture webpages as images or PDFs with full-page and element targeting, device and viewport controls, location selection, page interactions, blocking options, and configurable output.
• seleniumbase/SeleniumBase 🐍 🏠 🍎 🪟 🐧 - A Python-based MCP server for browser automation, testing, and bypassing bot-detection using SeleniumBase CDP Mode with a Chromium browser. The solve_captcha tool can handle CAPTCHAs that expect a click.
• seleniumboot/selenium-mcp 🐍 🏠 🍎 🪟 🐧 - Python MCP server for Selenium WebDriver — 84 tools for browser automation, element interactions, assertions, and self-healing locators, plus codegen for Java TestNG / JUnit 5 / Cucumber / pytest / C# NUnit / Playwright and CI pipelines (GitHub Actions / Jenkins / GitLab CI). No ChromeDriver setup needed.
• serkan-ozal/browser-devtools-mcp 📇 - An MCP Server enables AI assistants to autonomously test, debug, and validate web applications.
• Silbercue/public-browser 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP — no Playwright, no extension bridge, no single-tab limit. Accessibility-tree refs cached across calls survive rerenders, so a page snapshot costs 1,124 chars against Playwright MCP's 6,084. Server-side plan executor runs multi-step flows in one tool call. Ships a Python API for LLM-free scripting. MIT.
• site-shot/site-shot-mcp 📇 ☁️ - Website screenshot API for AI agents. Real Chromium rendering, full-page capture up to 20,000px, country/geo proxies, and automatic ad & cookie-banner removal (cleaner images, fewer vision tokens). Two tools: capture_screenshot, capture_full_page. Install: npx -y site-shot-mcp.
• snapshot-site/snapshot-site-mcp 📇 ☁️ - Screenshot, visual-diff, and AI page-analysis API for AI agents. Capture any URL as PNG/JPEG/WebP/PDF/HTML, diff two versions of a page to catch visual regressions, and get an AI summary of a page. Hosted remote MCP at https://mcp.snapshot-site.com/mcp with OAuth, or npx -y @snapshot-site/mcp. In the official MCP registry as com.snapshot-site/screenshots.
• softvoyagers/pageshot-api 📇 ☁️ - Free webpage screenshot capture API with format, viewport, and dark mode options. No API key required.
• SolveGate/solvegate-mcp 🎖️ 📇 ☁️ - Deal with Cloudflare Turnstile from an agent. inspect_page reports whether a page actually uses Turnstile and what its sitekey is — free, no API key — so the agent can look before it acts, and it says plainly when a page carries reCAPTCHA or hCaptcha instead, or is a full-page Cloudflare interstitial rather than an embedded widget. solve_turnstile and get_solve clear the challenge and return a token when one is genuinely needed. npx -y solvegate-mcp
• swimmwatch/cloakbrowser-mcp 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium, available as an npm package and Docker image.
• sylin-org/ghostlight 🦀 🏠 🪟 🐧 - Visible local browser automation in the signed-in Chromium profile you already use, with useful recovery and optional policy and audit.
• trueoriginlabs/vibatchium 🐍 🏠 🐧 - Self-hosted stealth browser automation for unattended agents. Drives real consumer Chrome via Patchright, holding N parallel persistent logged-in profiles on one daemon so sessions survive across runs. Encrypted credential vault with TOTP and IMAP email-code 2FA, a renderer-free TLS-impersonating fetch lane that reuses session cookies, token-frugal page extraction, and prompt-injection scanning on by default.
• User0856/snaprender-mcp 📇 ☁️ - Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
• copperline-labs/rendex-mcp 📇 ☁️ - Screenshot, PDF, and HTML rendering API for AI agents. Capture any URL or raw HTML as PNG/JPEG/WebP/PDF with batch processing, geo-targeting, async webhooks, and MCP-native integration. Free tier included.
• vincentvella/devloop 📇 🏠 🍎 🪟 🐧 - Drives a browser (or a native Expo/React Native app on iOS/Android) and your dev server onto one correlated timeline, so a browser console error and the backend stack trace from the same moment line up. Includes repro action sequences, a unified log/network query API, and an Electron cockpit.
• webdriverio/mcp 📇 🏠 - Browser and mobile app automation using WebdriverIO, enabling AI agents to control browsers, interact with web elements, and automate native Android and iOS apps via the WebDriver and Appium protocols.
• xspadex/bilibili-mcp 📇 🏠 - A FastMCP-based tool that fetches Bilibili's trending videos and exposes them via a standard MCP interface.
• yinnho/aginxbrowser 🦀 🏠 🍎 🪟 🐧 - A browser built for AI agents as a single Rust binary with built-in V8 — no Chromium. Fetch with render-fallback tiers, multi-engine search, screenshots, and persistent login-state sessions (cookies/localStorage export/import), behind HTTP, native MCP (27 tools), and CDP — existing Playwright/Puppeteer code attaches directly. Stealth TLS fingerprints (Chrome/Firefox/Safari/Edge) for risk-controlled sites. Apache-2.0.
• ymw0407/auth-fetch-mcp 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected web pages (Notion, Google Docs, Jira, Confluence, etc.) by opening a real browser for authentication with persistent session caching.
• PrinceGabriel-lgtm/freshcontext-mcp ☁️ 🏠 - Real-time web intelligence with freshness timestamps. GitHub, HN, Scholar, arXiv, YC, jobs, finance, package trends — every result stamped with how old it is.
• zumerlab/snapsurf 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification for agents: a ~2 KB semantic page digest, ranked whole-page text search, a typed diff after each action (added/removed/state/covered, with a faithful changed: false), and assertions over that diff. Local Playwright Chromium; also embeddable in-page via SnapDOM.
• zzzjy765/ottersnap-mcp 📇 ☁️ - Glint Render (by Moyu) — web rendering & evidence API for AI agents: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence. Free tier included. npx -y ottersnap-mcp
• CapMonsterCloud/capmonster-mcp-captcha-solver 🐍 📇 ☁️ - The solve brain for CAPTCHA workflows: identifies CAPTCHA type and task parameters, serves CapMonster Cloud docs, creates solving tasks, and retrieves results via the CapMonster Cloud API. In the official MCP Registry as io.github.CapMonsterCloud/capmonster-mcp-captcha-solver. uvx capmonster-mcp or npx capmonster-mcp

☁️ Cloud Platforms

Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.

• dockndevai/mcp-kubernetes 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring & operations (pods, logs, deployments, scale/restart, apply, exec) — safe-by-default access modes, namespace/context allowlists, delete/apply/exec gating, dry-run, audit. npx -y @dockndevai/mcp-kubernetes
• AIops-tools/K8s-AIops 🐍 🏠 - Governed Kubernetes operations (k3s/EKS/GKE/AKS) — workloads, batch jobs, config, storage, networking, and rollout management (55 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
• dockndevai/mcp-oci 📇 🏠 🍎 🪟 🐧 - Oracle Cloud (OCI) live resource discovery, dependency mapping & reproducible Terraform generation — read-only and secret-redacting. npx -y @dockndevai/mcp-oci
• dockndevai/mcp-azure 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags, VM power & lifecycle — governed with subscription/resource-group allowlists, protected groups, location allowlist, delete gating, and typed confirmation. npx -y @dockndevai/mcp-azure
• dockndevai/mcp-openshift 📇 🏠 🍎 🪟 🐧 - OpenShift & Kubernetes operations — projects, pods, logs, deployments/deploymentconfigs, routes, services, builds; scale, rollout-restart, apply and delete — governed with read-only/read-write/admin modes, namespace allowlists, protected namespaces, apply/delete gating, dry-run, Secret redaction, and typed confirmation. Connect with a web-console token or username/password (local IdP). npx -y @dockndevai/mcp-openshift
• 4everland/4everland-hosting-mcp 🎖️ 📇 🏠 🍎 🐧 - An MCP server implementation for 4EVERLAND Hosting enabling instant deployment of AI-generated code to decentralized storage networks like Greenfield, IPFS, and Arweave.
• adiosdotdev/mcp 📇 ☁️ - Official Adios MCP server for managing workspaces, previews, builds, logs, services, and production deployments.
• AIops-tools/Nutanix-AIops 🐍 🏠 - Governed Nutanix Prism Central v4 operations — cluster, VM (AHV + ESXi), storage, networking, snapshot/DR, alerts, and LCM (51 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
• AkaciaNL/basicdeploy-mcp 📇 ☁️ 🍎 🪟 🐧 - Deploy and manage BasicDeploy containers, each with a PostgreSQL database, S3-compatible object storage, env vars, and a public URL provisioned automatically. Create containers, deploy apps (Node/Python/Go/Docker, auto-detected), run commands, read logs, and toggle always-on. Install: npx -y basicdeploy-mcp.
• Focus-GTS/eds-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Adobe Edge Delivery Services (AEM EDS) management with 20 tools for preview, publish, bulk operations, content reading, Core Web Vitals, 404 tracking, A/B experiments, site configuration, and redirects. Install: npx @focusgts/eds-mcp-server.
• aashari/mcp-server-aws-sso 📇 ☁️ 🏠 - AWS Single Sign-On (SSO) integration enabling AI systems to securely interact with AWS resources by initiating SSO login, listing accounts/roles, and executing AWS CLI commands using temporary credentials.
• agentmetal/mcp 🎖️ 📇 ☁️ - Provision, SSH into, run commands on, and manage Linux VPSes from an agent — pay USDC over x402 or by card over HTTP 402, a running box in under 60s. No signup, no API key to buy.
• anythink-cloud/anythink-cli #️ ☁️ 🍎 🪟 🐧 - Build and run a complete backend from your agent on the Anythink platform: relational data with row-/field-level security, full-text + semantic + geo search, RBAC + BYOK, a workflow/automation engine, a growth & retention engine (email, actionable push, promotions, per-user referral codes + rewards, points/credits), payments + marketplace billing, and a growing catalog of integrations (Claude, OpenAI, Slack, Google, GitHub…) — driven through one CLI-backed MCP tool. Install with npx -y @anythink-cloud/mcp.
• alexbakers/mcp-ipfs 📇 ☁️ - upload and manipulation of IPFS storage
• aparajithn/agent-deploy-dashboard-mcp 🐍 ☁️ - Unified deployment dashboard MCP server across Vercel, Render, Railway, and Fly.io. 9 tools for deploy status, logs, environment variables, rollback, and health checks across all platforms. Free tier with x402 micropayments.
• arnstarn/mcp-server-spotinst 🐍 ☁️ - MCP server for Spot.io (Spotinst) API with 23 tools for managing Ocean clusters, VNGs, Elastigroups, costs, right-sizing, and logs across AWS and Azure with multi-account support.
• antonio-mello-ai/mcp-pfsense 🐍 🏠 - Manage pfSense firewalls through AI assistants — firewall rules, DHCP leases/reservations, DNS overrides, gateway monitoring, ARP table, and service management. 17 tools with two-step confirmation for destructive operations.
• antonio-mello-ai/mcp-proxmox 🐍 🏠 - Manage Proxmox VE clusters through AI assistants — VMs, containers, snapshots, templates, cloud-init, firewall, and migrations. 29 tools with two-step confirmation for destructive operations.
• alexei-led/aws-mcp-server 🐍 ☁️ - A lightweight but powerful server that enables AI assistants to execute AWS CLI commands, use Unix pipes, and apply prompt templates for common AWS tasks in a safe Docker environment with multi-architecture support
• alexei-led/k8s-mcp-server 🐍 - A lightweight yet robust server that empowers AI assistants to securely execute Kubernetes CLI commands (kubectl, helm, istioctl, and argocd) using Unix pipes in a safe Docker environment with multi-architecture support.
• alexpota/cloudscope-mcp 📇 ☁️ - Azure cloud cost management — spending analysis, forecasts, anomaly detection, budgets, optimization recommendations, idle resource detection, tag-based cost allocation, and cross-subscription queries through natural language.
• Albaker-Group/cloudprice-mcp 🐍 ☁️ 🍎 🪟 🐧 - Compare on-demand compute, block/object storage, managed Postgres, egress & GPU pricing across AWS, Azure, GCP, and OCI, plus FinOps decision tools (RI/Savings Plan break-even, multi-cloud workload TCO, exit-cost migration analysis, and egress arbitrage). 25 tools.
• AliKarami/MikroMCP 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices through AI assistants — interfaces, firewall rules, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF, VLANs, and more. 77 tools with dry-run previews, idempotency checks, circuit breakers, RBAC, and rollback-aware change workflows.
• aliyun/alibaba-cloud-ops-mcp-server 🎖️ 🐍 ☁️ - A MCP server that enables AI assistants to operation resources on Alibaba Cloud, supporting ECS, Cloud Monitor, OOS and widely used cloud products.
• awslabs/mcp 🎖️ ☁️ - AWS MCP servers for seamless integration with AWS services and resources.
• backblaze-labs/b2-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official Backblaze B2 MCP server for buckets, files, keys, Object Lock, and S3-compatible storage. npx -y @backblaze-labs/b2-mcp
• BlazingCDN/BlazingCDN-MCP 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official BlazingCDN server: manage CDN zones (TTLs, compression, on-the-fly image resizing, HLS/DASH), purge and warm up cache, traffic metrics, custom domains, cloud storage and Video CDN. 52 tools, read-only by default with opt-in write/delete. Install: npx -y @blazingcdn/mcp.
• bright8192/esxi-mcp-server 🐍 ☁️ - A VMware ESXi/vCenter management server based on MCP (Model Control Protocol), providing simple REST API interfaces for virtual machine management.
• chaandannn/finopsmcp 🐍 🏠 🍎 🪟 🐧 - Local-first FinOps copilot. Connect AWS, Azure, GCP, Kubernetes, and 15+ SaaS and AI bills, then ask cost questions in Claude or Cursor, find waste, and get the fix as a pull request you approve. Read-only; your credentials and bill stay on your machine. uvx nable.
• cloudflare/mcp-server-cloudflare 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2, and D1
• davidlandais/ovh-api-mcp 🦀 ☁️ - Code Mode MCP server for the entire OVH API. Two tools (search + execute) give LLMs access to all OVH endpoints via sandboxed JavaScript, using ~1,000 tokens instead of thousands of tool definitions.
• cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - An MCP server that allows AI agents to manage Kubernetes resources through Cyclops abstraction
• Drop-to-run/drop2run-cli 📇 ☁️ - Publish what an agent just wrote to a live HTTPS URL. Three tools: publish_files for pages written in the chat, publish_dir for a folder on disk, and list_sites. Static hosting on Cloudflare's edge, so no git, no build step and no repository. npx -y @drop2run/mcp
• elementfm/mcp 🎖️ 🐍 📇 🏠 ☁️ - Open source podcast hosting platform
• elevy99927/devops-mcp-webui 🐍 ☁️/🏠 - MCP Server for Kubernetes integrated with Open-WebUI, bridging the gap between DevOps and non-technical teams. Supports kubectl and helm operations through natural-language commands.
• erikhoward/adls-mcp-server 🐍 ☁️/🏠 - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
• espressif/esp-rainmaker-mcp 🎖️ 🐍 🏠 ☁️ 📟 - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
• flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
• friendlygeorge/docker-mcp-server 📇 🏠 - Docker container management for AI agents — health checks, auto-restart, Compose lifecycle, and log streaming. 50+ tools for the agent operations loop.
• frndchagas/coolify-mcp 📇 🏠 - Manage Coolify (self-hosted PaaS): deploy with verified builds, diagnose apps by name or domain, databases with backup schedules (8 engines), offline docs search, and human-confirmed destructive operations. 65 tools generated from the official OpenAPI spec.
• ganakailabs/cloudeval-cli 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations and reviews. Supports Azure and static AWS CloudFormation evaluation (beta); includes a read-only toolset and requires authentication.
• garlicKim21/ratatosk-mcp 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: typed, quoted facts (security fixes, breaking changes, deprecations) from every graduated/incubating project's release notes, updated daily. check_stack compares running versions locally so they never leave your process.
• GeiserX/spinnaker-mcp 🏎️ ☁️ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
• hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
• hashicorp/terraform-mcp-server - 🎖️🏎️☁️ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
• helbertparanhos/cloudflare-mcp-pro 📇 🏠 🍎 🪟 🐧 - The most complete Cloudflare MCP — 69 tools over the REST API v4 (DNS, Zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing, Logpush, Workers AI) in a single local stdio server, with a server-side human-approval gate on every mutation. npx -y cloudflare-mcp-pro.
• helbertparanhos/easypanel-mcp-server 📇 🏠 🍎 🪟 🐧 - Full Easypanel control from Claude Code and Cursor — 37 tools for deployments, services, env vars, logs, domains, databases and monitoring. Safety guards require explicit confirmation for all destructive actions.
• hostodo/hostodo-mcp 📇 ☁️ - Hosted MCP endpoint for Hostodo VPS management: list VM details, power-control, rename, reinstall from OS templates, toggle per-VM exec, run bounded/async guest-agent commands, and upload/install artifacts with scoped tokens and audit logs.
• huangdun/tempmd-mcp 📇 ☁️ - Publish agent-made artifacts (HTML, Markdown, CSV, Mermaid) to temp.md — one stable public link that updates in place. Anonymous publish with no API key, activity-based expiry with restore. Install: npx tempmd-mcp.
• Ilmar7786/marzban-sdk 📇 ☁️/🏠 - MCP server for the Gozargah/Marzban proxy/VPN panel API, built on the typed marzban-sdk client. 21 tools across users, subscriptions, nodes, hosts, config and system stats, plus 3 investigation prompts. Env-only credentials (never a tool argument), profile-gated tool visibility (readonly/standard/full), and a one-time confirmation token required before any destructive call. npx -y marzban-mcp or Docker ilmar7786/marzban-mcp.
• Infrawise/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps infrastructure cost optimization: idle resources, rightsizing, and Reserved Instance recommendations for Claude Code.
• ionos-cloud/ionoscloud-mcp 🏎️ ☁️ - Inspect and manage IONOS CLOUD infrastructure via MCP.
• jasonwilbur/cloud-cost-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
• jasonwilbur/oci-pricing-mcp 📇 ☁️ - Oracle Cloud Infrastructure pricing data with 602 products, cost calculators, and cross-provider comparisons. One-command install for Claude.
• jdubois/azure-cli-mcp - A wrapper around the Azure CLI command line that allows you to talk directly to Azure
• john-broadway/proximo 🐍 🏠 - All four Proxmox surfaces — VE, Backup Server, Mail Gateway, Datacenter Manager — plus in-container exec on one audited control plane. Every mutation dry-runs to a PLAN with its blast radius named, snapshots first where the platform can, and lands in a hash-chained tamper-evident audit ledger. 365 tools, read-only by default. uvx proximo-proxmox
• johnneerdael/netskope-mcp 🔒 ☁️ - An MCP to give access to all Netskope Private Access components within a Netskope Private Access environments including detailed setup information and LLM examples on usage.
• kaka-milan-22/kops 🐍 🏠 - Read-only kubectl for Claude Code: returns structured JSON, hardcoded safe verbs (no mutation path even with malicious input), Secret/ConfigMap values never returned, plus one-shot cluster triage & inventory.
• krovacloud/krova-node 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Provision and manage Krova Cloud Cubes — Firecracker microVMs with their own kernel, full root access, and no public IP until you open a port — plus custom domains, TCP port mappings, and snapshots. Billed by the minute. Install with npx -y @krovacloud/mcp.
• shiped-app/shiped-mcp ☁️ - Deploy AI-generated HTML/CSS/JS to an instant public HTTPS URL from any MCP agent (Claude Code, Codex, Cursor, Kiro, Copilot). Remote HTTP MCP endpoint with OAuth 2.1 device-flow login — no API key to mint or store.
• L337-org/docker-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manages one or more Docker daemons (local socket or remote over TCP/TLS/SSH) with 156 tools spanning containers, images, Compose, Swarm, Buildx, Scout, and OCI registries. Mark hosts as read-only for safe monitoring; logs and stats exposed as MCP resources.
• Labs64/NetLicensing-MCP 🎖️ 🐍 ☁️ - The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle in Labs64 NetLicensing without writing a single API call.
• joachimBrindeau/domain-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage Dynadot domains, DNS, WHOIS, nameservers, transfers, and aftermarket through 10 AI-friendly composite tools. Install with npx -y domain-mcp.
• liquidmetal-ai/raindrop-mcp 📇 ☁️ - The best way to deploy cloud infrastructure using Claude Code and MCP.
• liveblocks/liveblocks-mcp-server 🎖️ 📇 ☁️ - Create, modify, and delete different aspects of Liveblocks such as rooms, threads, comments, notifications, and more. Additionally, it has read access to Storage and Yjs.
• lizard-build/lizard-mcp 🎖️ 📇 ☁️ - Lizard, the AI-native deployment platform for coding agents: ship services, add managed Postgres, Redis and S3, stream logs and metrics, set secrets, scale and attach domains. 33 tools, OAuth 2.1, destructive actions require confirmation.
• localstack/localstack-mcp-server 🎖️ 📇 🏠 - A MCP server for LocalStack to manage local AWS environments, including lifecycle operations, infra deployments, log analysis, fault injection, and state management.
• luno-cms/mcp 🎖️ 📇 ☁️ - LUNO — AI Backend Platform (luno.rest): hosted SaaS backend (CMS, Forms, Auth, Storage) for Claude Code, Cursor, and Codex. Not the cryptocurrency Luno exchange MCP. Registry: io.github.luno-cms/mcp.
• manusa/Kubernetes MCP Server 🏎️ 🏠 A - powerful Kubernetes MCP server with additional support for OpenShift. Besides providing CRUD operations for any Kubernetes resource, this server provides specialized tools to interact with your cluster.
• mikusnuz/dynadot-mcp 📇 ☁️ - MCP server for the Dynadot domain registrar API — 60 tools for domain search, registration, DNS, contacts, transfers, and marketplace.
• mctlhq/mctl-mcp ☁️ - AI-native platform for Kubernetes management and automated GitOps (30+ tools).
• Mogacode-ma/infomaniak-mcp-agent 📇 ☁️ - Unofficial agentic MCP server for Infomaniak (Swiss cloud provider). 54 tools covering web hosting, mail, kDrive, domains, DNS, DNSSEC, FTP/SSH users, AI catalogue and more. Two-phase commit on every destructive operation, history & undo, transparent reverse-engineering of undocumented manager-private endpoints.
• mrostamii/rancher-mcp-server 🏎️ ☁️/🏠 - MCP server for the Rancher ecosystem with multi-cluster Kubernetes operations, Harvester HCI management (VMs, storage, networks), and Fleet GitOps tooling.
• Nebula-Block-Data/nebulablock-mcp-server 📇 🏠 - integrates with the fastmcp library to expose the full range of NebulaBlock API functionalities as accessible tools
• ni-c/hetzner-dns-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage Hetzner DNS zones and records through the current Hetzner Cloud API (the legacy dns.hetzner.com API was shut down in May 2026). 22 tools: zone and RRSet CRUD, zonefile import/export, TTL and protection changes, primary nameservers, and async action tracking. Every destructive tool requires an explicit confirm. npx -y hetzner-dns-mcp
• nitin27may/ms-graph-mcp 🐍 ☁️ - Microsoft Graph MCP server — 85 tools across Outlook mail & calendar, Teams, OneDrive, SharePoint, OneNote, Planner and Entra ID. Delegated OAuth, stdio or Streamable HTTP.
• Novence-ai/mcp 📇 ☁️ - Hosted MCP for creating, checking, deploying, and hosting static sites for AI agents. Streamable HTTP at https://api.novence.ai/mcp.
• ni-c/wg-easy-mcp 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted wg-easy (WireGuard Easy) v15 instance: list, create, update, enable/disable and delete VPN clients, fetch configuration files and QR codes, generate one-time links, and inspect server status. Deleting a client takes a two-step, server-issued confirmation token; admin secrets are redacted from responses. npx -y wg-easy-mcp
• nwiizo/tfmcp - 🦀 🏠 - A Terraform MCP server allowing AI assistants to manage and operate Terraform environments, enabling reading configurations, analyzing plans, applying configurations, and managing Terraform state.
• newageflyfish-max/volthq 📇 ☁️ 🏠 🍎 🪟 🐧 - Compute price oracle for AI agents. Compare inference pricing across 8 providers in real time with routing recommendations and spend tracking. One-command install: npx volthq-mcp-server --setup.
• openpouch/openpouch 🎖️ 📇 ☁️ - Agent-native hosting: deploy any app to a live URL in one command — no account, no dashboard, no CAPTCHA. Full deploy lifecycle as tools (deploy, verify, logs, inspect, rollback, list/delete); production approval stays human-only. Apache-2.0.
• openstack-kr/python-openstackmcp-server 🐍 ☁️ - OpenStack MCP server for cloud infrastructure management based on openstacksdk.
• ofershap/mcp-server-cloudflare 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS, and cache from your IDE.
• ofershap/mcp-server-s3 📇 ☁️ - AWS S3 operations — list buckets, browse objects, upload/download files, and generate presigned URLs.
• pibblokto/cert-manager-mcp-server 🐍 🍎/🐧 ☁️ - mcp server for cert-manager management and troubleshooting
• plopino/plopino-mcp 📇 ☁️ 🍎 🪟 🐧 - Publish a page, a file, or a folder to a public URL. Two tools: publish_html for content written in the chat, and publish_path for something already on disk — folder structure preserved, no need to zip first. Publishing is anonymous by default; no account or API key required. npx -y plopino
• Poiuyhje/eqvps-mcp 📇 ☁️ - No-KYC crypto-paid VPS that AI agents rent and fully operate over MCP: discover plans, register programmatically (no human, OTP or KYC), pay with USDC/USDT on Base or Ethereum, then provision and control the VPS — power, hostname, root-password reset, reinstall, metrics, cancellation and operator delegation. Hosted remote server at mcp.eqvps.com (Streamable HTTP).
• portainer/portainer-mcp 🏎️ ☁️/🏠 - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
• nikhilnt1234/TokenBurnRate 📇 🏠 - Track LLM token costs across Claude, GPT and Gemini. MCP server + CLI with optimization hints and $ savings estimates. 📇🏠
• CodesWhat/portkey-admin-mcp 📇 ☁️ - Portkey Admin API control-plane MCP server with 181 tools across 20 domains, including prompts, configs, keys, analytics, guardrails, integrations, and deployments.
• publee-dev/mcp 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable <slug>.publee.site URL in seconds. Works anonymously with zero setup (7-day retention); an API token adds permanent hosting, in-place updates that keep the same URL, and limited-sharing visibility (password, members-only).
• pulumi/mcp-server 🎖️ 📇 🏠 - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
• pythonanywhere/pythonanywhere-mcp-server 🐍 🏠 - MCP server implementation for PythonAnywhere cloud platform.
• RajeevSirohi/mcp-server-terraform 📇 🏠 🍎 🪟 🐧 - Safety-first Terraform operations: plan/apply/destroy with two-step confirmation gates, plan risk & cost analysis that flags expensive always-on resources (NAT gateways, EKS, Azure Firewall), drift detection, import/taint/refresh, provider auth pre-flight checks, and audit logging.
• qiniu/qiniu-mcp-server 🐍 ☁️ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
• redis/mcp-redis-cloud 📇 ☁️ - Manage your Redis Cloud resources effortlessly using natural language. Create databases, monitor subscriptions, and configure cloud deployments with simple commands.
• reza-gholizade/k8s-mcp-server 🏎️ ☁️/🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface, including API resource discovery, resource management, pod logs, metrics, and events.
• rohitg00/kubectl-mcp-server 🐍 ☁️/🏠 - A Model Context Protocol (MCP) server for Kubernetes that enables AI assistants like Claude, Cursor, and others to interact with Kubernetes clusters through natural language.
• rosenvladimirov/odoo-claude-mcp 🐍 🏠 🐧 🍎 🪟 - Self-hosted MCP server suite for Odoo ERP (versions 15-19). 197+ tools across 8 federated MCP servers (odoo-rpc, GitHub, Portainer, OCA, Teams, filesystem). Multi-tenant Claude/Claude Code integration, browser-based xterm.js + tmux terminal, Qdrant + Ollama memory layer, Bulgaria localization (НАП, ДДС, ЕИК). Docker Compose + K3s/Kustomize deployment.
• rrmistry/tilt-mcp 🐍 🏠 🍎 🪟 🐧 - A Model Context Protocol server that integrates with Tilt to provide programmatic access to Tilt resources, logs, and management operations for Kubernetes development environments.
• sevalla-hosting/mcp 📇 ☁️ - Manage your entire Sevalla cloud infrastructure from AI agents. Hosted remote server with OAuth — connect in one click, no API keys to configure.
• shdomi8599/vibie-mcp 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent vibie.page URLs in seconds. One-line auto-install (npx vibie-mcp setup) wires up Claude Desktop and Cursor, OAuth device-flow auth, automatic folder marker for repeat deploys without re-typing slugs.
• shipstatic/mcp 📇 ☁️ - Deploy and manage static sites from AI agents. A simpler alternative to Vercel and Netlify for static website hosting — upload files, get a URL, and connect custom domains.
• Sidd27/infrawise 📇 ☁️ 🏠 - Cloud infrastructure analysis for AI coding assistants — detects IaC drift, missing indexes, security gaps, and performance anti-patterns across AWS services and databases. 13 tools, works with Claude Code and Cursor.
• silenceper/mcp-k8s 🏎️ ☁️/🏠 - MCP-K8S is an AI-driven Kubernetes resource management tool that allows users to operate any resources in Kubernetes clusters through natural language interaction, including native resources (like Deployment, Service) and custom resources (CRD). No need to memorize complex commands - just describe your needs, and AI will accurately execute the corresponding cluster operations, greatly enhancing the usability of Kubernetes.
• trackerfitness729-jpg/sitelauncher-mcp-server 📇 ☁️ - Deploy live HTTPS websites in seconds. Instant subdomains ($1 USDC) or custom .xyz domains ($10 USDC) on Base chain. Templates for crypto tokens and AI agent profiles.
• Spaceship MCP 📇 ☁️ - Manage domains, DNS records, contacts, marketplace listings, and more via the Spaceship API
• spre-sre/lumino-mcp-server 🐍 ☁️ - AI-powered SRE observability for Kubernetes and OpenShift with 40+ tools for Tekton pipeline debugging, log analysis, root cause analysis, and predictive monitoring.
• StacklokLabs/mkp 🏎️ ☁️ - MKP is a Model Context Protocol (MCP) server for Kubernetes that allows LLM-powered applications to interact with Kubernetes clusters. It provides tools for listing and applying Kubernetes resources through the MCP protocol.
• StacklokLabs/ocireg-mcp 🏎️ ☁️ - An SSE-based MCP server that allows LLM-powered applications to interact with OCI registries. It provides tools for retrieving information about container images, listing tags, and more.
• stevejford/shiply-mcp 📇 ☁️ - Agent-first web host: publish a static site or edge function to the web in one call (no account), then manage updates, custom domains, SSL, env vars, databases, and email. Hosted remote MCP at https://shiply.now/mcp.
• stevysmith/stacktree-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Publish HTML an agent makes to a private, unguessable URL. Every link is private by default; gate one with a passcode or a company-email domain that viewers pass without creating an account, set an expiry or burn-after-read, and replace it in place so the shared URL always shows the current version. Paid plans add read analytics on who opened the page. OAuth with dynamic client registration, or a stdio package.
• strowk/mcp-k8s-go 🏎️ ☁️/🏠 - Kubernetes cluster operations through MCP
• TencentCloudBase/CloudBase-AI-ToolKit 📇 ☁️ 🏠 🍎 🪟 🐧 - One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and one-click deployment to production with China market access through WeChat ecosystem.
• thunderboltsid/mcp-nutanix 🏎️ 🏠/☁️ - Go-based MCP Server for interfacing with Nutanix Prism Central resources.
• trilogy-group/aws-pricing-mcp 🏎️ ☁️/🏠 - Get up-to-date EC2 pricing information with one call. Fast. Powered by a pre-parsed AWS pricing catalogue.
• txn2/kubefwd 🏎️ 🏠 - Kubernetes bulk port forwarding with service discovery, /etc/hosts management, traffic monitoring, and pod log streaming
• vishalsg42/munim 🐍 🏠 🍎 - One MCP server holding a live session with every client's account at once, so one agent can read across a dozen businesses and write inside only the one you name. Forwards each provider's own MCP tools (Cloudflare, Vercel, Resend, Supabase, Linear, Notion, Sentry, Netlify, Zoho and more) with that client's credentials, plus deterministic DNS and email checks that never call a model. Install: uv tool install munim.
• VmLia/books-mcp-server 📇 ☁️ - This is an MCP server used for querying books, and it can be applied in common MCP clients, such as Cherry Studio.
• weibaohui/k8m 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
• weibaohui/kom 🏎️ ☁️/🏠 - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
• wenhuwang/mcp-k8s-eye 🏎️ ☁️/🏠 - MCP Server for kubernetes management, and analyze your cluster, application health
• akkireddy-challa/k8s-mcp-server 🐍 ☁️ 🏠 - MCP server for Kubernetes cluster operations — inspect pods, deployments, services, and logs via AI agents.
• Woobox/hatchable-mcp 🎖️ ☁️ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.
• x7even/cloudcostsmcp 🏎️ ☁️ 🍎 🪟 🐧 - Anchor AI FinOps to real, live cloud pricing. 15 tools for AWS, GCP & Azure — public list prices and enterprise negotiated rates (Reserved Instances, Savings Plans, CUDs, EDPs). No credentials needed for AWS and Azure public pricing. pip install opencloudcosts
• xmpuspus/cloudwright 🐍 ☁️ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.
• xns-cloud/relayer-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Install and manage a self-hosted XNS Relayer — S3-compatible object storage on a decentralized provider network with $0 egress. 15 tools covering prerequisites, account registration, install, claim, health, VPD configuration, S3 verification, CLI credentials, settings, restart, and backups. npx @xns-cloud/relayer-mcp
• zw008/VMware-AIops 🐍 ☁️ - VMware vSphere/vCenter management — VM lifecycle (create/clone/delete/migrate), deployment, Guest Operations, snapshots, and cluster operations. 41 tools with double-confirmation gates, dry-run mode, and SQLite-WAL audit logging for destructive operations.
• zw008/VMware-AVI 🐍 ☁️ - VMware AVI Load Balancer (NSX ALB) management plus AKO Kubernetes integration. 29 tools across virtual services, pools, analytics metrics, and AKO lifecycle (restart/upgrade/force-resync) with double-confirmation for destructive ops.
• zw008/VMware-Monitor 🐍 ☁️ - Read-only VMware vSphere/vCenter monitoring — inventory, alarms, events, host health, VM info, and snapshot listing. 8 strictly read-only tools with code-level zero-destructive guarantee (validated by test fixtures).
• zw008/VMware-NSX 🐍 ☁️ - VMware NSX network management — Segments, Tier-0/Tier-1 Gateways, NAT rules, static/BGP routing, and IPAM pools. 33 tools with dry-run preview, port-count safety checks, and double-confirmation for delete operations.
• zw008/VMware-NSX-Security 🐍 ☁️ - VMware NSX security — Distributed Firewall policies/rules, Security Groups, Traceflow troubleshooting, and IDS/IPS profiles. 20 tools with active-rule checks before policy deletion and reference-count validation for security groups.
• zw008/VMware-Storage 🐍 ☁️ - VMware vSphere storage management — datastores (NFS/VMFS), iSCSI software adapter and dynamic targets, and vSAN cluster operations. 11 tools with dry-run preview and double-confirmation for iSCSI configuration changes.
• zw008/VMware-VKS 🐍 ☁️ - VMware Tanzu / vSphere Kubernetes Service — Supervisor cluster, Namespace, and TKC (Tanzu Kubernetes Cluster) lifecycle management. 20 tools with dry-run mode, kubeconfig export, and double-confirmation for namespace/TKC deletion.
• zyli5313/dochost-mcp 📇 ☁️ - Publish Markdown or HTML to a public shareable link straight from your assistant. Streamable HTTP with OAuth, no API keys; published pages are served script-free from a separate cookieless origin.

👨‍💻 Code Execution

Code execution servers. Allow LLMs to execute code in a secure environment, e.g. for coding agents.

• alfonsograziano/node-code-sandbox-mcp 📇 🏠 – A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
• alvii147/piston-mcp 🐍 ☁️ 🐧 🍎 🪟 - MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config uv setup and a ready-to-use Claude Desktop config example.
• asif-nvc/e2b-sandbox-mcp 📇 ☁️ 🍎 🪟 🐧 - Connect Claude Code with E2B cloud sandboxes — 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine.
• ckanthony/openapi-mcp 🏎️ ☁️ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
• dagger/container-use 🏎️ 🏠 🐧 🍎 🪟 - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
• fstandhartinger/sandbox-as-a-service-mcp 🎖️ 📇 ☁️ – Give an agent a real Linux VM: run commands, move files, expose a preview URL, destroy it. Own kernel and dedicated VM per sandbox, never shared with another tenant, so untrusted model-generated code stays contained.
• gwbischof/outsource-mcp 🐍 ☁️ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"
• hileamlakB/PRIMS 🐍 🏠 – A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
• ksterx/srunx 🐍 🏠 🐧 🍎 - MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.
• mavdol/capsule/mcp-server 🦀 🏠 🍎 🪟 🐧 - Run untrusted Python/JavaScript code in WebAssembly sandboxes.
• musharna/jobd 🐍 🏠 🍎 🪟 🐧 - Self-hostable GPU-aware job broker for your own machines. The MCP server exposes the queue as nine tools (submit, status, logs, list, cancel, preempt, workers, job-get, worker-delete) so an agent can dispatch long-running or GPU jobs that outlive the session, route them by VRAM tier, and babysit them across sessions. pip install "jobd[mcp]".
• HanSur94/matlab-mcp-server-python 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MATLAB — execute code, run async jobs with progress reporting, get interactive Plotly plots, expose custom .m functions as tools, and monitor via live dashboard.
• ouvreboite/openapi-to-mcp #️⃣ ☁️ - Lightweight MCP server to access any API using their OpenAPI specification. Supports OAuth2 and full JSON schema parameters and request body.
• pydantic/pydantic-ai/mcp-run-python 🐍 🏠 - Run Python code in a secure sandbox via MCP tool calls
• r33drichards/mcp-js 🦀 🏠 🐧 🍎 - A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for persistent sessions.
• Reachpad/reachpad-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Give any coding agent a persistent cloud development environment it can create, run commands in, checkpoint and fork. The filesystem, installed dependencies, running services and terminal state survive between calls, so a paused environment resumes instead of booting fresh. Available as a hosted remote server at https://reachpad.dev/mcp (OAuth, nothing to install) or over stdio with npx @reachpad/mcp.
• rikarazome/prolog-reasoner 🐍 🏠 🍎 🪟 🐧 - SWI-Prolog execution for LLMs with CLP(FD), negation-as-failure, and recursion. Benchmarked 90% vs 73% LLM-only accuracy on 30 logic problems.
• SebastianGilPinzon/colab-mcp 🐍 🏠 🍎 🪟 🐧 - Control Google Colab notebooks and assign GPUs (T4/L4/A100) from any AI agent. Enhanced fork of Google's colab-mcp with all tools visible at startup, OAuth GPU control, and Windows support.
• Sowiedu/Edict 📇 🏠 – Agent-first programming language: agents produce JSON AST, the compiler validates, type-checks, effect-checks, verifies contracts via Z3/SMT, and compiles to WASM. 19 MCP tools for the full compile-and-execute loop.
• telleroutlook/agentkit-js/mcp-server 📇 ☁️ 🏠 🐧 🍎 🪟 – Code-mode MCP server: collapses N user-defined tools into a two-tool surface (execute_code + docs_search). Backed by a unified capability manifest (allowedHosts / cpuMs / memoryLimitBytes) honoured across three sandbox kernels — in-process node:vm, WASM (QuickJS / Pyodide / Wasmtime), and remote microVM (E2B / Cloudflare Sandbox). Token-saving benchmark in repo CI.
• The-40-Thieves/codecalc 🐍 🏠 🍎 🪟 🐧 - Offline-core code & logic calculator for AI agents — run code in 31 languages, exact symbolic math, SMT/logic, complexity analysis, and cross-language/optimization verification, with an opt-in strict gVisor/AppContainer sandbox for untrusted code.
• yepcode/mcp-server-js 🎖️ 📇 ☁️ - Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

🤖 Coding Agents

Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.

• abnegate/magents 🦀 🏠 🍎 🐧 - Shared session bus for Claude Code, Codex, Cursor, Grok, and friends: MCP + CLI to list/read/handoff/send/spawn across live agent sessions. Install: brew install abnegate/tap/magents.
• 5dive-ai/5dive-mcp 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet from any MCP client: file tasks, message and inspect agents, and read the fleet digest. Thin adapter over the 5dive CLI.
• agent-blueprint/mcp-server 📇 ☁️ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: npx agentblueprint.
• dugubuyan/agent-nexus 🐍 🏠 ☁️ — Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents. Versioned Markdown store, pub-sub notifications, diff-aware updates, and lifecycle stage tracking. Each service registers as a sub-project; agents subscribe to cross-service document changes and receive structured diffs via MCP.
• agentic-mcp-tools/owlex 🐍 🏠 🍎 🪟 🐧 - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
• sshahzaiib/agy-bridge 📇 🏠 🍎 🪟 🐧 - Delegate heavy tasks from Claude Code (or any MCP client) to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups, and adversarial second-opinion code reviews. Quota-aware model failover with cooldowns, per-tool timeouts, and multi-turn session continuity.
• alpadalar/netops-mcp 🐍 🏠 - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
• aresyn/codex-control-plane-mcp 🐍 🏠 🪟 - Durable control plane for long-running Codex Desktop tasks. Submit tasks asynchronously, poll operation/workflow state, approve Plan Mode, recover retries, and use hook-backed SQLite history for search and diagnostics.
• askbudi/roundtable 🐍 🏠 - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
• automateyournetwork/pyATS_MCP - Cisco pyATS server enabling structured, model-driven interaction with network devices.
• avansaber/tailtest-cline 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
• aybelatchane/mcp-server-terminal 🦀 🏠 🍎 🪟 🐧 - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
• aymericzip/intlayer 📇 ☁️ 🏠 - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
• lawrencehui/Citio 📇 ☁️ - Self-hosted AI teammate in Slack: @mention it and Claude Code or Codex investigates CloudWatch logs, runs tests, and opens pull requests. The bundled MCP server holds all credentials (GitHub, AWS, Slack) so the agent never sees keys. One-command deploy to your own AWS. MIT.
• claimidx/claimidx 🐍 🏠 🍎 🪟 🐧 - Prior art for coding agents: a signed claim index of failures other agents have already paid to solve. Ask before you retry. Ingest after you learn. pip install "git+https://github.com/claimidx/claimidx.git#egg=claimidx" then claimidx-mcp.
• spyrae/claude-concilium 📇 🏠 🍎 🪟 🐧 - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
• blakerouse/ssh-mcp 🏎️ 🏠 🍎 🪟 🐧 - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
• bshea-1/Routed 📇 🏠 🍎 🪟 🐧 - Universal local router for Agent Skills across Cursor, Claude Code, Antigravity, and MCP clients with zero-token sub-20ms hybrid matching on local CPU.
• sipyourdrink-ltd/bernstein 🐍 🏠 ☁️ 🍎 🪟 🐧 - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
• andreilungeanu/cursor-delegate-mcp 📇 🏠 🍎 🪟 🐧 - Delegate multi-file implementation from Claude Code, Codex, or Copilot CLI to Cursor's CLI agent (Composer 2.5) over ACP. Returns a typed result — final message, agent-reported changed files, session id, and plan — instead of scraped terminal output. Plan mode drafts first, then resumes the same session to implement; clarifying questions come back as normal results rather than stalling. Ships plugin manifests for Claude Code, Codex, and Copilot. MIT.
• danieldoderlein/llm-bus 📇 ☁️ 🏠 - Multi-agent coordination bus over MCP: atomic gap-free claims, advisory file leases, a shared event ledger, presence, prose handoffs, and a task graph, so multiple coding agents (Claude Code, Cursor, Codex) stop colliding and re-deriving each other's work. Remote Streamable HTTP; self-hostable (AGPL-3.0) or hosted at llm-bus.com.
• polymatx/dibs 🏎️ 🏠 🍎 🪟 🐧 - Coordination layer for parallel coding agents: TTL file claims stored in the git common dir (visible across every worktree instantly), enforcement hooks that block colliding edits in Claude Code and at commit time, agent presence, handoff notes, and git-committed lessons searchable with BM25. Single static binary — no server, no database.
• doggybee/mcp-server-leetcode 📇 ☁️ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
• eirikb/any-cli-mcp-server 📇 🏠 - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has --help output, supports caching for performance.
• ejentum/ejentum-mcp 📇 🏠 - MCP server with reasoning, code, anti-deception, and memory tools for AI agents.
• ezyang/codemcp 🐍 🏠 - Coding agent with basic read, write and command line tools.
• elhamid/llm-council 🐍 🏠 - Multi-LLM deliberation with anonymized peer review. Runs a 3-stage council: parallel responses → anonymous ranking → synthesis. Based on Andrej Karpathy's LLM Council concept.
• freema/openclaw-mcp 📇 ☁️ 🏠 - MCP server for OpenClaw AI assistant integration. Enables Claude to delegate tasks to OpenClaw agents with sync/async tools, OAuth 2.1 auth, and SSE transport for Claude.ai.
• Get-Concord-AI/concord-mcp 📇 🏠 🍎 🪟 🐧 - Cross-harness communication and shared work-state for Claude Code, Codex, Cursor, Gemini CLI, and Grok Build. Agents exchange live messages, claim scope before editing, preserve decisions, and hand off evidence through five MCP workflow tools.
• ferrislucas/iterm-mcp 🖥️ 🛠️ 💬 - A Model Context Protocol server that provides access to iTerm. You can run commands and ask questions about what you see in the iTerm terminal.
• foldwork-dev/mcp-injector 🏎️ 🏠 🍎 🪟 🐧 - Local MCP daemon that pre-indexes your codebase into a SQLite catalog and serves AST-compressed snapshots to Claude Code, Cursor, and VS Code on every query. Reduces token usage by 41-89% on real codebases (verified across Django, Tokio, Gin, and more). Single Go binary, zero config. Free for codebases under 100K lines.
• TT-Wang/forge 📇 🏠 🍎 🪟 🐧 - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: validate, validate_plan, memory_recall, memory_save, iteration_state (per-run scoped, with stagnation/velocity/oscillation detection), forge_logs, session_state. Stdio-only. Zero telemetry.
• g0t4/mcp-server-commands 📇 🏠 - Run any command with run_command and run_script tools.
• gabrielmaialva33/winx-code-agent 🦀 🏠 - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
• hampsterx/claude-mcp-bridge 📇 🏠 🍎 🪟 🐧 - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
• hellob1889/Pandaone-AI-Agent 🐍 🏠 🍎 🪟 🐧 - Forces every AI Agent code change to leave a structured problem / reason / approach audit record before commit. 11 MCP tools (all annotations filled); pre-commit hook blocks unaudited changes; GitHub Pages dashboard renders the audit trail in real time. M8ven Trust Index 100/A (Verified Publisher + Live Monitored). Install: pip install pandaone-guard==0.7.14.
• TheBlueHouse75/hermes-action-bridge 📇 🏠 🍎 🪟 🐧 - Delegate real-world actions from Claude Code, Codex, or any MCP client to Hermes Agent — research, browser workflows, messaging, scheduling, and Hermes skills/tools — instead of reimplementing them in the coding agent. Conservative safety policy downgrades risky execute to request-approval; small surface (hermes_run, hermes_plan, hermes_presets, hermes_status). MIT.
• irskep/persistproc 🐍 🏠 - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
• jigyasudham/veto 📇 🏠 🍎 🪟 🐧 - A council of 49 specialist agents + 93 tools for every major AI CLI (Claude Code, Codex, Gemini, Cursor, Windsurf). Deterministic agents that optionally upgrade to LLM, a self-learning router, cross-CLI memory, and guards for dependency hallucinations and decision drift. No API keys; zero extra cost on subscriptions.
• jinzcdev/leetcode-mcp-server 📇 ☁️ - MCP server enabling automated access to LeetCode's programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both leetcode.com (global) and leetcode.cn (China) sites.
• juehang/vscode-mcp-server 📇 🏠 - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
• kagan-sh/kagan 🐍 🏠 🍎 🪟 🐧 - AI-powered Kanban TUI and MCP server for autonomous development workflows. Orchestrates 14 coding agents across task tracking, isolated git worktrees, review, and merge.
• Keesan12/martin-loop 📇 🏠 - Governed MCP runtime for AI coding agents with budget caps, verifier gates, runaway-loop prevention, rollback evidence, and inspectable run receipts. Install: npx -y @martinloop/mcp.
• Komdosh/komnet 📇 🏠 🍎 🐧 - Git-backed message bus letting coding agents on different machines coordinate: rooms are folders, messages are files, git history is the log, and there is no server — the transport is a private git repository you already own. Questions, answers, decisions, collaborative tasks with claiming and recovery, and delegated repository reviews prepared in isolated worktrees at pinned revisions. Items marked needs: human cannot be answered by an agent, only relayed to a person.
• louis030195/terminator-mcp-agent 🦀 📇 🏠 🍎 🪟 🐧 - Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots. Supports workflow recording, structured data extraction, and browser DOM inspection.
• Luckycat133/traecnclaw-mcp-skill 📇 🏠 🍎 - Local-first stdio MCP server and Agent Skill for TraeCN desktop automation on macOS, exposing exactly 20 focused tools through a durable local gateway.
• maxim-saplin/mcp_safe_local_python_executor - Safe Python interpreter based on HF Smolagents LocalPythonExecutor
• micl2e2/code-to-tree 🌊 🏠 📟 🐧 🪟 🍎 - A single-binary MCP server that converts source code into AST, regardless of language.
• misiektoja/kill-process-mcp 🐍 🏠 🍎 🪟 🐧 - List and terminate OS processes via natural language queries
• myelixlabs/synapse-mcp 📇 🏠 🍎 🪟 🐧 - Local AST knowledge graph for AI coding agents. 50+ languages, 14 MCP tools, 100% local. Converts any codebase into a code-knowledge graph for microsecond structural vision, 30-60% token savings, and zero-breakage refactoring. Free tier + Pro.
• MladenSU/cli-mcp-server 🐍 🏠 - Command line interface with secure execution and customizable security policies
• nandhakumar-murugan/gemini-antigravity-bridge 🐍 ☁️ 🏠 🍎 🪟 🐧 - Bidirectional MCP bridge connecting Google Gemini Spark (cloud AI) with DeepMind Antigravity (local agentic IDE). Features 23 tools for autonomous coding subagent dispatch, cross-agent shared memory, local file operations, and orchestration of Spark connected apps (Canva, YouTube, Google Docs). pip install gemini-antigravity-bridge
• natiixnt/redcon 🐍 🏠 🍎 🪟 🐧 - Deterministic repository context packing for AI coding agents: selects, compresses, caches, and budgets only the files a task needs. Measured 83% fewer input tokens at the same task coverage, no LLM in the loop. One MCP server for Claude Code, Cursor, Windsurf, Cline, and Zed. pip install redcon
• nesquikm/mcp-rubber-duck 📇 🏠 ☁️ - An MCP server that bridges to multiple OpenAI-compatible LLMs - your AI rubber duck debugging panel for explaining problems to various AI "ducks" and getting different perspectives
• nihalxkumar/arch-mcp 🐍 🏠 🐧 - Arch Linux MCP Server to the Arch Linux ecosystem of the Arch Wiki, AUR, and official repositories for AI-assisted Arch Linux usage on Arch and non-Arch systems. Features include searching Arch Wiki and AUR, getting package info, checking for updates, installing packages securely, and analyzing PKGBUILDs.
• ooples/mcp-console-automation 📇 🏠 🍎 🪟 🐧 - Production-ready MCP server for AI-driven console automation and monitoring. 40 tools for session management, SSH, testing, monitoring, and background jobs. Like Playwright for terminal applications.
• oraios/serena 🐍 🏠 - A fully-featured coding agent that relies on symbolic code operations by using language servers.
• OthmaneBlial/term_mcp_deepseek 🐍 🏠 - A DeepSeek MCP-like Server for Terminal
• Q00/ouroboros 🐍 🏠 🍎 🪟 🐧 - Local-first Agent OS for spec-first AI coding: interview → seed → execute → evaluate → evolve as a replayable, ledger-recorded workflow. MCP server exposes the full loop (interview, seed generation, seed execution, evaluation, evolve-step) so any MCP client can drive it across Claude Code, Codex, Gemini, and other CLI runtimes.
• pdavis68/RepoMapper 🐧 🪟 🍎 - An MCP server (and command-line tool) to provide a dynamic map of chat-related files from the repository with their function prototypes and related files in order of relevance. Based on the "Repo Map" functionality in Aider.chat
• plori-ai/plori 🎖️ 🏎️ ☁️ - Give your AI agent its own cloud computer. Create and drive hosted plori agents (persistent disk, real tools, memory that survives between sessions) over a remote MCP server: invoke an agent and read its reply, manage the human-in-the-loop queue, and schedule deferred runs. OAuth 2.1 sign-in or API key.
• preflight-dev/preflight 📇 🏠 🍎 🪟 🐧 - 24-tool MCP server for Claude Code that catches vague prompts before they waste tokens. Includes 12-category prompt scorecards, session history search with LanceDB vectors, cross-service contract awareness, correction pattern learning, and cost estimation.
• PsChina/deepseek-as-subagent 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a real sub-agent inside Claude Code / Codex CLI. DeepSeek gets its own 7-tool agent loop (Read/Write/Edit/Bash/Glob/Grep/NotebookEdit) in a sandboxed workspace, not just a single LLM call. Includes token-based command sandbox, pre-flight web-search pattern, and cross-platform installer.
• djerok/glm-mcp 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a real sub-agent inside Claude Code or GitHub Copilot. GLM gets its own agent loop (read/write/edit/run) on your repo — not a single LLM call — with peak-aware Opus-vs-GLM routing, diff/dry-run/git-revert oversight, and a usage ledger. ~10x cheaper than Opus. Requires a Z.ai GLM Coding Plan key.
• religa/multi-mcp 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis, and AI debate with ChatGPT, Claude, and Gemini. Orchestrates multiple LLMs for compare, consensus, and OWASP Top 10 security checks.
• rinadelph/Agent-MCP 🐍 🏠 - A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and RAG capabilities.
• sena-labs/oz-mcp-server 📇 🏠 🍎 🪟 🐧 - Bridges Warp's Oz coding agent to any IDE or MCP client (Claude Code, Cursor, Codex), plus native @oz in VS Code Copilot Chat. Independent project; uses only Warp's documented public interfaces. MIT.
• shashankss1205/codegraphcontext 🐍 🏠 🍎 🪟 🐧 An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for humans.
• sim-xia/blind-auditor 🐍 🏠 🍎 🪟 🐧 - A zero-cost MCP server that forces AI to self-correct generation messages using prompt injection, independent self-audition and context isolation.
• sim-xia/skill-cortex-server 🐍 🏠 🍎 🪟 🐧 - An MCP server that enable all IDEs/CLIs to access Claude Code Skills capabilities.
• sonirico/mcp-shell - 🏎️ 🏠 🍎 🪟 🐧 Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.
• stippi/code-assistant 🦀 🏠 - Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.
• PThrower/Strata - AI ecosystem intelligence MCP server. Verified best practices, news, integrations, and MCP server directory across 22 AI ecosystems including Claude, ChatGPT, Gemini, LangChain, Groq, Cursor, and more. Claude-validated, injection-safe, refreshed twice daily. 📇 ☁️
• SunflowersLwtech/mcp_creator_growth 🐍 🏠 🍎 🪟 🐧 - Intelligent learning sidecar for AI coding assistants. Helps developers learn from AI-generated code changes through interactive blocking quizzes and provides agents with persistent project-specific debugging memory using silent RAG tools. Features 56% token optimization and multi-language support.
• tiianhk/MaxMSP-MCP-Server 🐍 🏠 🎵 🎥 - A coding agent for Max (Max/MSP/Jitter), which is a visual programming language for music and multimedia.
• eabz/tirith 🦀 🏠 🍎 🪟 🐧 - Coordination server for parallel coding agents: TTL file claims that refuse overlaps with the owner, reason and expiry, a task board with dependencies, versioned interface contracts, change notices, a decisions log, and path-scoped memory notes delivered back with the claim. 22 tools over stdio or HTTP, single Rust binary with a live dashboard. Install with cargo install tirith-mcp. MIT.
• tufantunc/ssh-mcp 📇 🏠 🐧 🪟 - MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH key authentication.
• Touchpoint-Labs/touchpoint 🐍 🏠 🍎 🪟 🐧 - Playwright for the entire OS. Gives AI agents the ability to see, find, and interact with UI elements in any desktop application.
• tumf/mcp-shell-server - A secure shell command execution server implementing the Model Context Protocol (MCP)
• umum-ai/claude-codex-bridge 📇 🏠 - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering, and saved session continuation.
• VertexStudio/developer 🦀 🏠 🍎 🪟 🐧 - Comprehensive developer tools for file editing, shell command execution, and screen capture capabilities
• VibeKit-Bot/vibekit-mcp 📇 ☁️ - MCP server for VibeKit. Lets an LLM in Claude Desktop, Cursor, or any MCP client build, deploy, and manage hosted apps and chat with each app's persistent server-side agent (every app gets its own agent and a live URL). Not to be confused with the unrelated superagent-ai/vibekit SDK.
• VoDaiLocz/kilo-kit-mcp 📇 🏠 🍎 🪟 🐧 - All-in-one 24-tool MCP runtime and 180-skill library providing protocol-level C4 workflow gates, hard-gated command execution with security guardrails, and cognitive reasoning engines (Tree of Thoughts DAG, Red-Team Grilling, 5-Whys Root Cause Tracer, Context Compactor, Self-Evolution) for coding agents across Antigravity, Cursor, Windsurf, Claude Code, and Codex.
• wende/cicada 🐍 🏠 🍎 🪟 🐧 - Code Intelligence for Elixir: module search, function tracking, and PR attribution through tree-sitter AST parsing
• wonderwhy-er/DesktopCommanderMCP 📇 🏠 🍎 🪟 🐧 - A swiss-army-knife that can manage/execute programs and read/write/search/edit code and text files.
• wulun811/LiuHe 🦀 📇 🏠 - LLM-native code tools: 44 MCP tools for reading, understanding and modifying code (Rust tree-sitter parser + SQLite index + transactional writes). Repo map in 98ms, 128 concurrent under 512MB with zero OOM.
• x51xxx/codex-mcp-tool 📇 ☁️ - MCP server that connects your IDE or AI assistant to Codex CLI for code analysis and editing with support for multiple models (gpt-5-codex, o3, codex-1)
• x51xxx/copilot-mcp-server 📇 ☁️ - MCP server that connects your IDE or AI assistant to GitHub Copilot CLI for code analysis, review, and batch processing
• eliottreich/taskbounty-mcp-server 📇 ☁️ - MCP server for TaskBounty. AI agents fix GitHub bugs (every fix ships with a regression test) and raise test coverage on your codebase. Posters draft and fund bounties from chat (Stripe Checkout); solvers submit PRs verified end-to-end in a sandbox. Paid in USDC, ETH, or BTC. 11 tools.
• Yomiracle/trinity-lite 🐍 🏠 - Local-first task bus for CLI-based AI agents. Route work, persist state in SQLite, and let Codex, Claude Code, and other agents collaborate through a shared MCP server.
• REX-codebase/fable-mode 🐍 🏠 🍎 🪟 🐧 - Mechanical control plane for AI coding agents. Time-locks writing, requires evidence receipts for claims, runs adversarial review, and preserves a sealed verification record. Run as an MCP server with uvx --from fable-engine==1.3.3 fable-engine; optionally install its bundled Agent Skill with uvx --from fable-engine==1.3.3 fable-mode install-skill --yes.

🖥️ Command Line

Run commands, capture output and otherwise interact with shells and command line tools.

• 20000419/fauxnix 📇 🏠 🪟 - bash for AI agents on Windows via deterministic bash→PowerShell translation — no WSL, VM, or bash toolchain. MCP bash tool with GNU-style output, bash-style errors, coreutils exit codes, session-persisted cwd/env across calls, and per-file UTF-8/GBK sniffing (GBK files grep correctly, unlike Git Bash). Unsupported bash constructs fail loudly with the construct named; native commands (git/node/npm) pass through with argv quoting. npm install -g fauxnix-cli; verified with Claude Code, Codex, OpenCode, Kimi Code and Qwen Code.
• AICommander-dev/aicommander 📇 ☁️ 🍎 🪟 🐧 - Outbound-only remote shell, detached long-running jobs, and temporary file courier for AI agents (https://aicommander.dev). Hosted Streamable HTTP; no exposed SSH/ports/VPN. Install via npx -y @aicommander/mcp.
• bvisible/mcp-ssh-manager 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers from one MCP: command execution, file transfer/rsync, database dump/import/query (MySQL/PostgreSQL/MongoDB), backups & restore, health monitoring, persistent sessions, tunnels, ProxyJump/bastion, and opt-in per-server security modes (readonly/restricted) with audit log. Linux, macOS & Windows OpenSSH.
• capsulerun/bash 📇 🏠 🍎 🪟 🐧 - Sandboxed bash for agents. Run untrusted commands in WebAssembly sandboxes with no setup required.
• cygnussystems/cygnus-ssh-mcp 🐍 🏠 🍎 🪟 🐧 - MCP server for SSH-based control of remote Linux, macOS, and Windows servers with 46 purpose-built tools instead of one generic command-runner: line-level file editing (no download/edit/upload round-trip), background task launch/monitor/kill, real sudo support, host aliases, recursive directory ops, archive create/extract, and full Unicode via SFTP (avoids PowerShell OEM code page corruption on Windows targets). pip install cygnus-ssh-mcp or uvx cygnus-ssh-mcp.
• danmartuszewski/hop 🏎️ 🖥️ - Fast SSH connection manager with TUI dashboard and MCP server for discovering, searching, and executing commands on remote hosts.
• dbhq-uk/heliograph 🏎️ 🏠 🍎 🪟 🐧 - Run commands on a machine you cannot SSH into. Publishes a step to a transport the far side already reaches (git, file share, S3-compatible storage, relay or a carried file); the whole run comes back as a log with every line timestamped in UTC, whether it passed or failed. For air-gapped, bastion-only and change-controlled estates: no tunnel, no proxy, nothing held open. The gates live on the far side, so a tool call can ask but cannot authorise. heliograph mcp.
• dwgx/SmartCLI 🐍 🏠 🍎 🪟 🐧 - Drive full-screen terminal programs (vim, htop, lazygit) by reading the screen, not the byte stream: a live cell grid exposes which row is reverse-video selected, cursor position and alt-screen state, so waits are screen-state predicates instead of sleeps. The emulation is differentially tested against real tmux and GNU screen (cell-by-cell grid diffs plus a generative VT fuzz), which caught 12 emulation bugs including missing alternate-screen support. pip install smartcli-toolkit then smartcli-mcp, or uvx --from smartcli-toolkit smartcli-mcp.
• faizbawa/mcp-remote-ssh 🐍 🏠 🍎 🪟 🐧 - Full SSH access for AI agents with secret-safe environment injection and automatic output redaction. Persistent sessions, structured execution, SFTP, port forwarding — secrets are fed via stdin (invisible to ps) and scrubbed from all tool responses before reaching the LLM. uvx mcp-remote-ssh
• gerard-kanters/mcp-linux-tools 🐍 🏠 🐧 - Administer a Linux server from an MCP client such as Cursor or VS Code: read files and tail logs, check/reload/restart systemd services, manage cron jobs inside a dedicated crontab section, run read-only MySQL queries, drive WP-CLI on WordPress sites, run safe Git commands, and execute sandboxed Python. Directories, services and WordPress sites are allowlisted in config.json, and every tool returns a uniform {success, data, error, meta} response. Runs as a systemd service over HTTP.
• hypnosis/ssh-mcp-server 📇 🏠 🍎 🐧 - Remote server work over the OpenSSH client already on your machine: run commands, move files with checksum verification, search logs and audit hosts. Destructive commands are blocked before they reach the shell; works from a cloud VPS down to a BusyBox router.
• lacs-project/sysknife 🦀 🏠 🐧 - Security-hardened MCP server for Linux system administration via 189 typed actions instead of shell strings, with an Ed25519-signed hash-chain audit log, one-time TTL approval receipts, and automatic rollback. Works with Claude Code, Cursor, and Codex CLI.
• luisgf/infrabroker 🏎️ 🏠 ☁️ 🍎 🐧 - SSH & Kubernetes access broker where the model never touches a credential: a separate signer mints per-operation ephemeral SSH certificates and bound ServiceAccount tokens, with a per-command allow/deny/approval firewall (POSIX-sh AST), dry-run, human-in-the-loop approvals, session recording and an Ed25519-chained audit log. Self-hosted Go binaries, GPLv3.
• nvms/tui-mcp 📇 🏠 🍎 🪟 🐧 - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
• PsYcGoD/sage 📇 🏠 🍎 🪟 🐧 - Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through sage run --, stores command history locally, and returns compressed terminal output to reduce context noise.
• raychao-oao/pty-mcp 🏎️ 🏠 🍎 🐧 - Interactive PTY sessions for AI agents — local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
• soren-achebe/backscroll 🏎️ 🏠 🍎 🐧 - Answers "what did that command print?" from your real terminal history: a per-command PTY session recorder (OSC 133) stores every command's full output, exit code, cwd, and duration in local SQLite/FTS5, and the MCP server searches, retrieves, and diffs those outputs — secret redaction on by default before anything reaches the model.
• ferodrigop/forge 📇 🏠 - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
• WhenLabs-org/when 📇 🏠 🍎 🪟 🐧 - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks — 7 MCP tools, one install.
• LukeLamb/claude-terminal-mcp 📇 🏠 🐧 🍎 - Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node.
• HasanJahidul/terminal-history-mcp 📇 🏠 🍎 🐧 - Full-text search over your shell history (zsh / bash / fish) via SQLite FTS5. Local-only. 11-pattern secret redaction runs BEFORE insert. Captures cwd / exit code / duration via opt-in shell hook. Tools: search_history, recent_in_dir, failed_commands, command_chains, reindex.
• HasanJahidul/localhost-mcp 📇 🏠 🍎 🪟 🐧 - Inspect, manage, and kill local dev servers. Lists what's listening on each port (pid, framework, project, uptime, memory, cpu), diagnoses port conflicts with free alternatives nearby, finds zombie processes, and kills by pid or port with a dry-run default.
• laszlopere/mcp-tmux 🐍 🏠 🐧 🍎 - Universal tmux driver: sessions, windows, panes, keystrokes, and pane capture — local or remote over SSH. Curated tools plus a raw tmux_command passthrough; works against tmux 1.8+. Shared, visible sessions for pair-programming with the agent. uvx mcp-tmux.
• zb-ss/servonaut 🐍 🏠 🍎 🐧 - Manage AWS EC2, Hetzner, OVH and custom SSH servers: run commands, fetch logs, CloudWatch/CloudTrail queries, fleet health snapshots, IP banning, S3 — with readonly/standard/dangerous guard tiers and a JSONL audit trail.
• blinkingbit-oss/execkit 🦀 🏠 🍎 🐧 - Stateful, structured, auditable shell sessions for AI agents over local, SSH, and Docker. Secret redaction, output budgeting, SSH host-key verification, and a loopback read-only browser viewer that streams the live transcript.
• Easton-OU/rootpilot-mcp 📇 🏠 🍎 🪟 🐧 - Safe, read-only SSH diagnostics for Linux/Docker servers: a fixed 38-command whitelist (no arbitrary execution), secret redaction, per-command timeouts. Collects evidence; your model does the reasoning. npx @rootpilot/mcp-ssh-diagnose
• tarides/sudo-proxy 🦀 🏠 🐧 - Run privileged, mutating commands — locally or over SSH — with a mandatory single-keypress human approval on every one. The model calls execute; a TUI Y/N prompt gates the command, then sudo escalates, and no password is ever stored. Sanitized env allowlist, no-shell argv execution, replay protection, and audit logging. cargo install sudo-proxy.

💬 Communication

Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.

• AbdelStark/nostr-mcp ☁️ - A Nostr MCP server that allows to interact with Nostr, enabling posting notes, and more.
• adecubed/gigamail 🐍 ☁️ 🏠 🍎 🪟 🐧 - Your real mailbox and calendar for your agent (Microsoft 365 via Graph, or any IMAP): 24 tools for reading, search, attachment text, sender history, drafting from identity and knowledge files, and free-slot computation — with out-of-band human approval on every send, reply, delete and calendar write, so the agent cannot approve its own actions. pip install "gigamail[all]".
• adhikasp/mcp-twikit 🐍 ☁️ - Interact with Twitter search and timeline
• agenticmail/agenticmail 📇 🏠 🍎 🪟 🐧 - Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real inbox — all from your machine, no third-party email API. Install with npx @agenticmail/mcp.
• agentmail-toolkit/mcp 🐍 💬 - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
• aisenseapi/aamio-python 🐍 ☁️ 🏠 - Ephemeral rendezvous for agents: threads with a secret read key and a public write address that expire on time, receipts that outlive them, and an open board where agents that have never met find each other. Hosted at aamio.at/mcp with no account, or as a local runtime that keeps the key.
• Albretsen/MCPEmails 📇 ☁️ - Hosted email MCP server for Gmail, Fastmail, iCloud, Yahoo, Zoho, Yandex and any IMAP/SMTP mailbox. 11 action-based tools to read, search, send, organize, draft, schedule and auto-triage mail. Streamable HTTP at https://mcpemails.com/api/mcp, OAuth 2.0 with PKCE or scoped API keys, mail fetched live and never stored. Docs at https://mcpemails.com/docs.
• andrewchmr/mxprobe 📇 ☁️ 🏠 🍎 🪟 🐧 - Email verification for AI agents: one call returns send, hold or kill for an address, with the reason. The free DNS tier runs locally with no key; the hosted SMTP probe costs 9 USD per 10,000 checks. Signup and credits are API calls too, so an outreach agent provisions itself (no dashboard, no CAPTCHA). npx -y mxprobe mcp
• anypost/emailmd 📇 ☁️ 🏠 - Write and preview emails from your assistant. Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link. Hosted with no API key, or run it locally with npx emailmd mcp.
• arbengine/mailbox-mcp 📇 ☁️ - Physical mail API for AI agents. Send letters, certified mail, postcards, and batch mailings with cost previews, approval controls, tracking, and webhooks.
• Atomic-Mail/atomic-mail-agentic ☁️ - Email built for AI agents. Hosted MCP server (atomicmail.ai) with autonomous inbox registration via proof-of-work (no email verification, domain, or card), custom domain support, and full send/receive over the open JMAP standard (RFC 8620/8621).
• AutomateLab-tech/content-distribution-mcp 📇 ☁️ 🏠 - Publish one piece of content to DEV.to, Hashnode, GitHub Discussions, Reddit, Bluesky, LinkedIn, Medium and Twitter with idempotent state and per-platform adaptation.
• bababoi-bibilabu/agent-mq 📇 ☁️ 🏠 - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
• Beltran12138/wecom-docs-mcp-server 🐍 🏠 🪟 🐧 - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap — existing WeCom MCP servers only support webhook messaging.
• areweai/tsgram-mcp - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
• arpitbatra123/mcp-googletasks 📇 ☁️ - An MCP server to interface with the Google Tasks API
• BigCactusLabs/dead-letter 🐍 🏠 - Convert .eml email exports to clean Markdown with YAML front matter — thread splitting, signature stripping, attachment extraction, and calendar parsing. Tuned for feeding archived email into RAG/LLM pipelines.
• Cactusinhand/mcp_server_notify 🐍 🏠 - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
• carterlasalle/mac_messages_mcp 🏠 🍎 🚀 - An MCP server that securely interfaces with your iMessage database via the Model Context Protocol (MCP), allowing LLMs to query and analyze iMessage conversations. It includes robust phone number validation, attachment processing, contact management, group chat handling, and full support for sending and receiving messages.
• chaindead/telegram-mcp 🏎️ 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, and handling read status
• chigwell/telegram-mcp 🐍 🏠 - Telegram API integration for accessing user data, managing dialogs (chats, channels, groups), retrieving messages, sending messages and handling read status.
• Choppaaahh/sendgrid-mcp-secure 🐍 🏠 - Security-first SendGrid MCP server: recipient/domain allowlists, send caps per time window, review-mode, audit log, and no silent BCC (off at the server, not a caller argument). Hardened against the postmark-mcp BCC-exfil incident class.
• churichard/fluxmail 🎖️ 📇 ☁️ 🏠 - Self-hosted email MCP server for Gmail, Microsoft 365, Outlook.com, and IMAP/SMTP. It can read, search, draft, send, schedule, and organize mail, with permission profiles for each client.
• clawaimail/mcp 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents. Create inboxes on the fly, send and receive real emails, search messages, and manage threads via API. Install with npx clawaimail-mcp.
• codefuturist/email-mcp 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with 42 tools for reading, searching, sending, scheduling, and managing emails across multiple accounts. Supports IMAP IDLE push, AI triage, desktop notifications, and auto-detects providers like Gmail, Outlook, and iCloud.
• cometchat/docs-mcp 🎖️ 📇 ☁️ - CometChat's official MCP server — searches CometChat documentation and returns curated implementation bundles for adding real-time chat, voice, video, and moderation to your app (React, React Native, Flutter, iOS, Android, JS SDK).
• conarti/mattermost-mcp 📇 ☁️ - MCP server for Mattermost API. List channels, read/post messages, manage threads and reactions, monitor topics. Supports flexible configuration via CLI args, environment variables, or config files.
• Danielpeter-99/calcom-mcp 🐍 🏠 - MCP server for Calcom. Manage event types, create bookings, and access Cal.com scheduling data through LLMs.
• desek/outlook-local-mcp 🏎️ 🏠 🍎 🪟 🐧 - Local-first Microsoft Outlook MCP server (calendar + mail via Microsoft Graph). Single Go binary, stdio transport, OS-keychain token storage, multi-account. 4 aggregate domain tools (calendar, mail, account, system) with progressive disclosure via a help verb to keep cold-start schema small.
• dialgoodian/clawdcall-mcp 🎖️ 📇 ☁️ - Let AI agents place consent-based outbound phone calls and retrieve transcripts, summaries, and outcomes. Use the hosted Streamable HTTP server or install with npx -y clawdcall-mcp.
• discourse/discourse-mcp 🎖️ 💎 ☁️ 🏠 💬 🍎 🪟 🐧 - Official Discourse MCP server for forum integration. Search topics, read posts, manage categories and tags, discover users, and interact with Discourse communities.
• dockndevai/mcp-outlook 📇 🏠 🍎 🪟 🐧 - Safe-by-default Microsoft Outlook mail server (Microsoft Graph). Read, search, draft, send, reply, forward and organize email. Browser sign-in (OAuth authorization-code + PKCE; tokens cached locally, no password handling); read-only by default with layered access modes, a send gate, folder allowlists/protected folders, dry-run and JSON audit logging, plus human-in-the-loop confirmation on send and delete via MCP elicitation. npx -y @dockndevai/mcp-outlook.
• cseguinlz/doubletick-cli 📇 ☁️ - Email read tracking via Gmail. Send tracked emails, check if they were opened with open count, device, and timing.
• csitte/mailwarden 📇 🏠 🍎 🪟 🐧 - Native Gmail MCP server with full mailbox control — search, read, label, archive, trash, download attachments, and the feature no other Gmail server ships: snooze threads until a date. Every call hits the live Gmail API (no synced index that silently misses mail). Install with npx -y mailwarden.
• drsound/markdown-to-whatsapp 📇 🏠 🍎 🪟 🐧 - Convert Markdown into WhatsApp's formatting, so agent output renders as bold, lists and quotes instead of showing raw asterisks. Tables become monospace boxes sized to the reader's bubble width, degrading through padding removal, compact borders and word wrapping before falling back to a list. No API key, runs locally with npx markdown-to-whatsapp mcp.
• elie222/inbox-zero 🐍 ☁️ - An MCP server for Inbox Zero. Adds functionality on top of Gmail like finding out which emails you need to reply to or need to follow up on.
• EthanQC/feishu-user-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - All-in-one Feishu/Lark MCP server (84 tools). Send messages as the actual user (not bot), plus full official-API coverage of docs, bitable, wiki, drive, calendar, tasks, OKR. Cookie + OAuth UAT + app-credential auth.
• ExpertVagabond/solmail-mcp 📇 ☁️ - Send physical mail with Solana payments — AI agents can compose, price, and send letters and postcards via cryptocurrency.
• FastAlertNow/mcp-server 🎖️ 📇 ☁️ - Official Model Context Protocol (MCP) server for FastAlert. This server allows AI agents (like Claude, ChatGPT, and Cursor) to list of your channels and send notifications directly through the FastAlert API.
• FantomaSkaRus1/telegram-bot-mcp 📇 ☁️ 🏠 - Full-featured Telegram Bot API MCP server with 174 tools covering the entire Bot API.
• farukkolip/instapdown-mcp 📇 ☁️ - Instagram creator toolkit MCP with 16 tools: Reels / video / Story / carousel / photo / profile-pic downloaders, Reels-to-MP3 audio extractor, engagement health check + weighted engagement-rate calculator, live hashtag search + 25 curated niches + creator hashtag audit, 900 Reels hook templates by niche and country, 22 Unicode font styles, best-time-to-post for 17 markets (Buffer 2026 verified data), and a 750-date 2026 content calendar with per-market playbooks. Wraps instapdown.com public API — no auth required.
• farukkolip/xtapdown-mcp 📇 ☁️ - X (Twitter) creator toolkit MCP with 14 tools: tweet download (video/GIF/image/full archive), curated hashtags by niche, best posting times by country, viral hook formulas, engagement & ads-revenue calculators, thread splitter, character counter, advanced-search URL builder, fancy Unicode bio generator, viral patterns lookup, and the full 2026 search-operator cheatsheet. Uses X's public syndication endpoint — no auth, no rate limits on curated data.
• flovoice53-tech/sms-florin-mcp 📇 ☁️ - Rent real UK phone numbers (EE/Three SIM cards, not VoIP) and receive SMS/OTP codes for WhatsApp, Telegram, Google, Discord, and more. 4 tools: list services, rent a number, check rental status, wait for the code. Install: npx -y sms-florin-mcp.
• gambot-ai/gambot-mcp 📇 ☁️ - Official Gambot WhatsApp Business API server — send WhatsApp messages & templates and manage CRM: contacts, leads, cases, tasks, quotes, invoices, orders, forms, e-signatures, documents and campaigns. Meta-approved Cloud API. Install: npx -y gambot-mcp (set GAMBOT_TOKEN).
• gerkensm/callcenter.js-mcp 📇 ☁️ - An MCP server to make phone calls using VoIP/SIP and OpenAI's Realtime API and observe the transcript.
• GeiserX/telegram-archive-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for Telegram Archive. Search and browse Telegram chat history, list chats, and retrieve messages with full-text search. Docker image available.
• getpoststack/mcp 📇 ☁️ 🍎 🪟 🐧 - EU-hosted email API exposed as MCP tools — send transactional and marketing email, manage contacts and segments, run broadcasts, render templates, and read analytics from Claude/Cursor. GDPR compliant, EU-only data residency (Germany + Finland). npx -y @poststack.dev/mcp.
• giggal-ai/giggal-mcp 📇 ☁️ - Runs a deep mailbox existence check on every address and verifies catch-all, accept-all, and even SEG protected emails (Proofpoint, Mimecast, Barracuda). Keeps bounce rates under 5%, single or bulk.
• gitmotion/ntfy-me-mcp 📇 ☁️ 🏠 - An ntfy MCP server for sending/fetching ntfy notifications to your self-hosted ntfy server from AI Agents 📤 (supports secure token auth & more - use with npx or docker!)
• googlarz/signal-mcp 🏠 - Full Signal messenger MCP server and CLI. Send/receive messages, manage groups and contacts, search history, handle attachments and reactions. Runs locally via signal-cli — no third-party servers.
• gopalrajsuresh/covalent-bond 📇 🏠 🍎 🪟 🐧 - Pair two AI coding agents on different machines over an end-to-end-encrypted channel: files and messages travel through a relay that only ever sees ciphertext - it can never read your data - authenticated by a short code shared out-of-band, with human consent before any file is written. Install with npx covalent-bond.
• gotoolkits/wecombot 🚀 ☁️ - An MCP server application that sends various types of messages to the WeCom group robot.
• grzgrzgrz3/pingwa-client 🐍 ☁️ 🍎 🪟 🐧 - WhatsApp notifications for AI agents with zero setup — no Meta account, no templates, no dashboard: text "join", get an API key, send in 60 seconds (uvx pingwa mcp or remote at pingwa.dev/mcp). Two-way: ask with tap-to-answer buttons, check_replies. Official Meta Cloud API — won't ban your number.
• huj28-creator/wechat-fastbridge 📇 🏠 🍎 - Token-efficient macOS WeChat MCP server for verified chat reading, text/file/sticker sending, fuzzy safe routing, smart context retrieval, and allowlisted live monitoring without screenshots or private-protocol access.
• hannesrudolph/imessage-query-fastmcp-mcp-server 🐍 🏠 🍎 - An MCP server that provides safe access to your iMessage database through Model Context Protocol (MCP), enabling LLMs to query and analyze iMessage conversations with proper phone number validation and attachment handling
• hgn/mcp-server-notmuch 🐍 🏠 🐧 🍎 - notmuch MCP server. Wraps the notmuch CLI to give your LLM access to a local Maildir: full-text search, tag filtering, thread view, attachment reading (PDF, office docs, .ics), related-thread lookup, and unanswered-mail tracking. Optionally write plain-text drafts into a local maildir (--allow-drafts) or manage tags (--allow-tags). No SMTP, no sendmail.
• helbertparanhos/resend-email-mcp 📇 ☁️ 🍎 🪟 🐧 - The most complete Resend email MCP — full API coverage (75 tools) plus a unique debug/diagnostics layer: deliverability analysis, DNS troubleshooting, email inspection, bounce explanation, and account audit. npx -y resend-email-mcp.
• i-am-bee/acp-mcp 🐍 💬 - An MCP server acting as an adapter into the ACP ecosystem. Seamlessly exposes ACP agents to MCP clients, bridging the communication gap between the two protocols.
• ictinnovations/ictpbx-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for ICTPBX, a multi-tenant IP PBX built on ICTCore and FreeSWITCH. Reports PBX statistics and lists extensions, DIDs, providers and tenants over the ICTCore REST API. Entirely read-only: there are no write tools to gate, so it cannot change PBX configuration at all. Zero-install via npx -y ictpbx-mcp.
• ictinnovations/pbx-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for Asterisk and FreeSWITCH. Reads live PBX state over AMI and ESL: registered extensions, active channels, trunk and SIP peer status, dialplan lookups and call history. Read-only by default, and write tools are never registered with the model at all unless PBX_MCP_ALLOW_WRITE=true. Zero-install via npx -y pbx-mcp.
• ictinnovations/ictbroadcast-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for ICTBroadcast, a voice, SMS and fax broadcasting and call centre platform. Lists campaigns and reads their live status, totals and per-call results including answer, machine detection and do-not-call outcomes. Starting and stopping a campaign places live calls, so those two tools are only registered when ICTBROADCAST_MCP_ALLOW_WRITE=true. Zero-install via npx -y ictbroadcast-mcp.
• iletimerkezi/iletimerkezi-mcp-server 🎖️ ☁️ - Send SMS, query delivery reports, manage senders / blacklists, register and check İYS (Turkish messaging consent registry) records through the iletiMerkezi BTK-licensed SMS API. 11 tools, runtime-fetched manifest stays in lock-step with the live API. Install: npx -y @iletimerkezi/mcp-server.
• imdinu/apple-mail-mcp 🐍 🏠 🍎 - Fast MCP server for Apple Mail — 87x faster email fetching via batch JXA and FTS5 search index for ~2ms body search. 6 tools: list accounts/mailboxes, get emails with filters, full-text search across all scopes, and attachment extraction.
• InditexTech/mcp-teams-server 🐍 ☁️ - MCP server that integrates Microsoft Teams messaging (read, post, mention, list members and threads)
• Infobip/mcp 🎖️ ☁️ - Official Infobip MCP server for integrating Infobip global cloud communication platform. It equips AI agents with communication superpowers, allowing them to send and receive SMS and RCS messages, interact with WhatsApp and Viber, automate communication workflows, and manage customer data, all in a production-ready environment.
• markmnl/fmsg-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Give any AI agent its own address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and a wait-for-message tool for agent-to-agent and human-to-agent conversations. Runs locally over stdio or as a hosted endpoint where each user brings their own API key. Install with npx -y @markmnl/fmsg-mcp.
• sendchamp/ai 🎖️ ☁️ - Official Sendchamp docs MCP server for AI coding agents. Read-only search and retrieval over SMS, OTP verification, and Africa-specific routing documentation. Endpoint: https://mcp.sendchamp.com/docs. Pair with Agent Skills via npx skills add sendchamp/ai.
• iprashantraj/mcp-discord-bridge 📇 🏠 🍎 🪟 🐧 - Discord MCP server with 46 tools for channels, messages, forums, webhooks, members, roles, threads, and moderation. Zero-install via npx -y mcp-discord-bridge. Also runs as a standalone bot with slash commands.
• jcoulaud/shipmail-mcp 📇 ☁️ - Business email MCP server for AI agents. Manage custom-domain mailboxes, read and send messages, draft replies, inspect threads, and automate Shipmail REST API/webhook workflows.
• parasxos/apple-mail-mcp 🐍 🏠 🍎 - Full-featured MCP server for Apple Mail. Indexed search over 300k+ message mailboxes in milliseconds, full-text body search with Exchange backfill, verified multi-identity sending (SMTP/Keychain, SSH bastion, pipe), server-side scheduled sends with cancel, reviewed plan-then-apply triage, and a local audit ledger. 21 tools, frozen v1 wire contract.
• sethbang/proton-mail-mcp 📇 🏠 - Unofficial Proton Mail MCP server — send, read, search, and organize email over SMTP and IMAP (via Proton Mail Bridge). Bulk ops with dry-run previews, read-only mode, and Trash-by-default deletes. Not affiliated with Proton AG.
• shahabazdev/inxmail-mcp 📇 ☁️ - Manage Inxmail Commerce transactional emails — events, sendings, bounces, blocklist, blacklist, reactions, and delivery tracking.
• shichuanqiong/AgoraDM 🐍 ☁️ - DM / IM layer for AI agents over the A2A 1.0 protocol: give your assistant an inbox, a friend list, group threads, and per-friend persistent memory to message other people's agents in real time — with SSE wake daemons so it answers while you're away. pip install agoradm-mcp.
• TheSameAbramovych/qmailing-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - AI agents read & send email, manage mailboxes, custom domains and webhooks via the QMailing API (npm stdio + hosted OAuth connector).
• radmail-ai/radmail-mcp ☁️ 📇 - Email operating system for agents: a search tool to find the one message by sender/subject/content (no filesystem grep), two-axis triage (importance × urgency), an explainable "Right Now" lane, commitment follow-through, and reviewable drafts. A machine-verifiable hard-stop keeps money/banking-change/first-contact human-only (BEC defense). Zero-auth HTTP sandbox at radmail.ai/api/mcp/sandbox — no account, no key.
• rchanllc/joltsms-mcp-server 📇 ☁️ - Provision dedicated real-SIM US phone numbers, receive inbound SMS, poll for messages, and extract OTP codes. Built for AI agents automating phone verification across platforms.
• redditapis/redditapis-mcp 📇 ☁️ - MCP server for the Reddit API: 22 read-only tools covering subreddit listings, post/comment/community/user search, comment trees, and top posts. Bearer token auth.
• Rheopyrin/ox-mcp 📇 🏠 🍎 🪟 🐧 - Email (IMAP/SMTP), mail filters (Sieve), calendar (CalDAV), contacts (CardDAV), and free/busy scheduling for Open-Xchange and standards-based mail platforms. Published on the official MCP Registry.
• virtualsms-io/mcp-server 📇 ☁️ - Receive SMS verification codes with AI agents. Get virtual phone numbers for WhatsApp, Telegram, Google, and 500+ services. Own modem infrastructure across 200+ countries with real-time WebSocket delivery. 12 tools for number discovery, purchase, and code extraction.
• flovoice53-tech/agent-identity-mcp 📇 ☁️ - Give AI agents a disposable email address and a real UK phone number to complete signup/OTP verification flows end-to-end. 5 tools covering test email inbox + SMS code retrieval.
• jagan-shanmugam/mattermost-mcp-host 🐍 🏠 - A MCP server along with MCP host that provides access to Mattermost teams, channels and messages. MCP host is integrated as a bot in Mattermost with access to MCP servers that can be configured.
• jaimenbell/discord-mcp 🐍 ☁️ - MCP server over the Discord REST API: read-only tools for listing channels, categories, roles, member roles and permission overwrites, plus write tools for channel, role, guild and message management that stay gated off by default. pip install jaimenbell-discord-mcp
• jaipandya/producthunt-mcp-server 🐍 🏠 - MCP server for Product Hunt. Interact with trending posts, comments, collections, users, and more.
• jaspertvdm/mcp-server-rabel 🐍 ☁️ 🏠 - AI-to-AI messaging via I-Poll protocol and AInternet. Enables agents to communicate using .aint domains, semantic messaging, and trust-based routing.
• joinly-ai/joinly 🐍☁️ - MCP server to interact with browser-based meeting platforms (Zoom, Teams, Google Meet). Enables AI agents to send bots to online meetings, gather live transcripts, speak text, and send messages in the meeting chat.
• kushneryk/join.cloud 📇 ☁️ 🏠 - Collaboration rooms for AI agents. Create rooms, join with agentToken, exchange messages in real time via SSE. Supports MCP and A2A protocols. Self-hostable or use the hosted version at join.cloud.
• jtalk22/slack-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Your complete Slack context for Claude—DMs, channels, threads, search. No OAuth apps, no admin approval. --setup and done, 11 tools, auto-refresh.
• JulienRabault/icloud-mcp 🐍 🏠 🍎 🪟 🐧 - iCloud Mail over IMAP and SMTP. Searches every folder at once rather than just the inbox, rebuilds threads, saves attachments to disk, drafts replies and files messages by rule. Read tools use SELECT readonly and BODY.PEEK, so nothing gets marked as read; there is no delete tool. Standard library only for networking and MIME parsing.
• keturiosakys/bluesky-context-server 📇 ☁️ - Bluesky instance integration for querying and interaction
• khan2a/telephony-mcp-server 🐍 💬 - MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.
• kojott/mailmcp-dist 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hosted multi-account email server for ChatGPT and Claude: Gmail, iCloud, Fastmail or any IMAP/SMTP mailbox, as many as you like. Search, read, threaded replies, drafts, allowlisted sending and attachments; passwords are encrypted in the browser and the server stores nothing. Remote (OAuth) or Claude Desktop (.mcpb).
• korotovsky/slack-mcp-server 📇 ☁️ - The most powerful MCP server for Slack Workspaces.
• krystiangw/meet-live-assist-extension 📇 🏠 🍎 🪟 🐧 - Puts the agent you already run inside a live Google Meet or Zoom call. A Chrome extension reads the on-screen captions, a local server hands them over MCP, and the agent answers in a side panel while people are still talking, posts to the meeting chat, and reads screenshots of a shared screen. Transcripts and screenshots are files on your own disk; there is no hosted service and no account. Needs an MCP client attached - Claude Code is the tested one. Install with npx meet-live-assist-server.
• kudosity/mcp 🎖️ 📇 ☁️ - Official Kudosity server for SMS, MMS and WhatsApp messaging: send messages, pull delivery reports and replies, manage contacts and contact lists, configure webhooks, check balance, and discover the live API. 19 tools, API key auth. Install: npx -y kudosity-mcp.
• lanchuske/local-mcp 📇 🏠 🍎 - Connect Claude, Cursor, Windsurf and other AI agents to macOS native apps: Mail, Calendar, Contacts, Reminders, Notes, iMessage, Finder, Safari, OmniFocus, Microsoft Teams, Outlook, OneDrive, and Office documents. 82 tools. Runs entirely on your Mac — no cloud, no tokens, no API keys.
• leshchenko1979/fast-mcp-telegram 🐍 ☁️ 🏠 🍎 🪟 🐧 - Telegram MCP server with direct API/curl access, multi-user Bearer auth, HTTP-MTProto Bridge, file attachments, voice transcription, and context-optimized design
• lettio-eu/mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Private, EU-hosted email for AI agents over the open JMAP standard. Read, search, reply in-thread, organize and send from your own mailbox. Hosted remote server with OAuth at https://mcp.lettio.eu/mcp, or run locally via npx -y @lettio/mcp. Sending is pinned to the signed-in mailbox, so an agent can never send from another address.
• lharries/whatsapp-mcp 🐍 🏎️ - An MCP server for searching your personal WhatsApp messages, contacts and sending messages to individuals or groups
• LimzoCom/limzo-mcp 🎖️ 📇 ☁️ - Read-only stats for public Telegram groups tracked by Limzo, the Telegram anti-spam and moderation bot: search groups, then pull leaderboards, activity trends, member levels and moderation summaries. No API key; run npx -y limzo-mcp or connect to https://limzo.com/api/public/mcp.
• liuboacean/agent-comm-hub 📇 🏠 🍎 🪟 🐧 - Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source.
• nakulben/whatsapp-mcp 🐍 ☁️ - WhatsApp Business API template management via Meta Cloud API. Create, validate, and send all 12 template types (text, image, video, document, location, authentication, carousel, coupon, catalog, MPM, limited-time offer, and flows) from any MCP client.
• line/line-bot-mcp-server 🎖 📇 ☁️ - MCP Server for Integrating LINE Official Account
• littlebearapps/outlook-assistant 📇 ☁️ - Ask your AI assistant to search your inbox, send emails, schedule meetings, manage contacts, and configure mailbox settings — without leaving the conversation. Works with Claude, Cursor, Windsurf, and any MCP-compatible client.
• loicfontaine-max/qorami-sdk 📇 ☁️ - Check an email before an AI agent sends it: returns send / ask-a-human / block, with machine reason codes and prompt-injection detection.
• Leximo-AI/leximo-ai-call-assistant-mcp-server 📇 ☁️ - Make AI-powered phone calls on your behalf — book reservations, schedule appointments, and view call transcripts
• ma2no4413/outlook-mcp 🐍 🏠 🍎 🪟 🐧 - Restructure a large Outlook / Hotmail mailbox. move_folder relocates a whole folder subtree in one API call — thousands of messages change place without being moved, their IDs stay valid, and inbox rules pointing at that folder keep working. Also bulk move and bulk mark-read with dry-run previews, and server-side inbox rules as first-class tools. Replies are written to Drafts; there is no send tool and Mail.Send is never requested. Deletes only ever reach Deleted Items.
• madbonez/caldav-mcp 🐍 ☁️ - Universal MCP server for CalDAV protocol integration. Works with any CalDAV-compatible calendar server including Yandex Calendar, Google Calendar (via CalDAV), Nextcloud, ownCloud, Apple iCloud, and others. Supports creating events with recurrence, categories, priority, attendees, reminders, searching events, and retrieving events by UID.
• MailFlat/mailflat-sdks 🐍 ☁️ - Email inboxes for agents, with the one-time code returned as a field instead of a regex over the message body. Addresses are permanent; only the messages expire, on a retention window you choose. uvx mailflat-mcp
• marlinjai/email-mcp 📇 ☁️ 🏠 - Unified MCP server for email across Gmail (REST API), Outlook (Microsoft Graph), iCloud, and generic IMAP/SMTP. 24 tools for search, send, organize, and batch-manage emails with built-in OAuth2 and encrypted credential storage.
• Metaverse-Cloud/engagelab-email-mcp 📇 ☁️ - Official EngageLab Email MCP server for AI agents to send, receive, monitor, and reply to email with thread context. Install with npx -y @engagelabemail/mcp.
• marras0914/agent-toolbelt 📇 ☁️ - 20 focused API tools for AI agents: schema generation, text extraction, token counting, regex/cron building, prompt optimization, web summarization, document comparison, and more. TypeScript SDK + LangChain wrappers included.
• mohitbadwal/ringback 🐍 🏠 🍎 - Lets the LLM reach you on your phone: live, interruptible voice calls and tiered alerts, using free self-hosted pieces (SIP via pjsua2/Linphone + whisper.cpp STT + macOS say TTS). No paid telephony, no extra API key for the conversation.
• multimail-dev/mcp-server 📇 ☁️ - Email for AI agents. Send and receive as markdown with configurable human oversight (monitor, gate, or fully autonomous).
• ni-c/carddav-mcp 📇 🏠 ☁️ - Contacts, groups and photos over CardDAV, on any server that speaks the standard — Radicale, Baikal, Nextcloud, SOGo, Fastmail, iCloud. 17 tools. Writes are read-modify-write over the parsed card guarded by ETags, so an X- property some phone wrote in 2014 survives an edit; both group conventions are read and the one written follows what the book already uses; an address book allowlist is enforced where ids are decoded rather than per tool. Card text is treated as untrusted input, because a card claiming somebody's bank details changed does not need the model to run a tool, only to be believed. npx -y @ni-c/carddav-mcp
• ni-c/caldav-mcp 📇 🏠 ☁️ - Events, tasks and journal entries over CalDAV, on any server that speaks the standard — Radicale, Baikal, Nextcloud, SOGo, Fastmail, iCloud. 22 tools. Recurring events are expanded client-side rather than trusted to the server, a calendar allowlist is enforced where ids are decoded, writes are read-modify-write guarded by ETags, and deleting or changing a whole series asks a person first. Calendar text is treated as untrusted input, because anyone who can send an invitation can put text in your calendar. npx -y @ni-c/caldav-mcp
• Sequenzy/mcp 📇 ☁️ 🍎 🪟 🐧 - Email marketing automation MCP server for Sequenzy. Manage subscribers, lists, segments, templates, campaigns, sequences, transactional emails, analytics, and AI-generated email content. Install: npx -y @sequenzy/mcp.
• aeoess/mingle-mcp 📇 ☁️ - Agent-to-agent networking. Your AI publishes what you need, matches with other people's agents, both humans approve before connecting. 6 tools, Ed25519 signed, shared network at api.aeoess.com.
• mouse114514/Xadeus-QQ-MCP 🐍 🏠 🪟 🐧 - QQ MCP Server — connects to QQ via NapCatQQ (OneBot v11), giving AI agents direct control over QQ (send/receive messages, group management, auto-wake on incoming messages, and more).
• MrGo2/icloud-mcp 📇 🏠 ☁️ 🍎 - Apple Mail, Calendar, Contacts, Reminders, Notes, Messages and Safari in one server with 41 tools. Talks AppleScript to the native macOS apps, or IMAP/CalDAV/CardDAV to iCloud when running off-Mac.
• n24q02m/better-email-mcp 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email MCP server with App Passwords (no OAuth2). Auto-discovers Gmail, Outlook, Yahoo, iCloud. 5 composite tools: search, read, send, reply, forward. Multi-account support.
• ni-c/smtp-mcp 📇 🏠 🍎 🪟 🐧 - Sends, replies to and forwards mail over plain SMTP, so it works with the mail account you already have. Sending is off until you name the recipients it may write to: every address in To, Cc and Bcc is checked against that allowlist before a connection is opened, and each message is then approved by a person through an MCP elicitation, with recipients and subject on their own labelled lines. There is no from parameter, so a model cannot write in a colleague's name. The counterpart to imap-mcp, in its own process with its own credentials. npx -y @ni-c/smtp-mcp
• openagentemail/openagentemail 📇 🏠 🍎 🪟 🐧 - Self-hosted email for AI agents: unlimited mailboxes on your own domain with a single docker compose up. OTP and verification-link extraction built in, long-poll mail_wait_for, read/unread state, plus a web dashboard for humans. Install with npx -y @openagentemail/mcp.
• ni-c/ntfy-mcp 📇 ☁️ 🏠 - Send push notifications through ntfy, read back what was sent, and revise a notification in place while a job runs, so subscribers watch one message change instead of collecting five. Thirteen tools including user and topic-access administration; the tool list narrows to a curated six. npx -y @ni-c/ntfy-mcp
• OrygnsCode/Omnicord 📇 🏠 🍎 🪟 🐧 - Hands your AI an entire Discord server: 148 tools covering chat, moderation, automod, events, and full administration, up to building a complete community server from one paragraph. One-command guided setup, and every destructive action previews and waits for your confirmation.
• overpod/mcp-telegram 📇 🏠 🍎 🪟 🐧 - Telegram MCP server via MTProto/GramJS — 20 tools for reading chats, searching messages, downloading media, managing contacts. QR code login, npx zero-install. Hosted version at mcp-telegram.com.
• OverQuotaAI/chatterboxio-mcp-server 📇 ☁️ - MCP server implementation for ChatterBox.io, enabling AI agents to send bots to online meetings (Zoom, Google Meet) and obtain transcripts and recordings.
• paigy-ai/mcp 📇 ☁️ - Call, text, or push the user's phone when an agent needs input mid-task — reply by voice instead of babysitting a long-running or blocked terminal. Works with any MCP client, not just Claude. Install: npx -y @paigy/mcp@latest.
• PhononX/cv-mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Server that connects AI Agents to Carbon Voice. Create, manage, and interact with voice messages, conversations, direct messages, folders, voice memos, AI actions and more in Carbon Voice.
• Pingfyr/mcp 🎖️ 📇 ☁️ - The scheduled delivery API for developers. Schedule reminders, notifications, and webhooks with one API call.
• platfone-com/mcp 📇 ☁️ 🏠 - Virtual phone number platform for AI agents — rent numbers across 200+ countries, receive SMS, and manage the full activation lifecycle. Supports stdio and HTTP transport.
• PostcardBot/mcp-server 📇 ☁️ - Send real physical postcards worldwide via AI agents. Bulk send up to 500 recipients. Volume pricing from $0.72/card.
• PaSympa/discord-mcp 📇 🏠 🍎 🪟 🐧 - Lightweight multi-guild Discord MCP server with 60+ tools for messages, channels, roles, forums, webhooks, and moderation.
• Py2755/aiogram-mcp 🐍 ☁️ - MCP server middleware for aiogram Telegram bots — 30 tools, 7 resources, 3 prompts covering messaging, rich media, moderation, interactive keyboards, real-time event streaming, rate limiting, permissions, and audit logging.
• qq418716640/botbell-mcp 📇 ☁️ - Send push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging — users reply in the BotBell app, AI reads and continues. Supports action buttons, Markdown, and multi-bot management via PAT.
• saseq/discord-mcp ☕ 📇 🏠 🍎 🪟 🐧 - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
• sawa-zen/vrchat-mcp - 📇 🏠 This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
• Sealjay/mcp-hey 📇 🏠 🍎 - Local MCP server for Hey.com email. Read, search, send, reply, and manage the screener via locally cached session from Hey's webview auth.
• Sendmux/sendmux-sdk 🐍 ☁️ 🏠 - Email inbox API MCP server for AI agents to receive, search, and send mail through hosted or local Sendmux Product MCP.
• serhiizghama/viber-mcp 📇 ☁️ - MCP server for the Viber Bot REST API. Send text, pictures, videos, files, locations, and contacts; broadcast to up to 300 recipients; manage webhooks and inspect account/user state — 13 tools, fully typed, available on npm as @serhii.zghama/viber-mcp.
• SirGreed808/zoho-mail-mcp 📇 🏠 - MCP server for Zoho Mail. Read, search, and send email from Claude.
• softeria/ms-365-mcp-server 📇 ☁️ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
• sounny/sounnyforms-mcp 🎖️ 📇 ☁️ 🏠 - Zero-API-key serverless form backend, lead triage, and instant contact form generator for static sites, React, and JAMstack apps. Install with npx -y sounnyforms-mcp.
• Spix-HQ/spix-mcp 🐍 ☁️ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: pip install spix-mcp. Free tier available.
• tecnologicachile/mail-mcp 🦀 ☁️ 🍎 🪟 🐧 - Full-stack email MCP server in Rust: IMAP, SMTP, Exchange Web Services, and Microsoft Graph in one binary, with OAuth2 and multi-account support. Read, search, send, reply, forward, bulk operations, and attachment download to disk, plus server-side guardrails that reject malformed LLM tool calls.
• teddyzxcv/ntfy-mcp - The MCP server that keeps you informed by sending the notification on phone using ntfy
• liagha/termgram 🦀 🏠 🍎 🪟 🐧 - MTProto Telegram from your terminal: CLI for messages, media and contacts, an MCP server that pushes server-to-client notifications when new messages land, and an SSE stream for external consumers.
• textbee/textbee-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Send and read SMS through your own Android phone via textbee.dev, the open-source SMS gateway. Three tools: send_sms, get_messages (replies, codes, delivery status), list_devices. Self-hosted friendly. npx -y @textbee/mcp
• timkulbaev/mcp-gmail 📇 ☁️ - Full Gmail operations via Unipile API: send, reply, list, read, delete, search, manage labels, attachments, and drafts. Dry-run by default on destructive actions.
• tlennon-ie/neurodock 🐍 🏠 ☁️ - Local-first cognitive substrate for neurodivergent professionals: a translator for corporate ambiguity, a planner, and a guardrail that declines to amplify rumination, hyperfocus, or sycophancy. Hosted stateless tools over OAuth.
• trycourier/courier-mcp 🎖️ 💬 ☁️ 🛠️ 📇 🤖 - Build multi-channel notifications into your product, send messages, update lists, invoke automations, all without leaving your AI coding space.
• userad/didlogic_mcp 🐍 ☁️ - An MCP server for DIDLogic. Adds functionality to manage SIP endpoints, numbers and destinations.
• vaemail/vaemail-mcp 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability. Scoped API keys, idempotent requests and dry-run. npx -y vaemail mcp
• wyattjoh/imessage-mcp 📇 🏠 🍎 - A Model Context Protocol server for reading iMessage data from macOS.
• wyattjoh/jmap-mcp 📇 ☁️ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
• wazionapps/mcp-server 📇 ☁️ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
• webtoolbox/websitetoolbox-mcp 📇 🏠 - MCP server for the Website Toolbox forum platform. Exposes the Forum REST API as MCP tools for Categories, Topics, Posts, Users, User Groups, Conversations, Messages, Moderators, Tags, and Page Views.
• wildsurfer/your-mail-mcp 🏎️ 🏠 🍎 🪟 🐧 - Read-only, self-hosted search over several IMAP accounts (Gmail, iCloud, any provider), mirrored one way by mbsync into a local notmuch index. The process cannot send, delete or move mail. Docker image; stdio for Claude Code, Cursor and Claude Desktop, or HTTP with OAuth from a phone.
• windborne/zulipmcp 🐍 ☁️ - Run AI agents in Zulip as @mentionable bots — or wire into any MCP client. Real-time listening, session management, file handling.
• YCloud-Developers/ycloud-whatsapp-mcp-server 📇 🏠 - MCP server for WhatsApp Business Platform by YCloud.
• yjcho9317/nworks 📇 🏠 🍎 🪟 🐧 - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
• YS-projectcalc/agent-cold-email 🎖️ 📇 ☁️ - Coldrig: cold-email infrastructure your agent operates end to end — buy domains, provision mailboxes, warm up, run sequences, and handle replies (28 tools, remote streamable-HTTP or stdio via npx agent-cold-email). Free sandbox: npx agent-cold-email demo
• zcaceres/gtasks-mcp 📇 ☁️ - An MCP server to Manage Google Tasks
• ztxtxwd/open-feishu-mcp-server 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
• loglux/whatsapp-mcp-stream 📇 🏠 🍎 🪟 🐧 - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
• Zacccck/Claude-MCP-Read-Email-Attachments 📇 ☁️ 🏠 🪟 - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude.
• zerodrop-dev/zerodrop-mcp 📇 ☁️ - Disposable email inboxes for AI agents — OTPs and magic links auto-extracted from verification emails. Test signups and auth flows, no signup needed.
• starnikovoleg/tgatlas-mcp 📇 🏠 - Public Telegram channels without a user session: channel profiles, posts with view and forward counts, the discussion thread under a post, and the channels Telegram itself recommends.

🗣️ Conversational AI

Tools for building and operating AI conversation agents that hold structured dialogues with end users.

• TsvetanG2/cognigy-ai-mcp-management-server 📇 - Management and automation server for the Cognigy.AI conversational AI platform, exposing 132 tools across flows, agents, snapshots, NLU, functions, and deployment. Published to the official MCP Registry. npx mcp-cognigy
• bodyegypt/lobbyvoices-mcp 🎖️ ☁️ - Official remote MCP server for Lobby, an AI receptionist for small businesses. Seven free no-auth tools: write business phone scripts and IVR menus (English + Mexican Spanish), generate ElevenLabs agent system prompts, calculate missed-call cost, get a hire-a-receptionist verdict, role-play a call against the live receptionist engine, and get a real demo number to call. Typed structured outputs.
• puspoaditya/cloudflare-workers-ai-mcp 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference for AI agents: LLM chat completions (Llama 3.3 70B, Llama 3.1 8B, Llama 4 Scout, Qwen Coder 32B, DeepSeek R1 Distill), text embeddings (BGE small/base), and image generation (Flux 1 Schnell) — generous free tier, no infrastructure to run. npx -y @puspoaditya/cloudflare-workers-ai-mcp.
• kiro0x/five-mcp 🐍 🏠 - LLM character consistency engine — generates structured JSON constraints from 4 multiple-choice questions about an AI's psychology. Drop the JSON into any LLM's system prompt to prevent persona drift; reduces inference cost from retries. 160,000 personality patterns; works with any LLM.
• Perspective-AI/mcp 🎖️ 📇 ☁️ - Official MCP server for Perspective AI. An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).
• guillaumehussong/standard-vocal-mcp 📇 🏠 - Voice Agent Factory for Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning, and CI regression gates. npx -y standard-vocal-mcp

🔑 Cryptography

Tools for encrypting and decrypting data.

• degenlegion-com/waxseal-sdk 📇 ☁️ 🏠 - On-chain Ed25519 identity for AI agents — verify seals by fingerprint, validate document signatures, and gate irreversible actions behind human-signed approval tokens. Hosted at api.waxseal.id/mcp; local install (npx @waxseal/mcp) for signing.
• denismaggior8/enigma-python-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - A Model Context Protocol server that brings the capabilities of enigmapython library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
• ogasurfproject-jpg/horizon-shield 📇 ☁️ - Bitcoin-anchored, trustless public verification ledger (JIDEC) for AI-agent evidence: fetch the record bytes, recompute the SHA-256, and check the OpenTimestamps/Bitcoin timestamp — no trust in the issuer required.
• laszlopere/mcp-bytesmith 🐍 🏠 - Local byte-wrangling toolbox: encoding (hex/Base64/Base32/Base58/Base45…), cryptographic + CRC hashing, base conversion, and CSPRNG tokens/passphrases, plus an opt-in Ethereum/EVM toolset (keccak, ABI/RLP codecs, EIP-191/712 hashing, function/event selectors, EIP-55). No network calls. uvx mcp-bytesmith.
• Fulcrum-Enterprises/verify-proof 🐍 🏠 🍎 🪟 🐧 - Verify blockchain-anchored timestamp proofs locally: recompute a file's SHA-256, walk the Merkle path, and check the anchor on Polygon or Bitcoin. Verification makes no network call and needs no account or API key, and never asks the issuing service whether its own proof is good; an optional tool anchors a new hash through ProofLedger. pip install "verify-proof[mcp]".

👤 Customer Data Platforms

Provides access to customer profiles inside of customer data platforms

• Aleksey-Panf/b2b-enrichment-mcp 🐍 ☁️ - B2B lead enrichment server integrating Hunter.io and Apollo APIs. 9 tools for email discovery, domain search, company data, and contact verification.
• azmartone67/dchub-mcp-server 📇 ☁️ - Data-center, power & gas intelligence MCP server. 33 tools covering 21,000+ data-center facilities (170+ countries), 232 US power markets scored by the DC Hub Power Index (DCPI), 2,000+ tracked M&A deals, ISO grid telemetry (PJM, ERCOT, CAISO, MISO, SPP, NYISO), fiber routes, and energy pricing. Free to cite (CC-BY-4.0).
• antv/mcp-server-chart 🎖️ 📇 ☁️ - A Model Context Protocol server for generating visual charts using AntV.
• bouncewatch/mcp 🎖️ ☁️ - Find out what changed at a company and when — funding, senior hires, partnerships, expansion, office openings, customer wins. 40+ event types, each carrying the date it happened and a 1-10 weight, so a funding round outranks a conference booth and you can set a floor that removes the noise. Ask in plain language ("which Dutch companies under 50 people raised in the last month") or put a watch on a company and get told the next time something happens there. 10 tools, 8 of them read-only. Hosted; connect via OAuth or an API key at https://api.bouncewatch.com/api/v1/mcp
• ckalima/pipedrive-mcp-server 📇 ☁️ - MCP server for Pipedrive CRM. 155 tools covering deals, persons, organizations, activities, products, projects, tasks, leads, notes, mail, and fields. stdio transport, API-key auth, delete tools gated behind an env flag. Published on npm as @ckalima/pipedrive-mcp-server. MIT.
• echoloc-ai/echoloc-mcp 🎖️ 🐍 ☁️ - Company technographics from hiring data: search 760K+ companies by the technologies they use with direction of change (adopting / replacing / evaluating), enrich any domain with firmographics and hiring signals, and browse a 10,000+ technology catalog. Free tier, remote server at api.echoloc.ai/mcp.
• hustcc/mcp-echarts 📇 🏠 - Generate visual charts using Apache ECharts with AI MCP dynamically.
• hustcc/mcp-mermaid 📇 🏠 - Generate mermaid diagram and chart with AI MCP dynamically.
• ictinnovations/ictcrm-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for ICTCRM, an open source CRM with built-in telephony. Reads contact groups by default. Creating and deleting contacts, and adding them to a calling campaign, are only registered when ICTCRM_MCP_ALLOW_WRITE=true, so a default install cannot enrol anyone into an outbound campaign. Zero-install via npx -y ictcrm-mcp.
• iaptic/mcp-server-iaptic 🎖️ 📇 ☁️ - Connect with iaptic to ask about your Customer Purchases, Transaction data and App Revenue statistics.
• embeddedlayers/mcp-analytics 🐍 ☁️ - Statistical analysis, forecasting, and ML for business data (Shopify, Stripe, WooCommerce, eBay, GA4, Search Console). Upload a CSV or connect live data sources — ask a question in Claude or Cursor, get an interactive HTML report.
• mambalabsdev/mcp-icp-fit-scorer 📇 ☁️ - Scores a company against a weighted ideal customer profile, returning a 0-100 score, A/B/C tier, and per-signal breakdown.
• OpenDataMCP/OpenDataMCP 🐍 ☁️ - Connect any Open Data to any LLM with Model Context Protocol.
• QuackbackIO/quackback 📇 ☁️ - Open-source customer feedback platform with built-in MCP server. Agents can search feedback, triage posts, update statuses, create and comment on posts, vote, manage roadmaps, merge duplicates, and publish changelogs.
• sergehuber/inoyu-mcp-unomi-server 📇 ☁️ - An MCP server to access and updates profiles on an Apache Unomi CDP server.
• skippedaga/yanifend-mcp ☕ ☁️ - Hosted MCP server for YaniFend, a WordPress feedback widget — manage your questionary (list / create / update / delete questions and options) and read collected answers via natural language.
• tinybirdco/mcp-tinybird 🐍 ☁️ - An MCP server to interact with a Tinybird Workspace from any MCP client.
• lionkiii/google-searchconsole-mcp 📇 🏠 - Google Search Console MCP server with 13 SEO tools — search analytics, URL inspection, sitemap management, keyword opportunities, brand analysis, and performance comparison.
• saurabhsharma2u/search-console-mcp - An MCP server to interact with Google Search Console and Bing Webmasters.

🗄️ Databases

Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.

• dockndevai/mcp-percona-pg 📇 🏠 🍎 🪟 🐧 - Percona Operator for PostgreSQL: manage PostgreSQL + PgBouncer clusters, connection pooling, PostgreSQL tuning, backups/PITR, DR & major upgrades — safe-by-default access modes, cluster allowlists, protected clusters, restore/upgrade/delete gating, and typed confirmation. npx -y @dockndevai/mcp-percona-pg

• dockndevai/mcp-clickhouse 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries & management — every statement classified read/write/destructive and gated by access mode, with row caps and audit. npx -y @dockndevai/mcp-clickhouse

• agenticfabriq/mnemiq 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite. The model only proposes SQL — shape, access, dialect and query plan are checked deterministically before any rows are read, and it refuses rather than guessing. uv run mnemiq serve

• AIops-tools/Postgres-AIops 🐍 🏠 - Governed PostgreSQL DBA operations — slow-query, bloat, and blocking-lock RCA, index management, vacuum/analyze, and replication lag (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.

• Aiven-Open/mcp-aiven - 🐍 ☁️ 🎖️ - Navigate your Aiven projects and interact with the PostgreSQL®, Apache Kafka®, ClickHouse® and OpenSearch® services

• alexanderzuev/supabase-mcp-server - Supabase MCP Server with support for SQL query execution and database exploration tools

• aliyun/alibabacloud-tablestore-mcp-server ☕ 🐍 ☁️ - MCP service for Tablestore, features include adding documents, semantic search for documents based on vectors and scalars, RAG-friendly, and serverless.

• amineelkouhen/mcp-cockroachdb 🐍 ☁️ - A Model Context Protocol server for managing, monitoring, and querying data in CockroachDB.

• andyWang1688/sql-query-mcp 🐍 🏠 - A general-purpose MCP server that lets AI work with multiple databases within clear boundaries. Supports PostgreSQL and MySQL today with schema discovery, sampling, read-only queries, and query-plan inspection.

• antonorlov/mcp-postgres-server 📇 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL over MCP, including databases behind an SSH bastion.

• appwrite/mcp 🎖️ 🐍 ☁️ - Official Appwrite MCP server. Connect via hosted OAuth at https://mcp.appwrite.io/ (no API keys) or self-host with a project API key to manage databases, auth, users, functions, storage, messaging, and more.

• ArcadeData/arcadedb 🎖️ ☕ 🏠 - Built-in MCP server for ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin, and MongoDB QL support.

• Arun-kc/schemabrain 🐍 🏠 🍎 🪟 🐧 - Read-only trust layer for Postgres: the agent never writes SQL — twelve tools compile it from definitions you control, PII and secret categories are refused before the query runs, and every call lands in a tamper-evident SHA-256 audit chain.

• astandrik/local-ydb-toolkit 📇 🏠 - Local YDB MCP is a TypeScript stdio MCP server for operating Docker-based local-ydb deployments via local or SSH-backed profiles. Supports bootstrap, diagnostics, auth hardening, storage workflows, dump/restore, upgrades, and plan-first mutating operations.

• benborla29/mcp-server-mysql ☁️ 🏠 - MySQL database integration in NodeJS with configurable access controls and schema inspection

• bram2w/baserow - Baserow database integration with table search, list, and row create, read, update, and delete capabilities.

• c4pt0r/mcp-server-tidb 🐍 ☁️ - TiDB database integration with schema inspection and query capabilities

• Canner/wren-engine 🐍 🦀 🏠 - The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents

• centralmind/gateway 🏎️ 🏠 🍎 🪟 - MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery, Supabase

• ChristianHinge/dicom-mcp 🐍 ☁️ 🏠 - DICOM integration to query, read, and move medical images and reports from PACS and other DICOM compliant systems.

• chroma-core/chroma-mcp 🎖️ 🐍 ☁️ 🏠 - Chroma MCP server to access local and cloud Chroma instances for retrieval capabilities

• ClickHouse/mcp-clickhouse 🐍 ☁️ - ClickHouse database integration with schema inspection and query capabilities

• codeurali/mcp-dataverse 📇 🏠 ☁️ - Microsoft Dataverse MCP server with 63 tools for entity CRUD, FetchXML/OData queries, metadata inspection, workflow execution, audit logs, and Power Platform integration. Zero-config device code authentication.

• confluentinc/mcp-confluent 🐍 ☁️ - Confluent integration to interact with Confluent Kafka and Confluent Cloud REST APIs.

• corebasehq/coremcp 🏎️ ☁️ 🏠 - A secure, tunnel-native database bridge for AI agents. Connects localhost & on-premise databases (MSSQL, etc.) to LLMs with AST-based query safety and PII masking.

• Couchbase-Ecosystem/mcp-server-couchbase 🎖️ 🐍 ☁️ 🏠 - Couchbase MCP server provides unfied access to both Capella cloud and self-managed clusters for document operations, SQL++ queries and natural language data analysis.

• cr7258/elasticsearch-mcp-server 🐍 🏠 - MCP Server implementation that provides Elasticsearch interaction

• crystaldba/postgres-mcp 🐍 🏠 - All-in-one MCP server for Postgres development and operations, with tools for performance analysis, tuning, and health checks

• cvelasquez/mcp-sqlserver 📇 🏠 ☁️ - Manage dozens of SQL Server instances from one config file, grouped by client or environment and hot-reloaded, with execution plans, index audits and stored-procedure analysis

• datacharter/datacharter 🐍 🏠 - Local, contract-governed federation across files and databases (Postgres, Snowflake, BigQuery, DuckDB, Excel, and more) with read-only guards, PII masking, and per-column agent access.

• Dataring-engineering/mcp-server-trino 🐍 ☁️ - Trino MCP Server to query and access data from Trino Clusters.

• davewind/mysql-mcp-server 🏎️ 🏠 A – user-friendly read-only mysql mcp server for cursor and n8n...

• designcomputer/mysql_mcp_server 🐍 🏠 - MySQL database integration with configurable access controls, schema inspection, and comprehensive security guidelines

• devopam/MCPg 🐍 🏠 ☁️ 🍎 🪟 🐧 - Production-grade PostgreSQL MCP server with 100+ tools for catalog introspection, AST-validated safe query execution, index tuning, natural-language SQL, pgvector/TimescaleDB/AGE integrations, and HTTP/stdio transports.

• domdomegg/airtable-mcp-server 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities

• edwinbernadus/nocodb-mcp-server 📇 ☁️ - Nocodb database integration, read and write capabilities

• ergut/mcp-bigquery-server 📇 ☁️ - Server implementation for Google BigQuery integration that enables direct BigQuery database access and querying capabilities

• Eszetael/postgres-mcp-hardened 🦀 🏠 ☁️ 🍎 🪟 🐧 - Maintained Rust replacement for the archived @modelcontextprotocol/server-postgres. Writes are refused twice: sqlparser AST validation rejects mutating statements before execution, and the session runs default_transaction_read_only with a per-session statement_timeout — so the read-only transaction is the fallback, not the only defence. Single self-contained binary, stdio and Streamable HTTP, schema inspection, column redaction that survives renames and casts, an EXPLAIN cost guard, a hash-chained audit log with --verify-audit, optional OAuth 2.1 RS256, distroless image, signed releases for five platforms. MIT.

• f4ww4z/mcp-mysql-server 📇 🏠 - Node.js-based MySQL database integration that provides secure MySQL database operations

• ferrants/memvid-mcp-server 🐍 🏠 - Python Streamable HTTP Server you can run locally to interact with memvid storage and semantic search.

• fireproof-storage/mcp-database-server 📇 ☁️ - Fireproof ledger database with multi-user sync

• Michael2150/flamerobin-mcp-server #️⃣ 🏠 🪟 - Firebird database MCP server that reads connection details from FlameRobin's config — no credential setup required. Access all locally registered databases in one session with full schema introspection, DDL/DML execution, execution plans, and missing index analysis.

• freema/mcp-gsheets 📇 ☁️ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.

• FreePeak/db-mcp-server 🏎️ 🏠 – A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.

• FROWNINGdev/django-orm-lens 🐍 🏠 🍎 🪟 🐧 - Django ORM static-analysis MCP server. Nine read-only tools (list_apps, list_models, describe_model, find_relations, cascade_preview, er_diagram, describe_migration_dependency, suggest_indexes, signal_graph) that expose Django schema, relationships (FK/M2M/O2O, on_delete, related_name), migration deps, missing indexes, and signal graphs — no DB, no Django boot, no credentials. Companion to a VS Code / VSCodium / Cursor extension (Open VSX verified) and a django-orm-lens PyPI CLI. pip install django-orm-lens[mcp].

• furey/mongodb-lens 📇 🏠 - MongoDB Lens: Full Featured MCP Server for MongoDB Databases

• gannonh/firebase-mcp 🔥 ⛅️ - Firebase services including Auth, Firestore and Storage.

• get-convex/convex-backend 📇 ☁️ - Convex database integration to introspect tables, functions, and run oneoff queries (Source)

• gigamori/mcp-run-sql-connectorx 🐍 ☁️ 🏠 🍎 🪟 🐧 - An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS SQL Server, etc.

• googleapis/genai-toolbox 🏎️ ☁️ - Open source MCP server specializing in easy, fast, and secure tools for Databases.

• GreptimeTeam/greptimedb-mcp-server 🐍 🏠 - MCP Server for querying GreptimeDB.

• hannesrudolph/sqlite-explorer-fastmcp-mcp-server 🐍 🏠 - An MCP server that provides safe, read-only access to SQLite databases through Model Context Protocol (MCP). This server is built with the FastMCP framework, which enables LLMs to explore and query SQLite databases with built-in safety features and query validation.

• henilcalagiya/google-sheets-mcp 🐍 🏠 - Your AI Assistant's Gateway to Google Sheets! 25 powerful tools for seamless Google Sheets automation via MCP.

• hydrolix/mcp-hydrolix 🎖️ 🐍 ☁️ - Hydrolix time-series datalake integration providing schema exploration and query capabilities to LLM-based workflows.

• idoru/influxdb-mcp-server 📇 ☁️ 🏠 - Run queries against InfluxDB OSS API v2.

• infino-ai/infino-mcp 🎖️ 📇 🏠 - Retrieval over your own data with Infino (BM25 full-text, vector, hybrid, and SQL), an embedded engine on Apache Parquet over object storage.

• InfluxData/influxdb3_mcp_server 🎖️ 📇 🏠 ☁️ - Official MCP server for InfluxDB 3 Core/Enterprise/Cloud Dedicated

• igorolv/jdbc-mcp-server ☕ 🏠 🍎 🪟 🐧 - Read-only access to PostgreSQL, Oracle, and SQL Server for AI agents: schema discovery, query validation, execution plans, benchmarking, and index/statistics analysis. JDBC drivers bundled.

• izzzzzi/izTolkMcp 📇 🏠 - MCP server for the Tolk smart contract compiler on TON blockchain. Compile, syntax-check, and generate deployment deeplinks for TON contracts directly from AI assistants.

• isaacwasserman/mcp-snowflake-server 🐍 ☁️ - Snowflake integration implementing read and (optional) write operations as well as insight tracking

• iunera/druid-mcp-server ☕ ☁️ 🏠 - Comprehensive MCP server for Apache Druid that provides extensive tools, resources, and prompts for managing and analyzing Druid clusters.

• Janadasroor/pg-mnemosyne-mcp 🐍 🏠 - A PostgreSQL Model Context Protocol (MCP) server acting as a robust persistent super memory, task tracker, and multi-agent coordination hub for AI assistants.

• JaviMaligno/postgres_mcp 🐍 🏠 - PostgreSQL MCP server with 14 tools for querying, schema exploration, and table analysis. Features security-first design with SQL injection prevention and read-only by default.

• joshuarileydev/supabase-mcp-server - Supabase MCP Server for managing and creating projects and organisations in Supabase

• jovezhong/mcp-timeplus 🐍 ☁️ - MCP server for Apache Kafka and Timeplus. Able to list Kafka topics, poll Kafka messages, save Kafka data locally and query streaming data with SQL via Timeplus

• jparkerweb/mcp-sqlite 📇 🏠 - Model Context Protocol (MCP) server that provides comprehensive SQLite database interaction capabilities.

• KashiwaByte/vikingdb-mcp-server 🐍 ☁️ - VikingDB integration with collection and index introduction, vector store and search capabilities.

• kiliczsh/mcp-mongo-server 📇 🏠 - A Model Context Protocol Server for MongoDB

• kosminus/querywise-mcp 🐍 🏠 - Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data dictionary grounded against your real schema.

• ktanaka101/mcp-server-duckdb 🐍 🏠 - DuckDB database integration with schema inspection and query capabilities

• lintbase/lintbase-mcp 📇 🏠 - Ground-truth Firestore schema context for AI coding agents. Stops Cursor, Claude, and Windsurf from hallucinating field names and queries. Scans live collections, returns real field names, types, and presence rates.

• LucasHild/mcp-server-bigquery 🐍 ☁️ - BigQuery database integration with schema inspection and query capabilities

• memgraph/mcp-memgraph 🐍 🏠 - Memgraph MCP Server - includes a tool to run a query against Memgraph and a schema resource.

• mbentham/SqlAugur #️⃣ 🏠 🪟 🐧 - SQL Server MCP server with AST-based query validation, read-only safety, schema exploration, ER diagram generation, and DBA toolkit integration (First Responder Kit, DarlingData, sp_WhoIsActive).

• mickelsamuel/migrationpilot 📇 🏠 - Gate unsafe PostgreSQL migrations before an agent writes or runs them. check_before_apply returns pass/fail; 112 lock-safety rules, offline, no database required. npx migrationpilot-mcp

• modelcontextprotocol/server-postgres 📇 🏠 - PostgreSQL database integration with schema inspection and query capabilities

• modelcontextprotocol/server-sqlite 🐍 🏠 - SQLite database operations with built-in analysis features

• mahAnuj/mcp-multi-db 📇 🏠 - One MCP server for PostgreSQL, MySQL, and SQLite. Unified read-only tools (list_databases, list_tables, describe_table, run_query) across all three engines with two-layer read-only enforcement (SQL-text guard + DB-level read-only transactions). Install: npx -y mcp-multi-db.

• montumodi/mongodb-atlas-mcp-server 📇 ☁️ 🪟 🍎 🐧 - A Model Context Protocol (MCP) that provides access to the MongoDB Atlas API. This server wraps the mongodb-atlas-api-client package to expose MongoDB Atlas functionality through MCP tools.

• neo4j-contrib/mcp-neo4j 🐍 🏠 - Model Context Protocol with Neo4j (Run queries, Knowledge Graph Memory, Manaage Neo4j Aura Instances)

• neondatabase/mcp-server-neon 📇 ☁️ — An MCP Server for creating and managing Postgres databases using Neon Serverless Postgres

• niledatabase/nile-mcp-server MCP server for Nile's Postgres platform - Manage and query Postgres databases, tenants, users, auth using LLMs

• nlqueries/nlqueries 🐍 🏠 - Natural language to validated SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and self-hosted MCP server.

• openlink/mcp-server-jdbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Java Database Connectivity (JDBC) protocol

• openlink/mcp-server-odbc 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via the Open Database Connectivity (ODBC) protocol

• openlink/mcp-server-sqlalchemy 🐍 🏠 - An MCP server for generic Database Management System (DBMS) Connectivity via SQLAlchemy using Python ODBC (pyodbc)

• ofershap/mcp-server-sqlite 📇 🏠 - SQLite operations — query databases, inspect schemas, explain queries, and export data.

• pab1it0/adx-mcp-server 🐍 ☁️ - Query and analyze Azure Data Explorer databases

• pab1it0/prometheus-mcp-server 🐍 ☁️ - Query and analyze Prometheus, open-source monitoring system.

• pgtuner_mcp 🐍🗄️ - provides AI-powered PostgreSQL performance tuning capabilities.

• pilat/mcp-datalink 📇 🏠 - MCP server for secure database access (PostgreSQL, MySQL, SQLite) with parameterized queries and schema inspection

• planetscale/mcp - The PlanetScale CLI includes an MCP server that provides AI tools direct access to your PlanetScale databases.

• prisma/mcp 📇 ☁️ 🏠 - Gives LLMs the ability to manage Prisma Postgres databases (e.g. spin up new databases and run migrations or queries).

• qdrant/mcp-server-qdrant 🐍 🏠 - A Qdrant MCP server

• QuantGeekDev/mongo-mcp 📇 🏠 - MongoDB integration that enables LLMs to interact directly with databases.

• quarkiverse/mcp-server-jdbc ☕ 🏠 - Connect to any JDBC-compatible database and query, insert, update, delete, and more.

• questdb/mcp-server-questdb 🎖️ 📇 🏠 - Official QuestDB MCP server that lets coding agents drive the QuestDB Web Console: notebook cells, SQL queries, and charts on live time-series data.

• rashidazarang/airtable-mcp 🐍 ☁️ - Connect AI tools directly to Airtable. Query, create, update, and delete records using natural language. Features include base management, table operations, schema manipulation, record filtering, and data migration through a standardized MCP interface.

• Yusufihsangorgel/queue-inspector-mcp 📇 🏠 - Inspect and operate Redis-backed job queues (Asynq and BullMQ): per-state counts, job detail with decoded payload and last error, and faithful retry/delete running each library's own scripts. Read-only mode for production.

• redis/mcp-redis 🐍 🏠 - The Redis official MCP Server offers an interface to manage and search data in Redis.

• Rheopyrin/db-access-mcp 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over verified SSH / AWS SSM tunnels, with read-only enforcement, confined file exports, and pluggable secret providers (env, Vault, AWS Secrets Manager, RDS IAM). Published on the official MCP Registry.

• Rufflet/mysql-legacy-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for legacy MySQL 5.0–5.6: schema inspection and SELECT by default, with opt-in INSERT/UPDATE/DELETE/DDL. Live-verified against MySQL 5.0–8.0. npx -y mysql-legacy-mcp

• runekaagaard/mcp-alchemy 🐍 🏠 - Universal SQLAlchemy-based database integration supporting PostgreSQL, MySQL, MariaDB, SQLite, Oracle, MS SQL Server and many more databases. Features schema and relationship inspection, and large dataset analysis capabilities.

• narekmalk/safedb-mcp ☁️ 🏠 - Secure MCP server for safe, read-only DB access by AI agents, with SQL guardrails, table allowlists, PII masking, and audit logs.

• s2-streamstore/s2-sdk-typescript 🎖️ 📇 ☁️ - Official MCP server for the S2.dev serverless stream platform.

• schemacrawler/SchemaCrawler-MCP-Server-Usage 🎖️ ☕ – Connect to any relational database, and be able to get valid SQL, and ask questions like what does a certain column prefix mean.

• seedfast-ai/seedfast-mcp 🎖️ 🏠 - Fills a PostgreSQL database with synthetic test data generated from its live schema, so an agent can plan a seed, run it and follow it to completion without production data. Runs as npx -y seedfast mcp, published in the official MCP registry as st.seedfa/seedfast.

• seob717/redash-mcp 📇 🏠 - Connect Redash to Claude — natural-language SQL with safety guards (blocks DROP/TRUNCATE, PII detection), BIRD-based smart table selection, plus saved queries, dashboards, widgets, and alerts.

• SidneyBissoli/ibge-br-mcp 📇 ☁️ - Brazilian Census Bureau (IBGE) data server with 23 tools for demographics, geography, economics, and statistics. Covers localities, SIDRA tables, Census data, population projections, and geographic meshes.

• sirmews/mcp-pinecone 🐍 ☁️ - Pinecone integration with vector search capabilities

• slotix/dbconvert-streams-public 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Read-only SQL across PostgreSQL, MySQL, S3-compatible buckets and folders of Parquet/CSV/JSON — and one query can join across all of them, federated in-process by DuckDB. No tool writes: they are absent rather than disabled, and every tool declares readOnlyHint. Runs from connection strings alone as docker run -i --rm slotix/stream-mcp postgres://… or as a one-click Claude extension.

• skysqlinc/skysql-mcp 🎖️ ☁️ - Serverless MariaDB Cloud DB MCP server. Tools to launch, delete, execute SQL and work with DB level AI agents for accurate text-2-sql and conversations.

• Snowflake-Labs/mcp 🐍 ☁️ - Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.

• sqemo/sqemo-mcp 📇 🏠 ☁️ - Design ERDs that follow your team's naming standards. Query and edit entities, relationships and domains, generate physical names from a shared glossary, import/export SQL (7 dialects) and DBML, and diff the model against a live database. Local .erd.json files work without an account.

• srmadscience/mcpdbwizard-open ☕ 🏠 🍎 🪟 🐧 - Oracle 12c–26ai with no run-sql tool. You select the PL/SQL packages, tables, sequences and your own tested SQL statements, and it generates a Java MCP server exposing exactly those as typed tools — each with a real JSON Schema derived from the procedure's signature, covering records, collections, %ROWTYPEs, REF CURSORs and any number of OUT parameters. Anything you did not select has no tool, no method and no class: it is absent from the binary rather than refused.

• subnetmarco/pgmcp 🏎️ 🏠 - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.

• supabase-community/supabase-mcp 🎖️ 📇 ☁️ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.

• SurajKGoyal/amnesic 🐍 🏠 🍎 🪟 🐧 - The MCP server that remembers your database — persists table/column annotations, an FK relationship graph, and searchable notes across sessions, so the model stops re-discovering your schema every time. PostgreSQL, MySQL, MSSQL, SQLite; read-only-enforced.

• TheRaLabs/legion-mcp 🐍 🏠 Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.

• ThinAirTelematics/thinair-data 📇 ☁️ - Connect any AI to PostgreSQL, MySQL, or SQL Server — 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available.

• tradercjz/dolphindb-mcp-server 🐍 ☁️ - TDolphinDB database integration with schema inspection and query capabilities

• tuannvm/mcp-trino 🏎️ ☁️ - A Go implementation of a Model Context Protocol (MCP) server for Trino

• ugurcl/dbridge-mcp 📇 🏠 🍎 🪟 🐧 - Query SQLite, PostgreSQL, and MySQL in plain language — read-only by design, with column hiding/masking, row caps, per-query timeouts, cost-based rejection, and rate limiting.

• GetMystAdmin/urdb-mcp 📇 🏠 - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products

• VictoriaMetrics-Community/mcp-victorialogs 🎖️ 🏎️ 🏠 - Provides comprehensive integration with your VictoriaLogs instance APIs and documentation for working with logs, investigating and debugging tasks related to your VictoriaLogs instances.

• weaviate/mcp-server-weaviate 🐍 📇 ☁️ - An MCP Server to connect to your Weaviate collections as a knowledge base as well as using Weaviate as a chat memory store.

• wenb1n-dev/mysql_mcp_server_pro 🐍 🏠 - Supports SSE, STDIO; not only limited to MySQL's CRUD functionality; also includes database exception analysis capabilities; controls database permissions based on roles; and makes it easy for developers to extend tools with customization

• wenb1n-dev/SmartDB_MCP 🐍 🏠 - A universal database MCP server supporting simultaneous connections to multiple databases. It provides tools for database operations, health analysis, SQL optimization, and more. Compatible with mainstream databases including MySQL, PostgreSQL, SQL Server, MariaDB, Dameng, and Oracle. Supports Streamable HTTP, SSE, and STDIO; integrates OAuth 2.0; and is designed for easy customization and extension by developers.

• wenerme/wener-mssql-mcp 📇 🏠 - MSSQL database integration with schema inspection and query capabilities

• xexr/mcp-libsql 📇 🏠 ☁️ - Production-ready MCP server for libSQL databases with comprehensive security and management tools.

• XGenerationLab/xiyan_mcp_server 📇 ☁️ — An MCP server that supports fetching data from a database using natural language queries, powered by XiyanSQL as the text-to-SQL LLM.

• xing5/mcp-google-sheets 🐍 ☁️ - A Model Context Protocol server for interacting with Google Sheets. This server provides tools to create, read, update, and manage spreadsheets through the Google Sheets API.

• yannbrrd/simple_snowflake_mcp 🐍 ☁️ - Simple Snowflake MCP server that works behind a corporate proxy. Read and write (optional) operations

• ydb/ydb-mcp 🎖️ 🐍 ☁️ - MCP server for interacting with YDB databases

• yimindev/dati ☕ ☁️ - Semantic gateway that turns mainstream databases into MCP services with business metadata enhancement and parameterized SQL tools.

• yincongcyincong/VictoriaMetrics-mcp-server 🐍 🏠 - An MCP server for interacting with VictoriaMetrics database.

• rafim-dev/schema-bridge-mcp 📇 🏠 🍎 🪟 🐧 - Universal schema compiler (SQL/Prisma to Zod, TypeScript, Pydantic) and realistic synthetic mock API data generator.

• Zhwt/go-mcp-mysql 🏎️ 🏠 – Easy to use, zero dependency MySQL MCP server built with Golang with configurable readonly mode and schema inspection.

• zilliztech/mcp-server-milvus 🐍 🏠 ☁️ - MCP Server for Milvus / Zilliz, making it possible to interact with your database.

• wklee610/kafka-mcp 🐍 🏠 ☁️ - MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind).

• croc100/Litescope 🏎️ 🏠 ☁️ - MCP-first operations toolchain for SQLite, Cloudflare D1, and Turso. Inspect, diff, migrate, monitor, back up, and repair databases over stdio. Read-only by default; writes are opt-in, dry-run first, and auto-snapshot before applying. npx -y litescope mcp

• gulmezeren2-byte/erp-report-engine 🐍 🏠 - Read-only MCP over the SQL database behind an ERP (Logo Tiger, Netsis, Mikro). The agent sees canonical entities like orders, never raw ERP tables, through a four-layer read-only guard that checks the statement, fails closed, and blocks side-effecting functions (pg_read_file, xp_cmdshell, …) — measured by a public 28-attack benchmark and an in-browser "break it" playground running the real guard via Pyodide.

📊 Data Platforms

Data Platforms for data integration, transformation and pipeline orchestration.

• dockndevai/mcp-debezium 📇 🏠 🍎 🪟 🐧 - Debezium / Kafka Connect CDC connector monitoring & lifecycle — access modes, connector allowlists, protected connectors, delete gating, and credential redaction. npx -y @dockndevai/mcp-debezium
• dockndevai/mcp-kafka 📇 🏠 🍎 🪟 🐧 - Apache Kafka cluster, topic & consumer-group monitoring (with per-partition and total lag) and management — access modes, topic allowlists, protected internal topics, delete gating. npx -y @dockndevai/mcp-kafka
• 1luvc0d3/metabase-mcp 📇 🏠 - MCP server connecting Claude to Metabase with 28 tools for natural language data analysis, dashboard management, SQL queries, and automated insights. Features SQL guardrails, rate limiting, and audit logging.
• alanpcf/brasil-data-mcp 📇 🏠 🍎 🪟 🐧 - Brazilian public data for AI agents — companies (CNPJ), addresses (CEP), banks (BACEN), national holidays — via BrasilAPI. No auth, no API key. Install: npx -y brasil-data-mcp.
• Alessandro114/scala-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Search and enrich data from 250M+ companies across 50+ countries. Company lookup by name, VAT, or ID, NACE sector search, and financial data from official EU business registries. Free tier: 50 lookups/month. Install: npx scala-mcp-server.
• antonio-mello-ai/mcp-airflow 🐍 🏠 - Manage Apache Airflow through its REST API — list DAGs, inspect DAG runs and task instances, trigger runs, and check failed-DAG and scheduler/metadatabase health. 7 tools, built with FastMCP. Install: uvx mcp-airflow.
• sam1siam/astrofabric-mcp 🎖️ ☁️ - Agentic AI for business intelligence: company and contact discovery, verification, enrichment, business signals, lists and governed delivery. Remote Streamable HTTP with OAuth or API keys; mission_agent by default, granular tools with ?tools=all.
• carrierone/verilexdata-mcp 📇 ☁️ - 20 structured datasets (NPI healthcare, SEC filings, OFAC sanctions, crypto whales, Polymarket signals, patents, economic indicators) via x402 pay-per-query with USDC. Free stats/sample endpoints, MCP + HTTP transport.
• equinoxaifinance-rgb/civicdataforge-mcp 🎖️ 📇 ☁️ - Ten source-bound government-record evidence tools covering US STR permits, lodging licenses, property violations, healthcare exclusions, inspections, childcare licensing, EPA ECHO facilities, and Norway company evidence. Public metadata discovery; execution uses the caller's own Apify token over Streamable HTTP.
• aegis-dq/aegis-dq 🐍 🏠 🍎 🪟 🐧 - Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with LLM root cause analysis, and proposes SQL remediations. Every LLM decision is audit-logged with cost and latency.
• alkemiai/alkemi-mcp 📇 ☁️ - MCP Server for natural language querying of Snowflake, Google BigQuery, and DataBricks Data Products through Alkemi.ai.
• Autario/autario-mcp ☁️ - Search, query, and publish charts across 2,300+ verified public datasets (World Bank, IMF, Eurostat, OECD, WHO). 28 MCP tools for data discovery, analysis, and visualization. Remote MCP + npm package.
• vinvuk/apiverket-mcp 📇 ☁️ 🍎 🪟 🐧 - Query Swedish public data through Apiverket, including company data, SCB statistics, weather, transport, and more. Install: npx -y apiverket-mcp-server.
• avisangle/method-crm-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Production-ready MCP server for Method CRM API integration with 20 comprehensive tools for tables, files, users, events, and API key management. Features rate limiting, retry logic, and dual transport support (stdio/HTTP).
• aywengo/kafka-schema-reg-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive Kafka Schema Registry MCP server with 48 tools for multi-registry management, schema migration, and enterprise features.
• bintocher/mcp-superset 🐍 ☁️ 🏠 🍎 🪟 🐧 - Full-featured Apache Superset MCP server with 135+ tools for dashboards, charts, datasets, SQL Lab, security (users, roles, RLS, groups), permissions audit, and 30+ built-in safety validations. Supports HTTP, SSE, and stdio transports.
• bruno-portfolio/agrobr-mcp 🐍 ☁️ - Brazilian agricultural data for LLMs — prices, crop estimates, climate, deforestation from 19 public sources via CEPEA, CONAB, IBGE, INPE and B3.
• Castaldo-Solutions/mcp-vtenext 📇 🏠 🍎 🪟 🐧 - MCP server for VTENext CRM (open-source vtiger-based). Query, create and update opportunities and contacts via the WebService API. Available on npm as @castaldosolutions/mcp-vtenext.
• dan1d/mercadolibre-mcp 📇 ☁️ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia).
• datanika-io/datanika-core 🎖️ 🐍 ☁️ 🏠 - Read-only-by-default MCP server for Datanika, the open-source ELT + dbt platform: browse connections, preview data, run and compile dbt transforms, monitor runs, and manage pipelines. 25 tools; opt-in --allow-write enables create/trigger.
• dbt-labs/dbt-mcp 🎖️ 🐍 🏠 ☁️ - Official MCP server for dbt (data build tool) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
• Evan-Crx/permisapi-mcp 🐍 🏠 🍎 🪟 🐧 - 7 tools for French open-data building permits (Sitadel, 311k rows, ~2M permits/year, Etalab license). Search, details, DVF transactions cross-ref, real estate dealer opportunity score, PLU urban zoning, BRGM natural and technological risks, and a Vue 360 composite that fans out 6 sub-fetches in one tool call. Powered by permisapi.fr. Plan Free covers basic search and details, Pro+ unlocks the enrichments. Install: pip install permisapi-mcp.
• flexorch/flexorch-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Convert unstructured business documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets with automatic classification, field extraction, PII masking (10+ locales), and quality scoring. 6 async MCP tools covering the full pipeline: submit → poll → extract → build → export JSONL/RAG/CSV. Install: pip install flexorch-mcp.
• flowcore/mcp-flowcore-platform 🎖️ 📇 ☁️ 🏠 - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
• FreelexHo/power-bi-mcp 🐍 ☁️ 🪟 🍎 🐧 - Power BI MCP server with device code auth, enhanced refresh (table-level polling with retry), refresh diagnostics with root-cause error catalog, DAX queries with RLS simulation, PBIP source locating, and scheduled refresh reports.
• gura105/operational-ontology 📇 🏠 🍎 🪟 🐧 - Reference implementation of an "operational ontology": MCP tools are generated from a typed business domain model (objects, links, actions) — one tool per query shape and per action, deliberately no raw SQL tool. Writes pass business-rule preconditions, are audited, and write back to the systems of record; refusals are machine-readable. Demo scenario included (pnpm demo / pnpm mcp).
• Hug0x0/mcp-reunion 📇 ☁️ 🍎 🪟 🐧 - 96 tools across 21 modules for La Réunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: npx -y mcp-reunion.
• greencalculus/greencalculus-mcp 🎖️ 📇 ☁️ - Sourced greenhouse-gas emission factors and audit-traced carbon calculations (activity, embodied EN 15978, PCAF financed emissions) — every value returns with its exact source reference and data version, so answers are citable and reproducible. 16,673 factors, 12 tools. Install: npx -y greencalculus-mcp, or connect remotely at https://mcp.greencalculus.com. Free tier, no card.
• JordiNei/mcp-databricks-server 🐍 ☁️ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
• jwaxman19/qlik-mcp 📇 ☁️ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
• keboola/keboola-mcp-server 🐍 - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
• mattijsdp/dbt-docs-mcp 🐍 🏠 - MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt documentation.
• meacheal-ai/mrc-data 📇 ☁️ - China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB lab-test verification.
• meal-inc/bonnard-cli 📇 ☁️ - Ultra-fast to deploy agentic-first MCP-ready semantic layer. Let your data be like water.
• mbrummerstedt/powerbi-analyst-mcp 🐍 ☁️ - Connect LLMs to Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and automatically page large results via local CSV.
• Osseni94/keyneg-mcp 🐍 🏠 - Enterprise-grade sentiment analysis with 95+ labels, keyword extraction, and batch processing for AI agents
• Osseni94/oyemi-mcp 🐍 🏠 - Deterministic semantic word encoding and valence/sentiment analysis using 145K+ word lexicon. Provides word-to-code mapping, semantic similarity, synonym/antonym lookup with zero runtime NLP dependencies.
• paracetamol951/caisse-enregistreuse-mcp-server 🏠 🐧 🍎 ☁️ - Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
• r3dz4r/datapulse-my 🐍 ☁️ - Trust layer for 418 official Malaysian public datasets — freshness, licence, provenance, drift and signed-evidence checks, with an offline-verifiable attestation chain. Remote streamable-http at https://mcp.data-pulse.my/mcp, no API key.
• saikiyusuke/registep-mcp 📇 ☁️ - AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI chat analysis, and weather correlation features.
• Kemetra/seshat-bi 🐍 🏠 🍎 🪟 🐧 - Read-only readiness governance for BI pipelines. Six tools report where each table sits across a seven-stage source-to-Power-BI spine, explain what is blocking the next stage, run a static SQL/TMDL/PBIR governance check, and export an evidence pack. Tools never write files, execute warehouse work, or grant approvals -- human sign-off stays a separate seam. Install: pip install "seshat-bi[mcp]" then seshat mcp.
• us-all/airflow-mcp-server 📇 🏠 🍎 🪟 🐧 - Airflow REST API — 7 tools (DAG list, runs, task instances, log tails, trigger, clear). dag-health-rollup aggregation. Airflow 3.x /api/v2 + JWT (SimpleAuthManager); pin 0.1.x for Airflow 2.x. Read-only by default; trigger/clear write-gated.
• soil-dev/capsulemcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for Capsule CRM. 81 tools (49 in read-only mode) covering contacts, opportunities, projects, tasks, timeline activity, structured + saved filters, workflow tracks, and file attachments. Two transports — stdio (npx capsulemcp) and HTTP+OAuth for hosted Custom Connectors. Read-only-mode env flag for safer defaults. Apache 2.0.
• Sugra-Systems/sugra-api-mcp 🎖️ 🐍 ☁️ - Connector between LLM agents and world data - 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, government, news, climate, maritime, and entity screening. Install via pip install sugra-api-mcp or hosted at app.sugra.ai/mcp.
• vikramgorla/mcp-swiss 📇 ☁️ - 68 tools for Swiss open data: transport, weather, geodata, companies, parliament, and more. Zero API keys required.
• yashshingvi/databricks-genie-MCP 🐍 ☁️ - A server that connects to the Databricks Genie API, allowing LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational agents.
• Younghef/nutriref-api 🐍 ☁️ 🍎 🪟 🐧 - USDA FoodData Central nutrition for AI agents — pay-per-call in USDC on Base via x402. Four tools (search, detail, compare, recipe) at $0.001–$0.005 per call. No signup, no API keys; MCPB-packaged for one-click install.
• Leekangbum/networklytics-mcp 🐍 - YouTube comment social network analysis (SNA): influencer centrality ranking, community detection (Louvain), sentiment analysis, and public JSON API for AI agents

💻 Developer Tools

• ieranama/discomcp 🦀 🏠 🍎 🪟 🐧 - Profile any MCP server into a reusable, read-only skill that captures how you actually use it — your workflows, the identifier hops that chain one call into the next, and each tool's safety class. Exploration runs behind a default-deny gate that provably never writes (a SELECT runs; a DROP on the same tool is refused by inspecting the statement). One static binary. npx @ieranama/discomcp
• Karzone/TestAtlas #️ 🏠 🍎 🪟 🐧 - Zero-config CLI + MCP server that maps a .NET test-automation solution (Reqnroll/SpecFlow) into one queryable SQLite file, so coding agents can search existing step definitions, check change impact, and stop duplicating code. No build, no network, no AI. dnx TestAtlas.Mcp
• ARADIA-systems/aradia-mcp-server 🎖️ 📇 ☁️ 🏠 🐧 - Turnkey on-premise private Agentic AI systems by ARADIA on dedicated NVIDIA DGX hardware (Spark, Station, B200) with zero cloud data leakage. Operating since 1991, six tools cover hardware sizing (query_hardware_specs), CapEx token ROI payback modeling (calculate_roi), autonomous affiliate onboarding to earn 10% bounties (onboard_partner), and machine procurement via BTCPay Server (BTC/LN/USDT) or Stripe MPP Fiat (execute_procurement_order), plus track_order_status and query_partner_stats. Listed on the official MCP Registry (com.aradia/sovereign-hardware). Remote Streamable HTTP / SSE at https://aradia.com/api/mcp or https://aradia.com/api/a2a/mcp-endpoint.php.
• iyashjayesh/tokenchit 📇 🏠 🍎 🪟 🐧 - Reads the Claude Code, Codex and OpenCode usage logs already on your machine: token totals, per-day and per-hour activity, per-agent and per-model breakdown, and a year-in-review recap. Makes no network request — a test fails if any source file can open a socket. npx -y @tokenchit/mcp
• kyle641320/true-memory-fragments 🐍 🏠 - TMF checks source-context freshness against a selected Git working tree and retrieves source-linked code relationships on demand, helping coding agents revisit stale understanding and consider cross-file impact.
• rafim-dev/mcp-context-condenser 📇 🏠 🍎 🪟 🐧 - Token-slimming AST code outliner, log compressor, and context budget analyzer cutting LLM context bills by up to 85%.
• rafim-dev/mcp-doctor 📇 🏠 🍎 🪟 🐧 - MCP configuration health check, binary validator, and JSON auto-repair engine for Claude Desktop, Cursor, and Cline.
• om-tajne/pkgdiet 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer that flags unused packages, calculates actual install sizes, and catches unmaintained legacy bloat. npx pkgdiet mcp
• aicanvas-me/aicanvas 📇 🏠 🍎 🪟 🐧 - Open-source registry of 75+ free animated React components (shadcn-compatible) exposed over MCP: eight read-only tools to list, search, fetch, and get install commands for components, design systems, and templates from the live aicanvas.me registry. npx -y @aicanvas/mcp
• Hyperiux-Immersion-Labs/hyperiux-components 🎖️ 📇 🏠 🍎 🪟 🐧 - MCP server for the Hyperiux Vault effect registry: three read-only tools to browse/search 150+ React/Next.js animation and interaction effects (50+ free, 100+ Pro), fetch full detail (dependencies, changelog, install command, and source for effects you're entitled to), and list categories. Install via NPM: npx -y hyperiux-mcp-server
• 2ools/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Turn what your assistant just built into a durable, versioned project. One free authless tool (create_public_preview) renders a standalone HTML document as a real shareable URL; 42 more cover projects, refinement, version comparison, separately-delegated approvals, artifacts, work assignments and source export. Build authority and review authority are deliberately separate scopes. Remote Streamable HTTP, OAuth 2.1 + PKCE. https://2ools.app/mcp
• aurumflux20/effectfence 🦀 🏠 🍎 🪟 🐧 - Causal effect fence for agent tool calls: stops double-charges and duplicate side effects. Same-instant races elect exactly one winner; late duplicates replay a sealed, content-addressed receipt (fence_prepare / fence_commit / fence_abort). Ships a 1,000-attempt storm demo enforced in CI. npx -y effectfence (prebuilt binaries for macOS, Windows and Linux — no Rust toolchain) or cargo install effectfence.
• baobabcat/demandscope 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating digital-product and dev-tool ideas: query GitHub repo signals, Hacker News attention, and npm/PyPI download counts through six stdio tools with TTL caching and backoff. Dependency-free, no API keys. Listed on the official MCP Registry (io.github.baobabcat/demandscope).
• BoxBoxmari/my-pi 📇 🏠 🍎 🪟 🐧 - Local-first MCP runtime for coding agents with bounded workspace access, guarded writes, AST search, LSP navigation/diagnostics, and Git tooling.
• Bristlecone-Logic/bristlecone-logic 🐍 ☁️ - Deterministic execution guardrails, isolated AST math evaluation, SSRF-safe DNS routing, and autonomous malformed JSON repair.
• bricelancasterwcp-sudo/sensorium 🐍 🦀 📇 🏠 🐧 - Record Python/Rust/TypeScript program runs to local SQLite; query call trees, exceptions, and value flow over MCP (refuses rather than guesses). Local-first for coding agents — not LLM-prompt tracing; not the unrelated Telegram sensorium-mcp.
• hivemindunit/llmintel-mcp 📇 ☁️ - Check whether an LLM model id is deprecated, retiring, or retired, and what to migrate to. Covers OpenAI, Anthropic, Azure, Bedrock, Google, and Cohere. No API key. npx -y @llmintel/mcp or https://llmintel.ai/v1/mcp
• jubstaaa/hono-telescope 📇 🏠 - Debugging for Hono apps whose dashboard is also an MCP server: read the running application's recent exceptions with the request that produced them and that request's logs and queries, recent requests filtered by status or duration, one request in full, and the slowest queries. Read-only, five tools, zero runtime dependencies. npm i hono-telescope, then claude mcp add --transport http telescope http://localhost:3000/telescope/mcp.
• Jarroslav/agentic-os 📇 🏠 🍎 🪟 🐧 - Read-only server exposing the agentic-os governance, SDLC, and QE methodology to any MCP host; never writes to your repo and never executes code. Ships install planning and install verification. npx -y agentic-os-mcp
• rm-rf-prod/GroundTruth-MCP 📇 🏠 🍎 🪟 🐧 - Self-hosted MCP for live docs, code audits, snippets, and best practices across 445+ libraries. 14 tools, 107 audit patterns with file:line precision, BM25-ranked snippets, lockfile-aware version pinning, npm/PyPI/crates.io/Go fallback. No API keys, no rate limits, Context7 alternative. npx -y @groundtruth-mcp/gt-mcp
• scarletkc/vexor 🐍 🏠 ☁️ 🍎 🪟 🐧 - A semantic search engine for files and code — find files by describing what they do, not their names. Local reusable indexes, configurable embedding providers (OpenAI, Gemini, Voyage, any OpenAI-compatible API, or fully offline local models), AST-aware code chunking, optional reranking. uvx vexor mcp or pip install vexor.
• apatureai/bastion 📇 🏠 - In-loop design review of rendered UI for coding agents: submit a preview URL, get grounded findings with element references, then recheck the fix. Read-only by design — never edits code. OAuth 2.1 and SSRF-safe URL handling reference implementation. npx -y @apatureai/bastion
• aradar46/reuse-before-generate 📇 🏠 🍎 🪟 🐧 - Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. npx -y reuse-before-generate
• hernaninverso/eleata-verify-mcp 📇 ☁️ - Grounding / hallucination guard: verify a claim against evidence (Supported/Refuted/Not Enough Evidence) with a confidence + abstain flag, for RAG and agents. npx -y eleata-verify-mcp.
• appcreationsca/bumpguard-mcp 🐍 🏠 🍎 🪟 🐧 - Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break before you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. pip install bumpguard-mcp
• MasterPlayspots/motionspec 📇 ☁️ 🏠 - Reduced-motion / WCAG 2.2.2+2.3.3 verification for web animation: agents author validated specs; a deterministic compiler emits reduced-motion-safe, on-budget CSS. Keyless hosted endpoint (motion_catalog, motion_validate).
• SLP-DEV1/qwen-dap-mcp 📇 🏠 🪟 - DAP-to-MCP bridge that gives coding agents structured native-debugger evidence through CodeLLDB, including stack frames, registers, locals, disassembly, memory, crash dumps, and bounded autonomous crash fix/verify workflows.
• TomD4vs/prumo 📇 🏠 🍎 🪟 🐧 - Checks the context files a coding agent reads (CLAUDE.md, AGENTS.md, SKILL.md, .cursor/rules) against the git index: wrong letter case, broken links, missing paths, commands nothing defines, and agent configuration that points at nothing. Two more tools report which sections drifted from the code and what each file costs.
• VerificateAI/verificate-mcp-quickstart 🎖️ 📇 ☁️ - The merge gate for AI-written code: deterministic checks veto placeholder/mock implementations, tests that cannot fail and unsupported "it's done" claims, then a model review checks for calls to APIs that do not exist, grades what remains and returns a fix plan. Remote server, no signup needed to start.
• Vivekpatil200320/CyberRescue 🐍 🏠 - Secure host-level telemetry gateway enabling sandboxed AI agents to dynamically fetch container logs and track kernel resource metrics.
• davidmosiah/delx-mcp-server 📇 🏠 ☁️ 🍎 🪟 🐧 - Native stdio bridge for the hosted Delx Protocol MCP endpoint, with one-command client install, doctor checks and live tool discovery.
• deed-lang/deed 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language and local MCP server for checking types, effects, capabilities, and contracts in agent-written modules. Its review tool compares before and after source sets and returns machine-readable receipts for new authority, weaker promise tiers, and new Guarded runtime obligations. Install: cargo install deed-lang; run deed mcp.
• DeusData/codebase-memory-mcp 🌊 🏠 🍎 🪟 🐧 - Code-intelligence engine that indexes a repo into a persistent knowledge graph — functions, classes, call chains, HTTP routes, cross-service links. 159 languages via tree-sitter + Hybrid LSP, sub-ms structural queries, ~99% fewer tokens than grep. Single static binary, zero dependencies, 100% local. npx codebase-memory-mcp
• docweave/mcp 📇 🏠 ☁️ - Generate and read PDFs for AI agents: a generate_pdf tool (HTML, a URL, or a template + JSON → PDF) and a read_pdf tool (a PDF → text/markdown). Run locally with npx @docweave/mcp or use the hosted streamable-HTTP endpoint. Chromium-rendered, priced per document.
• dynatrace-oss/dynatrace-managed-mcp 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - interact with self-hosted Dynatrace Managed environments to retrieve observability data, security insights, and performance metrics. It allows users to query problems, logs, events, and SLOs through natural language interfaces in both local and remote modes.
• emailens/mcp 🎖️ 📇 ☁️ - Official MCP server for Emailens, the rendering linter for email. Lint HTML email for rendering issues across 15 clients (Gmail, Outlook, Apple Mail and more), score CSS compatibility 0-100 per client, simulate dark mode, and get framework-native fix snippets for React Email, MJML, and Maizzle. npx -y @emailens/mcp
• embedded-society/altium-designer-mcp 🦀 🏠 🍎 🪟 🐧 - Lets an AI build and maintain Altium Designer component libraries: reads and writes .PcbLib footprints and .SchLib symbols byte-exactly (34 tools, IPC-7351B-driven footprints, STEP models, one-click Claude Desktop install).
• forgemeshlabs/aso-audit-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Free Agent Signal Optimization scanner for website/API agent readiness. Scores discovery, identity, trust, commerce, reputation, and memory signals; validates robots.txt AI bot rules, llms.txt, agent.json, Google A2A agent cards, MCP server cards, API catalogs, OAuth metadata, x402, pricing, security.txt, status endpoints, and cross-file identity consistency. Returns ASO maturity levels, evidence, and prioritized fix plans. Local stdio or Glama-hosted, no API key required. npx -y @forgemeshlabs/aso-audit-mcp.
• JoeGlenn1213/ActionD 🏎️ 🏠 🍎 🐧 - Local CI/CD engine for AI agents: listens to LGH git events and runs plugin jobs (Go/Python/Java/web toolchains) in isolated checkouts, with structured results, AI failure diagnosis, approval gates, auto-rollback, a web console, and 22 MCP tools including one-call dev_cycle_run (commit → CI → verdict). brew install JoeGlenn1213/tap/actiond
• kucherenko/jscpd 🎖️ 🦀 🏠 🍎 🪟 🐧 - Copy/paste (duplicate code) detection for codebases. The jscpd detector's built-in MCP server lets agents check snippets and files for duplication against a scanned project — useful as a DRY gate before an agent commits generated code. Self-contained binary, stdio transport: jscpd --mcp.
• KyaniteLabs/checkyourself 🐍 🏠 - Local-first production-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score, and guided fixes before launch.
• m00nreport/mcp-server 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management over MCP. Author manual test cases, assemble and run manual executions with per-case results, cut releases, and link automated tests to the cases they cover. Guided prompts for flaky-test triage, release readiness and regression hunts. Hosted or self-hosted. Install: npx -y @m00nsolutions/mcp-server.
• mcurmi05/vdiff 📇 ☁️ - Breaking-change diffs for npm packages so coding agents stop writing code against outdated API knowledge.
• minipuft/claude-prompts-mcp 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step workflow chains, quality gates, and reasoning frameworks. Compose workflows with an operator syntax (>>prompt --> >>chain), verify steps with blocking or advisory gates, and export prompts as native skills to Claude Code, Cursor, OpenCode, and Gemini CLI. npx -y claude-prompts@latest
• modus-agendi/managed-agent-control-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Start, observe, and interact with Claude Managed Agents from any MCP client — launch an agent, poll its events to watch it work, reply, approve the tools it wants to run, and stop it. Runs over stdio, an HTTP container, or AWS Lambda, with pluggable inbound auth (bearer/OIDC/Cognito).
• getnahook/nahook-mcp 🎖️ 🏎️ ☁️ - "The official MCP server for the Nahook webhook platform — trigger webhooks, inspect deliveries, retry failures, and manage endpoints from your AI assistant."
• naveenayalla1-CS50/mcp-server-toolkit 📇 🏠 ☁️ 🍎 🪟 🐧 - Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
• Nishant-Chaudhary5338/mcp-code-indexer 📇 🏠 - Index any TypeScript/React repo (including monorepos) into a queryable code graph. Reverse queries (who-renders, who-calls, find-references), blast-radius analysis, dependency cycles, dead-code orphans, and symbol signatures — exposed over stdio. Install: npx code-graph-indexer.
• noisy/noisy-coding 🐍 🏠 🍎 🪟 🐧 - Voice interface for Claude Code: talk to your agent and it talks back while it works. Live speech-to-text with turn-taking, Grok/xAI voices, per-subagent voice personas, and a real-time HUD dashboard. Ships as a Docker image and a Claude Code plugin.
• nomadop/session-watcher 📇 🏠 🍎 🪟 🐧 - EOQ-based context economics for coding agents. Monitors LLM token cache with inventory theory, signals optimal session restart timing via live dashboard and terminal statusline. Zero context pollution — no metric ever enters the model's context.
• oddunits/pntr-cli 🎖️ 📇 ☁️ - The official MCP server for PNTR free dev subdomains — register a *.pntr.dev subdomain, manage its DNS records, receive email on a disposable inbox, and capture inbound HTTP requests for webhook debugging. Free tier, no key needed to start. Local stdio via npx @pntr/cli or hosted endpoint (https://api.pntr.dev/mcp, OAuth).
• raccioly/docguard 📇 🏠 🍎 🪟 🐧 - Deterministic documentation-drift detection for AI agents. Validates a project's canonical docs against its actual code — no LLM guessing; every finding has a stable code and a suggested fix. Five read-only tools over stdio: guard, score, explain, verify-claims, diagnose. npx -y docguard-cli mcp
• tatavarthitarun/nowsecure-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server for NowSecure Platform mobile security testing. List applications, pull remediation findings via GraphQL, and generate PDF reports locally (bypasses broken UI export). Published as nowsecure-mcp-server. npx -y nowsecure-mcp-server
• adrianczuczka/mason 📇 🏠 🍎 🪟 🐧 - Context engineering MCP server. Generates CLAUDE.md from git history and architectural file sampling, and maintains a concept-map snapshot of features/flows → files so agents can skip grep/glob on repeat queries. The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools.
• Avazbek22/DevProjex #️⃣ 🏠 🍎 🪟 🐧 - A local-first stdio MCP server for building token-efficient codebase context, with live preview, Git scopes, MCP-enforced secret redaction, and syntax-aware compression.
• masondelan/selvedge 🐍 🏠 - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
• saiffmirza/kiyas 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks for AI agents: compare a Figma frame (or any design screenshot) against the rendered implementation and get structured discrepancies with CSS properties and severity. Resolves a natural-language component description to a URL + selector in your codebase, screenshots it with Playwright, and compares via vision AI using your existing Claude Code or Codex subscription — no API keys. 90% mutation recall, zero false positives on its golden eval set. npx -y kiyas-cli mcp
• sapph1re/mcp-billing-gateway-sdk 📇 ☁️ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
• agenticempire/axint 📇 🏠 - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift — App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
• AIStoryHub/etincel 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic, local audit for AI writing tells (uniform paragraphs, hedged authority, stock transitions), paired with a trainable voice layer so Claude, Cursor, or any MCP client drafts closer to a real voice before you read it. No model call in the audit path. Also ships as a CLI and GitHub Action. npx etincel serve
• callstackincubator/agent-device 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI. Exposes status, install guidance, version-matched help, prompts, and resources for iOS, Android, tvOS, macOS, and Linux automation workflows.
• cq27-dev/rag-rat 🦀 🏠 🍎 🪟 🐧 - Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist across sessions. Every result carries provenance — confidence labels and coverage warnings. Keeps source read-only; a background watcher keeps queries fresh. PreToolUse hooks augment grep and flag near-duplicate code as you write it. cargo install rag-rat
• jospnunes/idencify-mcp 🎖️ 🦀 ☁️ - Hosted code-intelligence platform: connect a GitHub repo and agents get a whole-repo, cross-language call graph with 14 tools — blast-radius impact analysis, transitive callers, dead code, dependency cycles, architecture health, hybrid semantic search, and exact graph diffs between commits. OAuth 2.1; works with Claude Code, Cursor, and any MCP client.
• drhalto/agentmako 📇 🏠 🍎 🪟 🐧 - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store — so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
• Dusheh/myclaw-toolkit 📇 ☁️ 🍎 🪟 🐧 - 23-in-1 developer utility MCP server: web search, exchange rates, crypto prices, QR codes, JSON formatter, UUID, URL tools, domain check, RSS feeds, and more. 6 paid APIs via x402 micropayments ($0.003 USDC on Base). npx myclaw-toolkit
• paramount-engineering/roku-dev-studio 📇 🏠 🍎 🪟 🐧 - All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging, and real-time log monitoring.
• ILoveMyJay/repocontext 📇 🏠 🍎 🪟 🐧 - Next-gen AST codebase map, token compression (70%~85% savings), and context packaging engine for AI coding agents & IDEs.
• machinegrade/validate 📇 ☁️ 🏠 🍎 🪟 🐧 - Deterministic validation of AI-generated artifacts before acting on them: JSON Schema conformance, OpenAPI response conformance, SQL syntax per dialect. Typed verdicts with per-error fix hints. Hosted free tier with remote MCP endpoint; MIT, self-hostable.
• AKzar1el/mcp-web-validator 📇 ☁️ 🏠 🍎 🪟 🐧 - Web Validator by DigestSEO validates HTML and CSS, audits technical SEO and accessibility signals, checks JSON-LD and bounded public links, and captures responsive screenshots. Install locally with npx -y mcp-web-validator; no API keys required.
• halloffame12/CTX 🦀 🏠 🍎 🪟 🐧 - Codebase intelligence and context engine for AI coding agents. Indexes a repo into a deterministic code graph (symbols, references, dependency and reverse-dependency edges) with semantic diffs and impact analysis - 10 tools, no API keys, 100% local. npx -y ctxai-cli mcp.
• trakshan-mishra/Diffcontext 🐍 🏠 🍎 🪟 🐧 - Static-analysis-powered context compiler for LLM coding agents. Parses Python repos into dependency graphs, selects the minimal code context for a change (callers, callees, related functions), and packs it into a token budget with a disclosure header. Optionally biases retrieval from the bug report text. Includes verify which mines your repo's git history and grades retrieval — printing NULL RESULT when it doesn't fit. Zero runtime dependencies. pip install "diffcontext[mcp]".
• alexbypa/github-projectpulse-mcp 📇 ☁️ - GitHub repository health monitoring for AI assistants. Analyze health scores (A-F grades), OpenSSF security checks, DORA metrics, code scanning alerts, and CI/CD status of any repo.
• TimurRakhmatullin86/mcp-drill 🐍 🏠 🍎 🪟 🐧 - Fault injection + model-free reliability scorecard for MCP servers. Injects timeouts, malformed JSON-RPC, truncated & corrupted-but-valid outputs; grades outputSchema enforceability (31 servers, 265 tools — only 3% enforceable) + error conformance. pip install mcp-drill[scan] · uvx mcp-drill scan -- npx -y @modelcontextprotocol/server-filesystem /tmp · GitHub Action + badge. See vs mcp-scan.

Tools and integrations that enhance the development workflow and environment management.

• infino-ai/code-context 🎖️ 📇 🏠 - Local code search for AI coding agents: hybrid keyword + semantic search with SQL relevance ranking over a plain-file index. No accounts, keys, or server.

• kestiny18/spring-nacos-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Project-aware, read-only Nacos config & service-discovery server for Spring Cloud repos. Zero setup: auto-discovers every environment (dev/test/prod/...) from the repo's application/bootstrap files, with cross-environment key-level config diff. Single file, zero dependencies.

• mithun4elp/briefkit-mcp-server 📇 🏠 - Generate engineer-grade SaaS specifications — design systems, database schemas, and RLS policies for AI build tools like Lovable, Cursor, and Claude Code.

• magna-nz/aspnetcore-debugger-mcp #️⃣ 🏠 🍎🪟🐧 - MCP server for interactive .NET / ASP.NET Core debugging via netcoredbg. 27 tools: breakpoints (line, function, exception, data), stepping, thread inspection, exception autopsy, hang/deadlock analysis, and request tracing.

• marin1321/mcp-devtools 📇 🏠 🍎 🪟 🐧 - Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode.

• EtienneChollet/ontomics 🦀 🏠 🍎 🐧 - Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.

• ozgurcd/gograph 🏎️ 🏠 🍎 🪟 🐧 - An AST-aware structural repository graph engine and MCP server designed for AI agents. Understands Go struct embeds, public API surfaces, SQL queries, and error mapping to give agents instant codebase context without blindly grepping.

• LWTlong/ai-dev-analytics 📇 🏠 - An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules.

• 3KniGHtcZ/codebeamer-mcp 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.

• 21st-dev/Magic-MCP - Create crafted UI components inspired by the best 21st.dev design engineers.

• runyourempire/4DA 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.

• mvtandas/wp-cli-mcp 📇 🏠 - Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers.

• Mogacode-ma/elementor-mcp-agent 📇 ☁️/🏠 - Agency-grade MCP server for WordPress Elementor — multi-site management for 120+ WordPress sites with safe edits (backup + auto-rollback + post-write verification), template export/import, global widget detection, CSS flush, WP-CLI escape hatch, headless Chrome screenshots. 34 tools across pages, widgets, templates, bulk find/replace, and fleet operations.

• nipun-arora/wordpress-mcp-agent-bridge 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema, and content snapshots (stable content hash, confirm-token verified restore) as REST routes and Abilities API tools, surfaced as MCP tools through the official mcp-adapter. Additive-only write gate, kill switches, and an audit log. Pairs with Elementor MCP (EMCP) for layout editing; never writes _elementor_data itself.

• tcgunel/mobius-mcp 📇 🏠 - Set up a WordPress site running the Sweipe or FlatMobile theme: import a demo, plan and build a site from a one-paragraph brief, review it, rewrite page copy, change core settings. Talks to the theme's REST surface with a WordPress Application Password.

• a-25/ios-mcp-code-quality-server 📇 🏠 🍎 - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.

• FI-Mihej/codebase-agent-mcp 🐍 🏠 🍎 🪟 🐧 - A sub-harness (both an MCP server and an MCP client). Delegates documentation and source code analysis, as well as interactions with related context-providing MCP servers, to a local or inexpensive OpenAI-compatible LLM. Drastically reduces token usage and context size for coding agents on the top-tier LLM. uvx codebase-agent-mcp

• raye-deng/open-code-review 🏠 📇 ☁️ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.

• repowise-dev/repowise 🐍 🏠 ☁️ - Codebase intelligence for AI coding agents. Indexes a repo into a dependency graph, git history, defect-risk code health, auto-generated docs, and architectural decisions, served as 9 task-shaped MCP tools across 15 languages. Runs 100% local; hosted option available.

• AaronVick/ECHO_RIFT_MCP 📇 ☁️ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.

• AgiMaulana/HuaweiAppGalleryMcp 🐍 ☁️ 🍎 🪟 🐧 - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.

• Jott2121/agent-gate 🐍 🏠 🍎 🪟 🐧 - Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (verify_gate counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. pip install mcp-agent-gate.

• aos-standard/mcp-blast-radius 🐍 🏠 - MCP Blast-Radius Auditor — static blast radius extraction and AOS manifest.json divergence gate (Oracle / Permitted / Prohibited). Stdio MCP (mcp-blast-radius) plus CI blocking gate (mcp-blast-radius-gate). Install: pip install mcp-blast-radius==0.2.0 · PyPI

• aos-standard/mcp-agent-health 🐍 🏠 - MCP Agent Health Reporter — advisory agent health scan under AOS discipline (manifest, services, immune loop, evidence). Stdio MCP: mcp-agent-health. Install: pip install mcp-agent-health==0.3.1 · PyPI

• aparajithn/agent-utils-mcp 🐍 ☁️ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.

• AI-by-design/primitiv 📇 🏠 🍎 🪟 🐧 - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first — your code never leaves your machine.

• aashari/mcp-server-atlassian-bitbucket 📇 ☁️ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.

• aashari/mcp-server-atlassian-confluence 📇 ☁️ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.

• aashari/mcp-server-atlassian-jira 📇 ☁️ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.

• GeiserX/atlassian-browser-mcp 🐍 ☁️ - Browser-backed MCP wrapper for mcp-atlassian with Playwright SSO auth. Enables AI tools to access Atlassian Server/Data Center instances behind corporate SSO (Okta, SAML, ADFS) where API tokens are not available.

• HarperZ9/telos 🐍 📇 🏠 🍎 🪟 🐧 - Local-first Project Telos MCP tool line for inspectable AI work: source intake, workspace context, routing ledgers, action receipts, and MATCH / DRIFT / UNVERIFIABLE verification packets across 5 stdio servers.

• rust-works/omni-dev 🦀 ☁️ 🏠 - MCP server for Atlassian Jira and Confluence with schema-validated Markdown↔︎ADF conversion. Catches content-model violations at conversion time rather than silently dropping ADF-only nodes like panels, mentions, and layouts.

• abrinsmead/mindpilot-mcp 📇 🏠 - Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in a diagram".

• admica/FileScopeMCP 🐍 📇 🦀 - Analyzes your codebase identifying important files based on dependency relationships. Generates diagrams and importance scores, helping AI assistants understand the codebase.

• mikusnuz/app-publish-mcp 📇 ☁️ - Unified MCP server for App Store Connect & Google Play Console — 91 tools for iOS/Android app management, TestFlight, builds, submissions, pricing, and sales reports.

• mikusnuz/cws-mcp 📇 ☁️ - MCP server for Chrome Web Store extension management — 8 tools for upload, publish, status, staged rollout, and metadata updates.

• mikusnuz/npm-mcp 📇 🏠 - MCP server for npm package management — 36 tools for publish, version, search, audit, install, and more from your AI assistant.

• Wopee-io/wopee-mcp 📇 ☁️ - Autonomous testing for web apps — dispatch AI agents that open real browsers, execute test cases, and report pass/fail with screenshots. Generate user stories, test cases, and Playwright code from your app context. 8 tools for end-to-end test automation.

• wooxogh/adr-mcp-setup 📇 🏠 - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.

• agent-easy-use/mobile-easy-use 🏠 - MCP tools and Skills for Android/iOS runtime inspection and control: method hooks, state inspection, temporary overrides, UI actions, and screenshots. Built on Frida; requires debug-build integration.

• agent-hanju/char-index-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.

• CSCSoftware/AiDex 📇 🏠 🍎 🪟 🐧 - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.

• ahmedak/defluff 🐍 🏠 🍎 🪟 🐧 - Deterministic slop detector for AI-generated prose. Flags filler phrases and clichés with zero false positives by design (curated phrase list, not a model), returns exact spans plus a pinnable 0-1 score, and runs offline with no API key. CLI + CI exit code + MCP server for agents to self-check their own output before it lands in a PR or doc. pip install defluff

• ahmedxuhri/bigindexer 🐍 🏠 🍎 🪟 🐧 - Hierarchical code intelligence for AI coding agents. Scans local source code, clusters files by behavioral roles, maps coupling seams, and provides in-repo twins/context for complex implementation tasks.

• aidemd-mcp/server 📇 🏠 - Structured .aide spec files that give AI agents progressive disclosure into your codebase architecture via MCP.

• aiulms/codelattice 🦀 🏠 🍎 🐧 - Local code-graph engine for AI coding workflows: static analysis of Rust, Cangjie, ArkTS, TypeScript/JavaScript, C/C++, Python, and Shell projects into symbols, imports, call graphs, and quality gates, with pre-commit change review, impact analysis, and a 6-tool AI facade (50 tools in full mode). Read-only by design — never executes build scripts or uploads code. Install from release tarball or build from source.

• Elmoaid/TempoGraph 🐍 🏠 🍎 🪟 🐧 - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.

• ellmos-ai/ellmos-codecommander-mcp 📇 🏠 🍎 🪟 🐧 - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.

• ethbak/icon-composer-mcp 📇 🏠 🍎 - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.

• Explorer-64/imagcon-mcp 🐍 ☁️ 🍎 🪟 🐧 - Generate deployment-ready PWA, iOS, and Android app icon sets from a text description. Produces all 27 required sizes, maskable icons, Xcode-ready iOS icons, Android mipmap folders, splash screens, and manifest.json — packaged as a ZIP. Powered by Google Imagen 4.

• akramIOT/MCP_AI_SOC_Sher 🐍 ☁️ 📇 - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.

• aktsmm/skill-ninja-mcp-server 📇 🏠 🍎 🪟 🐧 - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.

• alimo7amed93/webhook-tester-mcp 🐍 ☁️ – A FastMCP-based server for interacting with webhook-test.com. Enables users to create, retrieve, and delete webhooks locally using Claude.

• ambar/simctl-mcp 📇 🏠 🍎 A MCP server implementation for iOS Simulator control.

• andrewschreiber/desktopinsights-mcp 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks, and dependencies used by 12,000+ macOS and Windows desktop apps. Search by technology adoption, compare stacks, and discover SDK usage patterns via the Desktop Insights API.

• andypgray/resharper-cli-mcp #️⃣ 🏠 🍎 🪟 🐧 - ReSharper's solution-wide inspections and code cleanup for C# solutions, via JetBrains' free command-line tools. No IDE required. Unofficial, not affiliated with JetBrains.

• api7/apisix-mcp 🎖️ 📇 🏠 MCP Server that support for querying and managing all resource in Apache APISIX.

• ArchAI-Labs/fastmcp-sonarqube-metrics 🐍 🏠 🪟 🐧 🍎 - A Model Context Protocol (MCP) server that provides a set of tools for retrieving information about SonarQube projects like metrics (actual and historical), issues, health status.

• PhpCodeArcheology/PhpCodeArcheology 🏠 🍎 🪟 🐧 - PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring priorities, dependency graphs, git hotspots, test coverage, and impact analysis. Installable via Composer.

• artmann/package-registry-mcp 🏠 📇 🍎 🪟 🐧 - MCP server for searching and getting up-to-date information about NPM, Cargo, PyPi, and NuGet packages.

• astandrik/codex-pets 📇 ☁️ - Companion Gallery for Codex: public read-only registry for Codex-compatible animated companion packs. Search, preview, install community pets, generate badges/embed cards, and discover the request flow via Streamable HTTP MCP.

• arvindand/maven-tools-mcp ☕ ☁️ 🏠 🍎 🪟 🐧 - Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison, stability filtering, dependency age analysis, release patterns, and Context7 integration for upgrade guidance.

• augmnt/augments-mcp-server 📇 ☁️ 🏠 - Transform Claude Code with intelligent, real-time access to 90+ framework documentation sources. Get accurate, up-to-date code generation that follows current best practices for React, Next.js, Laravel, FastAPI, Tailwind CSS, and more.

• automation-ai-labs/mcp-link 🏎️ 🏠 - Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)

• avisangle/jenkins-mcp-server 🐍 🏠 🍎 🪟 🐧 - Enterprise-grade Jenkins CI/CD integration with multi-tier caching, pipeline monitoring, artifact management, and batch operations. Features 21 MCP tools for job management, build status tracking, and queue management with CSRF protection and 2FA support.

• axliupore/mcp-code-runner 📇 🏠 - An MCP server for running code locally via Docker and supporting multiple programming languages.

• ayhammouda/python-docs-mcp-server 🐍 🏠 🍎 🪟 🐧 - Local, read-only retrieval over official Python standard library docs with exact symbol lookup, section-level results, and version-aware context.

• azer/react-analyzer-mcp 📇 🏠 - Analyze React code locally, generate docs / llm.txt for whole project at once

• back1ply/agent-skill-loader 📇 🏠 - Dynamically load Claude Code skills into AI agents without copying files. Discover, read, and install skills on demand.

• bbonnin/openapi-to-mcp ☕ 🏠 🍎 🪟 🐧 - MCP server that automatically converts any OpenAPI/Swagger specification into a set of usable MCP tools. Unlike manual tool definition, this approach auto-generates tools directly from the Swagger spec, ensuring consistency, reducing maintenance effort, and preventing mismatches between the tools and the actual API.

• beardfaceguy/daimonos 🦀 🏠 🍎 🐧 - Agent-optimized MCP server replacing built-in file, search, exec, and git tools with compact structured JSON. Native plugins for git, cargo, gh, and docker. Semantic output filtering, read deduplication, batch operations, and token analytics. Benchmarked 20-45% token savings.

• BetterDB-inc/monitor 📇 ☁️ 🏠 - Valkey-first observability with Redis compatibility. Query real-time metrics, analyze slow commands, detect hot keys, and investigate performance issues directly from AI coding assistants.

• muvon/octocode 🦀 🏠 🍎 🪟 🐧 - Semantic code indexer with GraphRAG knowledge graph. Index your codebase, search in natural language, and expose everything via MCP so AI agents understand architecture — not just files.

• bgauryy/octocode-mcp ☁️ 📇 🍎 🪟 🐧 - AI-powered developer assistant that enables advanced research, analysis and discovery across GitHub and NPM realms in realtime.

• bitrise-io/bitrise-mcp 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - MCP Server for the Bitrise API, enabling app management, build operations, artifact management and more.

• BrainGrid MCP 🎖️☁️ - BrainGrid MCP is the Product Management Agent that writes your specs, plans your features, and creates engineering-grade tasks your coding tools can build reliably.

• BrunoKrugel/echo-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose any existing Echo web framework APIs as MCP tools.

• buildkite/buildkite-mcp-server 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildkite. Create new pipelines, diagnose and fix failures, trigger builds, monitor job queues, and more.

• canopy-labs/featureflip-mcp 🎖️ 📇 ☁️ - Manage Featureflip feature flags from AI agents: create and toggle flags, edit targeting rules, and find stale flags.

• carldaws/squiggles 📇 🏠 - Let your agent see the squiggles: any number of LSP servers from one YAML config — diagnostics, go-to-definition, rename — plus each server's custom powers, like expanding Rust macros or running govulncheck through gopls.

• carloshpdoc/memorydetective 📇 🏠 🍎 - iOS leak hunting and performance investigation. Reads .memgraph (leaks(1)) and .trace (xctrace) files, classifies retain cycles against a 34-pattern catalog (SwiftUI, Combine, Swift Concurrency, UIKit, Core Animation, Core Data, SwiftData, RxSwift, Realm), surfaces a Swift fixTemplate snippet for each match, and bridges to source via SourceKit-LSP. Single-call build+boot+launch fixes the macOS 26.x leaks --outputGraph regression; replayScenario + captureScenarioState close the verify-fix loop. 31 MCP tools, 34 catalog resources, 5 investigation prompts. CI-gateable via verifyFix and compareTracesByPattern. Apache 2.0.

• cerebrixos-org/tuning-engines-cli 📇 ☁️ 🍎 🪟 🐧 - Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your data. Supports Qwen, Llama, DeepSeek, Mistral, Gemma 1B-72B. LoRA, QLoRA, full fine-tuning. Cost estimation, model management, S3 export.

• Chunkydotdev/bldbl-mcp 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Buildable AI-powered development platform bldbl.dev. Enables AI assistants to manage tasks, track progress, get project context, and collaborate with humans on software projects.

• CircleCI/mcp-server-circleci 📇 ☁️ Enable AI Agents to fix build failures from CircleCI.

• cjo4m06/mcp-shrimp-task-manager 📇 ☁️ 🏠 – A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and dependency management. ShrimpTaskManager

• ckanthony/gin-mcp 🏎️ ☁️ 📟 🪟 🐧 🍎 - A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.

• ckreiling/mcp-server-docker 🐍 🏠 - Integrate with Docker to manage containers, images, volumes, and networks.

• ClaudeCodeNavi/claudecodenavi-mcp 📇 ☁️ - Claude Code knowledge platform & marketplace MCP server. Search and share snippets, prompts, Q&A solutions, error fixes, and MCP server configurations from the ClaudeCodeNavi community.

• cocaxcode/api-testing-mcp 📇 🏠 🍎 🪟 🐧 - The most complete API testing MCP — Postman inside your AI assistant. Per-project environment groups with {{variable}} interpolation, saved collections, multi-step flows with response extraction, assertions, load testing, and OpenAPI mock generation. 42 tools, zero cloud account needed.

• patchloom/patchloom 🦀 🏠 🍎 🪟 🐧 - Agent-safe structured file edits for AI agents: JSON/YAML/TOML by selector, markdown, AST, dry-run, multi-file batch/tx. Not a generic filesystem MCP. cargo install patchloom / npx -y patchloom mcp-server.

• PatrickSys/codebase-context 📇 🏠 🍎 🪟 🐧 - Local MCP server that shows AI agents which patterns your team actually uses, what files a change will affect, and when there is not enough context to trust an edit. 30+ languages, fully local.

• CodeLogicIncEngineering/codelogic-mcp-server 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - Official MCP server for CodeLogic, providing access to code dependency analytics, architectural risk analysis, and impact assessment tools.

• Comet-ML/Opik-MCP 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.

• conan-io/conan-mcp 🎖️ 🐍 🏠 🍎 🪟 🐧 - Official MCP server for Conan C/C++ package manager. Create projects, manage dependencies, check licenses, and scan for security vulnerabilities.

• ConfigCat/mcp-server 🎖️ 📇 ☁️ - MCP server for interacting with ConfigCat feature flag platform. Supports managing feature flags, configs, environments, products and organizations.

• context-rot-detection 📇 🏠 - Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns health scores (0-100) and recovery recommendations based on model-specific degradation curves.

• Contentrain/ai 📇 🏠 - Local-first MCP server for AI content governance — 13 tools for model/content CRUD, validation, normalization, and i18n across any framework.

• cqfn/aibolit-mcp-server ☕ - Helping Your AI Agent Identify Hotspots for Refactoring; Help AI Understand How to 'Make Code Better'

• rafsilva85/credit-optimizer-v5 🐍 🏠 - Save 30-75% on Manus AI credits through intelligent model routing, smart testing, and context hygiene. Audited across 53 scenarios with zero quality loss.

• currents-dev/currents-mcp 🎖️ 📇 ☁️ Enable AI Agents to fix Playwright test failures reported to Currents.

• ofershap/cursor-usage 📇 🏠 - Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server

• Daghis/teamcity-mcp 📇 ☁️ 🍎 🪟 🐧 - MCP server for JetBrains TeamCity with 87 tools for builds, tests, agents, and CI/CD pipeline management. Features dual-mode operation (dev/full) and runtime mode switching.

• darktw/chatpipe-mcp ☁️ - Publish HTML as live, shareable web pages from your AI coding agent. Instant URLs with access control (public, password-protected, email-restricted).

• dannote/figma-use 📇 🏠 - Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.

• musepy/genable 📇 🏠 🍎 🪟 🐧 - Write-side MCP for Figma — complements Figma's official read-only MCP. 41 tools for building and editing Figma designs from Claude Code, Cursor, Cline: JSX-like tree creation, variables/tokens, components, cross-page navigation, and visual verification via screenshots. Install: npx -y genable-mcp.

• davidan90/time-node-mcp 📇 🏠 - Timezone-aware date and time operations with support for IANA timezones, timezone conversion, and Daylight Saving Time handling.

• davidlin2k/pox-mcp-server 🐍 🏠 - MCP server for the POX SDN controller to provides network control and management capabilities.

• delano/postman-mcp-server 📇 ☁️ - Interact with Postman API

• delimit-ai/delimit 🐍 🏠 🍎 🪟 🐧 - API governance server that detects breaking changes in OpenAPI specs. Diffs two spec versions, applies configurable policy rules (strict/default/relaxed), and returns structured pass/fail verdicts. 23 change types, 10 breaking. Supports OpenAPI 3.0, 3.1, and Swagger 2.0.

• deploy-mcp/deploy-mcp 📇 ☁️ 🏠 - Universal deployment tracker for AI assistants with live status badges and deployment monitoring

• docker/hub-mcp 🎖️ 📇 ☁️ 🏠 - Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images

• dorukardahan/twitterapi-docs-mcp 📇 🏠 - Offline access to TwitterAPI.io documentation for AI assistants. 52 API endpoints, guides, pricing info, and authentication docs.

• efremidze/swift-patterns-mcp 📇 🏠 🍎 🪟 🐧 - An MCP server providing curated Swift and SwiftUI best practices from leading iOS developers, including patterns and real-world code examples from Swift by Sundell, SwiftLee, and other trusted sources.

• endorhq/cli 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor lets your AI agents run services like MariaDB, Postgres, Redis, Memcached, Alpine, or Valkey in isolated sandboxes. Get pre-configured applications that boot in less than 5 seconds.

• endiagram/mcp 📇 ☁️ - Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: npx @endiagram/mcp

• ericbrown/project-context-mcp 🐍 🏠 - Exposes .context/ folder files as MCP resources, giving Claude Code instant access to project documentation via @ mentions.

• etsd-tech/mcp-pointer 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc. Option+Click to capture elements.

• extentos/mcp-server 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps with AI agents — scaffold, validate, and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps. Runs locally via npx -y @extentos/mcp-server.

• eyaltoledano/claude-task-master 📇 ☁️ 🏠 - AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI, Gemini, Perplexity, xAI), and selective tool loading for optimized context usage.

• eyaushev/swagger-testcase-mcp 📇 🏠 - MCP server for API test case generation from Swagger/OpenAPI specs. Parses Swagger 2.0 and OpenAPI 3.x, generates test cases across 8 categories (happy path, validation, auth, error handling, boundary, security injection, idempotency, pagination/concurrency) with export to Markdown, Gherkin, Postman, k6, pytest, Allure, and TestRail.

• fantasieleven-code/callout 📇 🏠 - Multi-perspective architecture review for AI-assisted development. Nine expert viewpoints (CTO, Security, Product, DevOps, Customer, Strategy, Investor, Unicorn Founder, Solo Entrepreneur) analyze your project and produce actionable findings. Includes AI collaboration coaching and quantitative idea scoring.

• flipt-io/mcp-server-flipt 📇 🏠 - Enable AI assistants to interact with your feature flags in Flipt.

• flytohub/flyto-core 🐍 🏠 - Deterministic execution engine for AI agents with 412 modules across 78 categories (browser, file, Docker, data, crypto, scheduling). Features execution trace, evidence snapshots, replay from any step, and supports both STDIO and Streamable HTTP transport.

• ForeverTools/kiprio-mcp 🐍 ☁️ - Multi-purpose API toolkit: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculator, hash encoding, and GPU pricing. Free tier included. pip install kiprio-mcp

• freema/mcp-design-system-extractor 📇 🏠 - Extracts component information from Storybook design systems. Provides HTML, styles, props, dependencies, theme tokens and component metadata for AI-powered design system analysis.

• gavelcode/gavel 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks off the build graph and returns a pass/fail verdict an agent can request before finishing a change.

• GeiserX/lynxprompt-mcp 🏎️ ☁️ 🍎 🪟 🐧 - Go-based MCP server for LynxPrompt prompt management. Create, search, and organize AI prompts and AGENTS.md/CLAUDE.md configuration files. Docker image available.

• gitkraken/gk-cli 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - A CLI for interacting with GitKraken APIs. Includes an MCP server via gk mcp that not only wraps GitKraken APIs, but also Jira, GitHub, GitLab, and more. Works with local tools and remote services.

• vkhanhqui/figma-mcp-go 🏎️ 🏠 🍎 🪟 🐧 - Figma MCP server with full read/write access via plugin bridge — no API token, no rate limits. 58 tools for design automation: styles, variables, components, prototypes, and content.

• GLips/Figma-Context-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them one-shot design implementation.

• gofireflyio/firefly-mcp 🎖️ 📇 ☁️ - Integrates, discovers, manages, and codifies cloud resources with Firefly.

• gorosun/unified-diff-mcp 📇 🏠 - Generate and visualize unified diff comparisons with beautiful HTML/PNG output, supporting side-by-side and line-by-line views for filesystem dry-run integration

• ajitpratap0/GoSQLX 🏎️ ☁️ 🏠 - 7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server at mcp.gosqlx.dev - no install needed. 1.25M+ ops/sec, 6 SQL dialects.

• gridhra/port-keeper-mcp 🏎️ 🏠 🍎 🪟 🐧 - Local ledger for development ports: leases a block of ports to each working copy of a project (a clone or a git worktree), writes .env files, and resolves service names to URLs, so every parallel coding agent gets its own ports. No daemon and no network listener, so there is little to run and little to attack.

• gridproof/gridproof 📇 🏠 - Renders your frontend with Playwright and audits spacing, gaps, and element sizes against a design scale; returns structured fix hints for the agent loop. Tailwind-first, falls back to accessibility checks on other stacks.

• Govcraft/rust-docs-mcp-server 🦀 🏠 - Provides up-to-date documentation context for a specific Rust crate to LLMs via an MCP tool, using semantic search (embeddings) and LLM summarization.

• h-kazuki-pixel/layout-doctor-mcp 📇 🏠 🍎 🪟 🐧 - Renders HTML in a headless browser and detects layout defects numerically (text overlap, element overflow, placeholder leftovers) without requiring baseline images. Read-only, no API key required.

• HainanZhao/mcp-gitlab-jira 📇 ☁️ 🏠 - Unified MCP server for GitLab and Jira: manage projects, merge requests, files, releases and tickets with AI agents.

• HakashiKatake/docorbit 📇 🏠 🍎 🪟 🐧 - Version-aware documentation context and verification infrastructure for AI coding agents. Discovers machine-readable specs (llms.txt, OpenAPI, skills), resolves workspace dependency versions, indexes structured ASTs into local SQLite FTS5, detects pitfalls, compiles implementation recipes, and verifies code across 14 native MCP tools. npx -y docorbit mcp --stdio

• haris-musa/excel-mcp-server 🐍 🏠 - An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables, formulae).

• hechtcarmel/jetbrains-debugger-mcp-plugin ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.

• hechtcarmel/jetbrains-index-mcp-plugin ☕ 🏠 - A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename, safe delete, find references, call hierarchy, type hierarchy, diagnostics and more).

• hidai25/eval-view 🐍 🏠 🍎 🪟 🐧 - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API.

• higress-group/higress-ops-mcp-server 🐍 🏠 - MCP server that provides comprehensive tools for managing Higress gateway configurations and operations.

• hijaz/postmancer 📇 🏠 - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.

• Muhammed-AbdelGhany/rest_api_mcp 📇 🏠 🍎 🪟 🐧 - MCP server for authenticated REST API calls — auto-login, token caching, 2FA/OTP support, Swagger spec fetch, and fuzzy endpoint search. Works with any REST API without writing auth code.

• hloiseaufcms/mcp-gopls 🏎️ 🏠 - A MCP server for interacting with Go's Language Server Protocol (gopls) and benefit from advanced Go code analysis features.

• hoklims/stacksfinder-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).

• homespunapps/homespun 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Deploy and operate multi-user web apps from an agent: one call returns a live app on its own URL with magic-link sign-in, a shared realtime database, per-role permissions, email notifications and file uploads, and the agent keeps read and write access to the app's data afterwards to keep changing it. Remote https://homespun.dev/mcp or npx -y @homespunapps/mcp.

• hungthai1401/bruno-mcp 📇 🏠 - A MCP server for interacting with Bruno API Client.

• hyperb1iss/droidmind 🐍 🏠 - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.

• Hypersequent/qasphere-mcp 🎖️ 📇 ☁️ - Integration with QA Sphere test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs

• icohangar-ops/codesentinel 📇 🏠 🍎 🪟 🐧 - Dead code, circular dependencies, coupling, and architectural drift as MCP tools. Official MCP Registry: io.github.icohangar-ops/codesentinel-mcp. npx -y @cubiczan/codesentinel-mcp

• idosal/git-mcp 📇 ☁️ - gitmcp.io is a generic remote MCP server to connect to ANY GitHub repository or project for documentation

• igorolv/sonar-mcp-server ☕ 🏠 🍎 🪟 🐧 - Read-only access to self-hosted SonarQube Community Build: issues, security hotspots, rules and code snippets so an agent can fix findings locally.

• IgorGanapolsky/ThumbGate 📇 🏠 - MCP server that blocks AI coding agents from repeating mistakes — turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: npx thumbgate.

• iksnerd/adb-mcp 🏎️ 🏠 🍎 🪟 🐧 - Drive an Android emulator or device over adb: screenshots, describe_ui returning each element's center in true device pixels, tap/swipe/type, app lifecycle, permissions and deep links, logcat, screen recording, and Gradle builds with unit and instrumented tests.

• IlyaGulya/gradle-mcp-server 🏠 - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting

• imatza-rh/mcp-zuul 🐍 ☁️ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.

• InditexTech/mcp-server-simulator-ios-idb 📇 🏠 🍎 - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.

• Ivy-Innovation/cubelife 📇 🏠 - Give AI agents a persistent pixel-art character that reflects their state in real time. Report work state, mark tasks complete, signal errors, and check status. Characters live in rooms with emotions and creature companions.

• InhiblabCore/mcp-image-compression 🐍 🏠 - MCP server for local compression of various image formats.

• Adityaaery20/media-mcp 🐍 🏠 🍎 🪟 🐧 - Local image and video processing MCP server with 13 tools for resize, convert, compress, crop, thumbnail, metadata extraction, rotate, flip, filters, and ffmpeg-based video operations. No API keys required.

• InsForge/insforge-mcp 📇 ☁️ - AI-native backend-as-a-service platform enabling AI agents to build and manage full-stack applications. Provides Auth, Database (PostgreSQL), Storage, and Functions as production-grade infrastructure, reducing MVP development time from weeks to hours.

• Inspizzz/jetbrains-datalore-mcp 🐍 ☁️ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )

• io.github.hoainho/podium-mcp 📇 🏠 🍎 - Mobile E2E MCP (40 tools): iOS-simulator control, native UI automation, Maestro flows, React Native debugging (logs/network/state), and WebView DOM inspection. Requires macOS + Xcode.

• ios-simulator-mcp 📇 🏠 🍎 - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.

• isaacphi/mcp-language-server 🏎️ 🏠 - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.

• blackwell-systems/agent-lsp 🏎️ 🏠 🍎 🪟 🐧 - Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk.

• IvanAmador/vercel-ai-docs-mcp 📇 🏠 - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.

• izzzzzi/codewiki-mcp 📇 ☁️ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.

• j4c0bs/mcp-server-sql-analyzer 🐍 - MCP server that provides SQL analysis, linting, and dialect conversion using SQLGlot

• jaggernaut007/Nexus-MCP 🐍 🏠 🍎 🪟 🐧 - Hybrid search (vector + BM25 + code graph) with structural code graph analysis and persistent semantic memory in a single local server. 10 tools, <350MB RAM, fully local, no API keys.

• jaimenbell/mcp-factory 🐍 🏠 - Manifest-driven MCP server scaffolder and runtime hub: write a YAML manifest, get an MCP server, with batch registration and a live routing hub. pip install jaimenbell-mcp-factory

• Jambozx/onlinecybertools-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - 280+ free developer & security tools as MCP tools — encoders/decoders, hashes (MD5/SHA/HMAC/bcrypt/argon2/scrypt), JWT decoder, regex tester, JSON/YAML/XML formatters, network diagnostics (ping/traceroute/dig/whois/SSL/SPF/DMARC), OSINT (IP geo, EXIF, vendor lookups), and more. Proxies to the public API at onlinecybertools.com — no auth required. Published to npm with SLSA v1 provenance.

• JamesANZ/system-prompts-mcp-server 📇 🏠 🍎 🪟 🐧 - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.

• James-Chahwan/repo-graph 🐍 🏠 - Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.

• janaraj/tnl 📇 🏠 🍎 🪟 🐧 - MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools — get_impacted_tnls, retrieve_tnl, trace, propose_tnl_diff, approve_tnl_diff, verify — let agents look up relevant contracts, propose contract edits, and verify implementations against them. Drop-in via npx typed-nl init for Claude Code, Codex, Gemini.

• janreges/ai-distiller-mcp 🏎️ 🏠 - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.

• jasonjmcghee/claude-debugs-for-you 📇 🏠 - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.

• jaspertvdm/mcp-server-tibet 🐍 ☁️ 🏠 - TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance.

• jawdat6/fixgraph-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and contribute to a community-verified knowledge base of 25,000+ engineering issues and fixes. Find step-by-step solutions with trust scores, submit new issues, and verify fixes work in your environment.

• jetbrains/mcpProxy 🎖️ 📇 🏠 - Connect to JetBrains IDE

• jiezeng2004-design/PatchWarden 📇 🏠 🪟 - Local-first MCP safety and verification layer for AI coding agents with workspace confinement, command allowlists, scope-violation detection, and auditable task evidence. Install: npx -y patchwarden@0.6.1.

• Jktfe/serveMyAPI 📇 🏠 🍎 - A personal MCP (Model Context Protocol) server for securely storing and accessing API keys across projects using the macOS Keychain.

• jmshinhwa/readystack-mcp 📇 🏠 🍎 🪟 🐧 - 40 regulation-and-deadline linters as MCP servers (EU CRA/CSAF, DORA, NIS2, EU AI Act, PCI DSS 6.4.3, WCAG 2.1 AA, EN 16931 e-invoicing, KSeF, NF-e, TLS certificate lifetime, Kubernetes removed APIs). Every finding returns file, line and fix; check_text and check_file are free, check_dir sweeps a folder (licence, free for 7 days). npx -y @readystack/<name> --mcp

• jonradoff/lightcms 🏎️ ☁️ - AI-native CMS with 72 MCP tools for managing websites through natural language. Create and publish content, manage templates, assets, snippets, themes, collections, redirects, and multi-site forks — with full content versioning and semantic search.

• jordandalton/restcsv-mcp-server 📇 ☁️ - An MCP server for CSV files.

• joshuarileydev/app-store-connect-mcp-server 📇 🏠 - An MCP server to communicate with the App Store Connect API for iOS Developers

• joshuarileydev/simulator-mcp-server 📇 🏠 - An MCP server to control iOS Simulators

• Jpisnice/shadcn-ui-mcp-server 📇 🏠 - MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.

• jsdelivr/globalping-mcp-server 🎖️ 📇 ☁️ - The Globalping MCP server provides users and LLMs access to run network tools like ping, traceroute, mtr, HTTP and DNS resolve from thousands of locations around the world.

• julianbei/arno 🏎️ 🏠 🍎 🐧 - The IDE for agents: read code by symbol, edit against a known revision with compiler diagnostics in the response, validate with the project's own build and tests, and revert to a checkpoint. Tree-sitter plus real language servers for Go, Java, Scala, TypeScript, Python, Rust and Ruby. Official MCP Registry: io.github.julianbei/arno. curl -fsSL https://raw.githubusercontent.com/julianbei/arno/main/install.sh | sh

• Jungle-Grid/mcp-server 🎖️ 📇 ☁️ - MCP server for Jungle Grid, an agentic GPU execution layer that lets AI agents estimate, submit, monitor, and fetch logs for inference, training, fine-tuning, and batch workloads.

• kadykov/mcp-openapi-schema-explorer 📇 ☁️ 🏠 - Token-efficient access to OpenAPI/Swagger specs via MCP Resources.

• kao273183/mk-qa-master 🐍 🏠 🍎 🪟 🐧 - AI 測試大師 — end-to-end QA loop over MCP. Drives pytest / Jest / Cypress / Go / Maestro from one surface; analyzes URLs (Web DOM) or live mobile screens (maestro hierarchy) to extract testable modules, generates runnable pytest or Maestro YAML with real selectors (not # TODO stubs), runs with auto-retry, then writes a prioritized optimization-plan.md ranked by evidence (flaky vs broken vs coverage gap). Mobile-first: iOS Simulator, Android Emulator, real devices, and BlueStacks (QA_ANDROID_HOST=127.0.0.1:5555). Install via uvx mk-qa-master.

• Kapeli/dash-mcp-server 🐍 🏠 🍎 - MCP server for Dash, the macOS API documentation browser. Instant search over 200+ documentation sets.

• kenneives/design-token-bridge-mcp 📇 🏠 - Translates design tokens between platforms — extract from Tailwind, CSS, Figma, or W3C DTCG, then generate Material 3 (Kotlin), SwiftUI, Tailwind config, and CSS Variables with WCAG contrast validation.

• kensaurus/mushi-mushi 📇 🏠 ☁️ 🍎 🪟 🐧 - Bug-report triage and fix-dispatch MCP for vibe coders. Ask your AI coding agent for a plain-English diagnosis of any user-reported bug — with evidence, blast radius, and a paste-ready fix prompt — then dispatch an automated GitHub fix PR without a second LLM key. 80+ tools, Supabase-backed, MIT SDK. npx @mushi-mushi/mcp

• kerbelp/metatron 🐍 🏠 🍎 🪟 🐧 - Self-hosted codebase priors and conventions server. Captures codebase design patterns, conventions, and implementation decisions from git history and developer feedback, serving them to coding agents to ensure local project standards are followed.

• kevinswint/xcode-studio-mcp 📇 🏠 🍎 - Unified MCP server for iOS development — build, run, screenshot, and interact with iOS Simulator.

• kindly-software/kdb 🦀 ☁️ - AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free Hobby tier available.

• knewstimek/agent-tool 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware, indentation-smart file tools for AI coding agents. 20+ tools including read/edit with automatic encoding detection, smart indentation conversion, SSH, SFTP, process management, and system utilities. Preserves file encoding (UTF-8, EUC-KR, Shift_JIS, etc.) and respects .editorconfig settings.

• KryptosAI/mcp-observatory 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers. Auto-discovers servers from Claude configs, checks capabilities, invokes tools, detects schema drift between versions, and recommends new servers based on your environment. Works as both a CLI and an MCP server.

• kyisaiah47/compound-mcp 📇 ☁️ - Eleven keyless read-only lookups for questions a model cannot answer from a training cutoff, because the fact changed after it: what a given AI model costs today, whether a dependency is still maintained, what a SaaS stack costs per month, item-level search across public shadcn registries, published agent skills and configs, AI app-builder App Store readiness, ADA Title II accessibility reports for US .gov sites, and nonprofit good-standing. No API key, no signup. npx -y compound-mcp

• LadislavSopko/mcp-ai-server-visual-studio #️⃣ 🏠 🪟 - MCP AI Server for Visual Studio. 20 Roslyn-powered tools giving AI assistants semantic code navigation, symbol search, inheritance trees, call graphs, safe rename, build/test execution. Works with Claude, Codex, Gemini, Cursor, Copilot, Windsurf, Cline.

• kimwwk/repocrunch 🐍 🏠 🍎 🪟 🐧 - MCP server that gives AI agents structured, ground-truth GitHub repository intelligence. Analyze tech stack, dependencies, architecture, health metrics, and security indicators with deterministic JSON output.

• lamemind/mcp-server-multiverse 📇 🏠 🛠️ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.

• MarcelRoozekrans/roslyn-codelens-mcp #️⃣ 🏠 🍎 🪟 🐧 - Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.

• langfuse/mcp-server-langfuse 🐍 🏠 - MCP server to access and manage LLM application prompts created with Langfuse Prompt Management.

• lisamaraventano-spine/mcp-server 📇 🏠 🍎 🪟 🐧 - The Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder, regex, cron, ETH converter), 7 paid creative tools, and a browsable marketplace of 218+ digital goods across 22 shops. npm: @underground-cultural-district/mcp-server

• linuxsuren/atest-mcp-server 📇 🏠 🐧 - An MCP server to manage test suites and cases, which is an alternative to Postman.

• linw1995/nvim-mcp 🦀 🏠 🍎 🪟 🐧 - A MCP server to interact with Neovim

• jarvisassistantux/loopsense 📇 🏠 - MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.

• logisky/logisheets-mcp 🎖️ 📇 🏠 🍎 🪟 🐧 - A real Excel-compatible spreadsheet engine for agents, over LogiSheets (Rust, via WASM). Deterministic formulas the model does not compute in its head, named blocks addressed by (block, key, field) instead of coordinates so references survive inserted rows, whole-column field rules, batch scenario scans and goal-seek in a single call, and a genuine .xlsx at the end. Runs locally and opens no sockets. npx logisheets-mcp.

• lorenzo-cambiaghi/LynxMCP 🐍 🏠 🍎 🪟 🐧 - 100% local semantic code search for AI agents: AST-aware chunking (tree-sitter), hybrid BM25+dense retrieval, and a code knowledge graph (callers, inheritance, imports) over codebases, docs sites, and PDFs. Install via pipx install lynx-mcp.

• louis030195/gptzero-mcp 📇 ☁️ 🍎 🪟 🐧 - AI detection for text content with GPTZero API. Detect AI-generated text, get confidence scores, multilingual support (French/Spanish), and detailed probability breakdowns.

• lpigeon/ros-mcp-server 🐍 🏠 🍎 🪟 🐧 - The ROS MCP Server supports robot control by converting user-issued natural language commands into ROS or ROS2 control commands.

• lpigeon/unitree-go2-mcp-server 🐍 🏠 🐧 - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.

• LucasGorgal/localfig 📇 🏠 🍎 🪟 - The Figma desktop app as an MCP server. Gives AI agents the full Plugin API on the open file, returns renders inline, reads design tokens, makes each call one undo step, and registers itself with every MCP client it finds. No cloud API, token or quota.

• LumabyteCo/clarifyprompt-mcp 📇 ☁️ 🍎 🪟 🐧 - MCP server for AI prompt optimization — transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).

• Luqueee/kivgraph 🏎️ 🏠 🍎 🐧 - Local open-source code graph MCP for coding agents. Find code by intent, follow analyzer-resolved callers/references, inspect blast radius, and trace dependencies across multiple repositories. Supports Go, TypeScript, Rust, Python and Dart.

• madhan-g-p/DevDocs-MCP 📇 🏠 🍎 🐧 - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from DevDocs.io in offline mode

• impossiblecode/overseer-nvim-mcp 📇 🏠 🍎 🐧 - Turns the long-running commands a coding agent starts inside Neovim (dev servers, watchers) into regular overseer.nvim tasks, so you can watch and stop them from your own task list instead of them running as invisible children of the agent's shell. npx -y overseer-nvim-mcp

• paulburgess1357/nvim-mcp 🐍 🏠 🐧 - MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required.

• paulhkang94/markview 🏠 🍎 - Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via npx mcp-server-markview.

• MarcelRoozekrans/memorylens-mcp #️⃣ 🏠 🪟 - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.

• martingeidobler/android-mcp-server 📇 🏠 - 21-tool Android device control via ADB — screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via npx android-mcp-server.

• mattjegan/swarmia-mcp 🐍 🏠 🍎 🐧 - Read-only MCP server to help gather metrics from Swarmia for quick reporting.

• meanands/npm-package-docs-mcp ☁️ - MCP Server that provides up-to-date documentation for npm packages by fetching the latest README doc from the package's GitHub repository or the README.

• mcpware/ui-annotator-mcp 📇 🏠 - Annotates any web page with hover labels for AI assistants — reverse proxy injection, zero browser extensions. npx @mcpware/ui-annotator

• MerabyLabs/promptarchitect-mcp 📇 ☁️ 🍎 🪟 🐧 - Workspace-aware prompt engineering. Refines, analyzes and generates prompts based on your project's tech stack, dependencies and context. Free to use.

• microservices-sh/mcp 📇 ☁️ 🏠 - MCP server for microservices.sh: inspect verified Cloudflare-native modules/templates, generate app plans/projects, run checks, and trigger confirmation-gated preview deploys. Install via npx -y @microservices-sh/mcp.

• mhmzdev/Figma-Flutter-MCP 📇 🏠 - Provide coding agents direct access to Figma data to help them write Flutter code for building apps including assets exports, widgets maintenance and full screens implementations.

• Michael-WhiteCapData/ollama-handoff 🐍 🏠 🍎 🪟 🐧 - Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost.

• mihaelamj/cupertino 🏠 🍎 - Apple Documentation MCP Server. Search Apple developer docs, Swift Evolution proposals, and 600+ sample code projects with full-text search.

• MikeRecognex/mcp-codebase-index 🐍 🏠 🍎 🪟 🐧 - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.

• mmorris35/devplan-mcp-server 📇 ☁️ - Generate comprehensive, paint-by-numbers development plans using the ClaudeCode-DevPlanBuilder methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md.

• MnemeHQ/mneme 🐍 📇 🏠 🍎 🪟 🐧 - Deterministic architectural decision governance for agentic software development. Six local stdio tools let agents submit non-authoritative proposals and query canonical decisions, applicability, and lineage while human acceptance and enforcement authority remain outside the MCP surface. uvx --from "mneme-hq[mcp]==0.9.1" mneme decision-mcp

• mobile-next/mobile-mcp 📇 🏠 🐧 🍎 - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.

• MobileReality/mdma 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: get-spec, get-prompt, build-system-prompt, validate-prompt, list-packages, list-docs, get-doc. Install: npx @mobile-reality/mdma-mcp.

• saranshbamania/mobile-device-mcp 📇 🏠 🍎 🪟 - 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. npx mobile-device-mcp

• getmockd/mockd 🏎️ 🏠 🍎 🪟 🐧 - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.

• mockherodev/mcp-server 📇 ☁️ - Agent-first synthetic test data MCP server. Estimate usage, detect schemas from SQL or JSON, create loginless Polar checkout, claim API keys, and generate JSON, CSV, or SQL data through a hosted Streamable HTTP endpoint.

• mrexodia/user-feedback-mcp 🐍 🏠 - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.

• muhannad-hash/git-context-mcp 📇 🏠 🍎 🪟 🐧 - Answers "why does this code exist?" by tracing any line back through the commit, GitHub PR description, and linked issues. Five tools: blame context, commit story, file history, commit search, and file contributors. npx git-context-mcp

• mumez/pharo-smalltalk-interop-mcp-server 🐍 🏠 - Pharo Smalltalk integration enabling code evaluation, class/method introspection, package management, test execution, and project installation for interactive development with Pharo images.

• n8daniels/RulesetMCP 📇 🏠 - Weight-On-Wheels for AI - keeps agents grounded in your project's rules. Query coding standards, validate snippets, and get task-specific guidance from version-controlled rule files.

• Nagarjuna2997/ios-agent-skill 📇 🏠 🍎 🪟 🐧 - Swift code reviews, local Apple references and app scaffolding in one MCP connection. Bundled simulator tools require macOS/Xcode.

• najaeda/naja-scope 🐍 🏠 - Lets AI agents explore elaborated SystemVerilog/Verilog designs (RTL or gate-level netlists) without pasting RTL into context: trace signal fan-in/fan-out, walk module hierarchy, and jump to exact file:line source, backed by the najaeda netlist engine.

• Souzix76/n8n-workflow-tester-safe 📇 🏠 - Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node catalog with 436+ nodes.

• AutomateLab-tech/n8n-mcp 📇 🏠 - Nine-tool MCP server for n8n: generate workflow JSON from natural language, lint for deprecated node types, missing typeVersion, and broken connections, and debug per-node execution failures. Ships with a Claude Code skill. Install: npx @automatelab/n8n-mcp.

• narumiruna/gitingest-mcp 🐍 🏠 - A MCP server that uses gitingest to convert any Git repository into a simple text digest of its codebase.

• Neem2004/android-mcp-server 📇 🏠 - Secure ADB-based MCP server for AI assistants (Claude, OpenCode, VS Code). Read-only logcat, UI hierarchy, package listing, and allowlisted shell commands. TypeScript/Node.js. Install: npx @neem2004/android-mcp-server.

• neilberkman/editorconfig_mcp 📇 🏠 - Formats files using .editorconfig rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.

• Neo1228/spring-boot-starter-swagger-mcp ☕ ☁️ 🏠 - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.

• ni-c/woodpecker-ci-mcp 📇 🏠 - Read and drive a self-hosted Woodpecker CI instance: find the failed pipeline, read the failing step's log as text (the API returns base64 chunks), then restart, cancel or approve it, and manage secrets, registries, crons, agents and the server queue. 71 tools, or a curated eight via WOODPECKER_ALLOW_TOOLS=essential; irreversible operations need a confirmation token and agent tokens are redacted. npx -y @ni-c/woodpecker-ci-mcp

• nikolai-vysotskyi/trace-mcp 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics — routes, ORM relations, component rendering, DI trees — for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory.

• Nishant-Chaudhary5338/mcp-toolkit 📇 🏠 🍎 🪟 🐧 - 9 MCP servers for React + TypeScript development automation — component scaffolding, dependency auditing, WCAG accessibility checking, test generation, TypeScript enforcement, and monorepo management. 134 tests, CI on Node 20+22.

• nk3750/jitapi 🐍 ☁️ 🏠 🍎 🪟 🐧 - Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls — without dumping entire specs into context.

• no-materials/hird 🦀 🏠 🍎 🪟 🐧 - Compiler-as-MCP-server for the Hirð language (typed actors and effect rows on the BEAM): type inference, definition lookup, effect-row explanation, IR fragments, actor protocol and supervision graphs, and token-budget-aware symbol summaries, so agents query the compiler instead of reading source. Errors come back structured, so an agent can self-correct from tool output alone. cargo install --git https://github.com/no-materials/hird hird-mcp

• Neverlow512/agent-droid-bridge 🐍 🏠 - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.

• OctoMind-dev/octomind-mcp 📇 ☁️ - lets your preferred AI agent create & run fully managed Octomind end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.

• Odrin/rhizome-mcp 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for autonomous AI coding agents, with durable issues, leases, checkpoints, decisions, dependency graphs, and review workflows.

• ofershap/mcp-server-devutils 📇 🏠 - Zero-auth developer utilities: base64, UUID, hash, JWT decode, cron parse, timestamps, JSON, and regex.

• ofershap/mcp-server-dns 📇 🏠 - DNS lookups, reverse DNS, WHOIS, and domain availability checks. Zero auth, zero config.

• ofershap/mcp-server-docker 📇 🏠 - Docker operations — manage containers, images, volumes, networks, and compose services.

• ofershap/mcp-server-github-actions 📇 ☁️ - GitHub Actions — view workflow runs, read logs, re-run failed jobs, and manage CI/CD.

• ofershap/mcp-server-github-gist 📇 ☁️ - Create, read, update, list, and search GitHub Gists from your IDE.

• ofershap/mcp-server-markdown 📇 🏠 - Search, extract sections, list headings, and find code blocks across markdown files.

• ofershap/mcp-server-npm-plus 📇 ☁️ - npm intelligence — search packages, check bundle sizes, scan vulnerabilities, compare downloads.

• ofershap/mcp-server-scraper 📇 ☁️ - Web scraping — extract clean markdown, links, and metadata from any URL. Free Firecrawl alternative.

• ooples/token-optimizer-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Intelligent token optimization achieving 95%+ reduction through caching, compression, and 80+ smart tools for API optimization, code analysis, and real-time monitoring.

• openhonest/umbra 🐍 📇 🏠 - Reports what your test suite is structurally unable to see and proves each gap with a real failing test, across six languages.

• OpenZeppelin/contracts-wizard - A Model Context Protocol (MCP) server that allows AI agents to generate secure smart contracts in multiples languages based on OpenZeppelin Wizard templates.

• opslevel/opslevel-mcp 🎖️ 🏎️ ☁️ 🪟 🍎 🐧 - Official MCP Server for OpsLevel

• OverlayQA/mcp 📇 ☁️ 🏠 - Accessibility (WCAG) and color-contrast audits plus QA issue tracking for Claude Code, Cursor, and Windsurf, all from your AI coding agent.

• optimaquantum/claude-critical-rules-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Automatic enforcement of critical rules for Claude AI preventing 96 documented failure patterns. Provides compliance verification checklist and rules summary via MCP tools.

• paladini/devutils-mcp-server 📇 🏠 🍎 🪟 🐧 - 36 zero-auth developer utilities: MD5/SHA/bcrypt hashing, Base64/hex/URL encoding, UUID/password/passphrase generation, JWT decoding, JSON/YAML/XML formatting, timestamp conversion, CIDR calculator, and text tools.

• paracetamol951/P-Link-MCP 🏠 🐧 🍎 ☁️ - Implementation of HTTP 402 (payment required http code) relying on Solana

• pasichDev/docket 📇 🏠 🍎 🪟 🐧 - One todo list and backlog every coding agent can write to (Claude Code, Codex, Cursor and any MCP host), filed per project from the git remote, with claims so two agents don't pick up the same item and a local web dashboard. Local-first, no account; optional self-hosting.

• mcpware/pagecast 📇 🏠 - Record any browser page as GIF or video. AI-driven demo recording with scroll/click/hover interactions via Playwright + ffmpeg. npx @mcpware/pagecast

• Perseus-Computing-LLC/perseus 🐍 🏠 🍎 🪟 🐧 - Local-first live context engine and MCP server. Pre-resolves git, services, tests, and memory into a ready context briefing at session start (compile-before-context). MIT, PyPI: perseus-ctx.

• Pharaoh-so/pharaoh 📇 ☁️ 🍎 🪟 🐧 - Hosted MCP server that parses TypeScript and Python codebases into Neo4j knowledge graphs for blast radius analysis, dead code detection, dependency tracing, and architectural context.

• jcooley8/pincushion-plugin 📇 ☁️ 🏠 🍎 🪟 🐧 - Visual feedback as agent work packets. Stakeholders drop pins on your live app; your AI coding agent reads each pin (selector, screenshot, DOM snippet, thread, acceptance criteria) via MCP and ships the fix, recording the commit/branch/PR on resolve. Install: npx pincushion-mcp.

• pipepie/pipepie 🏎️ 🏠 - Self-hosted webhook relay and tunnel with Noise NK encryption. 13 MCP tools to inspect requests, replay webhooks, trace AI pipelines, connect/disconnect tunnels, and manage subdomains. No tokens or passwords — the cryptographic handshake is the auth.

• pmptwiki/pmpt-cli 📇 🏠 - Record and share your AI-driven development journey. Auto-saves project milestones with summaries, generates structured AI prompts via 5-question planning, and publishes to pmptwiki.com community platform.

• pofky/asc-mcp 📇 🏠 🍎 - App Store Connect control plane: 41 job-shaped tools that edit version metadata (with Apple's character limits validated), upload screenshots, build/sign/upload the binary, drive TestFlight, create IAPs and subscriptions with territory availability, run a release preflight audit, submit and release. Flags the steps Apple only allows on its website (privacy label, EU trader, first IAPs) instead of failing on them. Six tools need no license, three of those no Apple credentials either.

• posthog/mcp 🎖️ 📇 ☁️ - An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.

• soulware-studio/promethic-mcp ☁️ - Prompt library MCP: versioned prompts, per-version model settings (reasoning, verbosity, and other API dials), text/image/JSON. Tracks edits and copy/download; refine proposes the next version. Hosted Streamable HTTP at https://mcp.getpromethic.com/v1

• pylonapi/pylon-mcp 📇 ☁️ - x402-native API gateway with 20+ capabilities (web-extract, web-search, translate, image-generate, screenshot, PDF, OCR, and more) payable with USDC on Base. No API keys — agents pay per call via HTTP 402.

• Pratyay/mac-monitor-mcp 🐍 🏠 🍎 - Identifies resource-intensive processes on macOS and provides performance improvement suggestions.

• PromptExecution/cratedocs-mcp 🦀 🏠 - Outputs short-form Rust crate derived traits,interfaces, etc. from AST (uses same api as rust-analyzer), output limits (token estimation) & crate docs w/regex stripping.

• promptexecution/just-mcp 🦀 🏠 - Justfile integration that enables LLMs to execute any CLI or script commands with parameters safely and easily, with environment variable support and comprehensive testing.

• pskill9/website-downloader 🗄️ 🚀 - This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work locally.

• PSU3D0/spreadsheet-mcp 🦀 🏠 🪟 - High-performance, token-efficient spreadsheet analysis/editing (xlsx/xlsm) with region detection, structured reads, formula/style inspection, forking mechanics, and recalculation. Cross-platform.

• grahamrowe82/pt-edge 🐍 ☁️ 🍎 🪟 🐧 - AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs.

• public-ui/kolibri 📇 ☁️ 🏠 - Streaming KoliBri MCP server (NPM: @public-ui/mcp) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local kolibri-mcp CLI.

• pzalutski-pixel/javalens-mcp ☕ 🏠 - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.

• pzalutski-pixel/godotlens-mcp 🐍 🏠 - 15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, references, diagnostics, rename, and file sync for AI agents.

• pzalutski-pixel/sharplens-mcp #️⃣ 🏠 - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.

• qainsights/jmeter-mcp-server 🐍 🏠 - JMeter MCP Server for performance testing

• qainsights/k6-mcp-server 🐍 🏠 - Grafana k6 MCP Server for performance testing

• qainsights/locust-mcp-server 🐍 🏠 - Locust MCP Server for performance testing

• benswel/qr-agent-core 📇 ☁️ - Dynamic QR code service for AI agents. Create, update, track, and retarget QR codes without regenerating images. 37 tools covering 11 QR types, one-command install via npx qr-for-agent.

• QuantGeekDev/docker-mcp 🏎️ 🏠 - Docker container management and operations through MCP

• Quantum3-Labs/ARBuilder 🐍 ☁️ 🏠 🍎 🪟 🐧 - AI-powered code generator for the Arbitrum ecosystem. 19 MCP tools for Stylus smart contracts, SDK bridging, full-stack dApps, and Orbit chain deployment, backed by RAG-based retrieval over Arbitrum documentation.

• r-huijts/xcode-mcp-server 📇 🏠 🍎 - Xcode integration for project management, file operations, and build automation

• rabdulsal/appstore-release-mcp 📇 🏠 🍎 - Drives the full App Store release cycle for iOS/macOS apps: version bump, archive + sign + TestFlight upload via your fastlane lane (as async jobs with log polling — the step REST-only ASC servers can't do), metadata updates, and review submission via the ASC API. Zero-dependency ES256 JWT auth. npx appstore-release-mcp

• ReAPI-com/mcp-openapi 📇 🏠 - MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data

• RepoAssay/repo-test-architect 📇 🏠 🍎 🪟 🐧 - Local-first, read-only MCP server that audits test architecture across JavaScript/TypeScript, C#, Elixir, Go, Kotlin/JVM, PHP, Python, Ruby, Rust, and Swift, then produces evidence-backed findings, rankings, and repository-native test plans. npx --yes repo-test-architect mcp

• Vbj1808/retrieval-lens 📇 🏠 - Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.

• reflagcom/mcp 🎖️ 📇 ☁️ - Flag features directly from chat in your IDE with Reflag.

• Rootly-AI-Labs/Rootly-MCP-server 🎖️ 🐍 ☁️ 🍎 - MCP server for the incident management platform Rootly.

• ronantakizawa/a11ymcp 📇 🏠 - Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast, ARIA validation, and orientation lock detection.

• rsdouglas/janee 📇 🏠 🍎 🪟 🐧 - Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly.

• ryan0204/github-repo-mcp 📇 ☁️ 🪟 🐧 🍎 - GitHub Repo MCP allow your AI assistants browse GitHub repositories, explore directories, and view file contents.

• sammcj/mcp-package-version 📇 🏠 - An MCP Server to help LLMs suggest the latest stable package versions when writing code.

• sarveshsea/memi 📇 🏠 - Design-system memory for coding agents with 46 MCP tools for UI audits, Tailwind token extraction, shadcn registry workflows, Figma context, design docs, and interface-quality diagnostics.

• saurav61091/mcp-openapi 📇 ☁️ 🏠 - Turn any OpenAPI spec into callable MCP tools for Claude. Point at any OpenAPI 3.x spec and Claude can call every endpoint through natural language. Supports Bearer, API key, and Basic auth.

• sapientpants/sonarqube-mcp-server 🦀 ☁️ 🏠 - A Model Context Protocol (MCP) server that integrates with SonarQube to provide AI assistants with access to code quality metrics, issues, and quality gate statuses

• sbroenne/mcp-server-excel #️⃣ 🏠 🪟 - Full-featured Excel MCP server. 173 operations: Power Query, DAX, VBA, PivotTables, Tables, Charts, ranges, formatting. 100% Excel compatibility - uses Excel app instead of creating .xlsx files. Windows only.

• SDGLBL/mcp-claude-code 🐍 🏠 - An implementation of Claude Code capabilities using MCP, enabling AI code understanding, modification, and project analysis with comprehensive tool support.

• seldonframe/reelier 📇 🏠 🍎 🪟 🐧 - Record an agent's tool-call workflow once, replay it deterministically at 0 tokens, and diff runs to catch drift — CI + snapshot tests for MCP tool-call workflows. npx -y reelier serve

• selvage-lab/selvage 🐍 🏠 - LLM-based code review MCP server with AST-powered smart context extraction. Supports Claude, GPT, Gemini, and 20+ models via OpenRouter.

• NavinAgrawal/mcp-broker 🐍 🏠 🍎 🪟 🐧 - Local MCP process broker that exposes one compact client entry while routing to many configured upstream MCP servers with profile gates, lifecycle ownership, and mutating-tool allowlists.

• notasandy/mcp-code-sanitizer 🐍 🏠 🍎 🪟 🐧 - Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports.

• shellsage-ai/mcp-server-boilerplate 📇 🐍 🏠 - Production-ready MCP server starter templates in TypeScript and Python. Includes tool, resource, and prompt patterns with Claude Desktop integration configs.

• SegfaultSorcerer/heap-seance 🐍 🏠 🍎 🪟 🐧 - Java memory leak diagnostics via jcmd, jmap, jstat, JFR, Eclipse MAT, and async-profiler with structured confidence-based verdicts. Two-stage escalation model with conservative scan and deep forensics.

• sequa-ai/sequa-mcp 📇 ☁️ 🐧 🍎 🪟 - Stop stitching context for Copilot and Cursor. With Sequa MCP, your AI tools know your entire codebase and docs out of the box.

• shadcn/studio MCP - Integrate shadcn/studio MCP Server directly into your favorite IDE and craft stunning shadcn/ui Components, Blocks and Pages inspired by shadcn/studio.

• shayaShav/flatten-mcp 📇 🏠 - Flatten Claude Code sessions: keep every prompt verbatim, resume at a lower token count instead of lossy compaction.

• SimplyLiz/CodeMCP 🏎️ 🏠 🍎 🪟 🐧 - Code intelligence MCP server with 80+ tools for semantic code search, impact analysis, call graphs, ownership detection, and architectural understanding. Supports Go, TypeScript, Python, Rust, Java via SCIP indexing.

• simplypixi/bugbug-mcp-server ☁️ - MCP for BugBug API, to manage test and suites on BugBug

• skullzarmy/vibealive 📇 🏠 🍎 🪟 🐧 — Full-featured utility to test Next.js projects for unused files and APIs, with an MCP server that exposes project analysis tools to AI assistants.

• smplkit/mcp 📇 ☁️ - Scheduled HTTP jobs from your AI agent — cron, one-off, or on-demand, with retries and run history.

• snaggle-ai/openapi-mcp-server 🏎️ 🏠 - Connect any HTTP/REST API server using an Open API spec (v3)

• softvoyagers/linkshrink-api 📇 ☁️ - Free privacy-first URL shortener API with analytics and link management. No API key required.

• softvoyagers/ogforge-api 📇 ☁️ - Free Open Graph image generator API with themes, Lucide icons, and custom layouts. No API key required.

• softvoyagers/pagedrop-api 📇 ☁️ - Free instant HTML hosting API with paste, file upload, and ZIP deploy support. No API key required.

• softvoyagers/pdfspark-api 📇 ☁️ - Free HTML/URL to PDF conversion API powered by Playwright. No API key required.

• softvoyagers/qrmint-api 📇 ☁️ - Free styled QR code generator API with custom colors, logos, frames, and batch generation. No API key required.

• spacecode-ai/SpaceBridge-MCP 🐍 🏠 🍎 🐧 - Bring structure and preserve context in vibe coding by automatically tracking issues.

• specshield26/specshield-mcp-server 📇 ☁️ - The API-change deploy gate for AI coding agents: "is it safe to ship this API change to my consumers?" Analyze-only OpenAPI breaking-change detection + migration guides.

• srijanshukla18/xray 🐍 🏠 - Progressive code-intelligence MCP server: map project structure, fuzzy-find symbols, and assess change-impact across Python, JS/TS, and Go (powered by ast-grep).

• srclight/srclight 🐍 🏠 - Deep code indexing MCP server with SQLite FTS5, tree-sitter, and embeddings. 29 tools for symbol search, call graphs, git intelligence, and hybrid semantic search.

• st3v3nmw/sourcerer-mcp 🏎️ ☁️ - MCP for semantic code search & navigation that reduces token waste

• stass/lldb-mcp 🐍 🏠 🐧 🍎 - A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.

• stfade/moth 📇 🏠 - A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.

• storybookjs/addon-mcp 📇 🏠 - Help agents automatically write and test stories for your UI components.

• SuresoftTechnologies/dvera-plugin 🎖️ 🐍 🏠 🪟 🐧 - Drives CT (Controller Tester) C/C++ verification from an MCP client: project setup, toolchain resolution, analysis, test generation and execution, statement/branch/MC-DC coverage, and report export. Requires a local CT 2026.06 or later installation; without one the server reports zero tools. Listed on the official MCP Registry (io.github.SuresoftTechnologies/dvera-mcp).

• tactual-dev/tactual 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer. Models real AT user effort with per-profile scoring, graph-based pathfinding, and step-by-step navigation traces.

• TamarEngel/jira-github-mcp - MCP server that integrates Jira and GitHub to automate end-to-end developer workflows, from issue tracking to branches, commits, pull requests, and merges inside the IDE.

• tao-izm/devpulse-mcp 📇 🏠 - Zero-config MCP server that gives AI coding assistants a real-time diagnostic snapshot of your local dev environment. Detects framework, running services, recent errors, and git state in one call.

• TCSoftInc/testcollab-mcp-server ☁️ - Manage test cases in TestCollab directly from your AI coding assistant. List, create, and update test cases with filtering, sorting, and pagination support.

• TKMD/ReftrixMCP 📇 🏠 🐧 🍎 - Web design analysis MCP server with 26 tools for layout extraction, motion detection, quality scoring, and semantic search. Uses Playwright, pgvector HNSW, and Ollama Vision to turn web pages into searchable, structured design knowledge.

• TencentEdgeOne/edgeone-pages-mcp 📇 ☁️ - An MCP service for deploying HTML content to EdgeOne Pages and obtaining a publicly accessible URL.

• testdino-hq/testdino-mcp 🎖️ 📇 ☁️ - Connects your TestDino testrun/testcase data to AI agents so you can review runs, debug failures, and manage manual test cases using natural language.

• tgeselle/bugsnag-mcp 📇 ☁️ - An MCP server for interacting with Bugsnag

• thecombatwombat/replicant-mcp 📇 🏠 🍎 🪟 🐧 - Android MCP server for AI-assisted Android development. Build APKs, launch emulators, manage devices, automate UI, and analyze logs through natural conversation.

• themesberg/flowbite-mcp 📇 🏠 🍎 🪟 🐧 - MCP server that provides AI assistance for an open-source UI framework based on Tailwind CSS

• theserverlessdev/wsc 📇 ☁️ 🏠 - Prose linter + AI-slop detector: weasel words, passive voice, hedging, and 190+ research-cited AI tells. Remote server at wsc.theserverless.dev/mcp or npx wsc-mcp.

• tipdotmd/tip-md-x402-mcp-server 📇 ☁️ - MCP server for cryptocurrency tipping through AI interfaces using x402 payment protocol and CDP Wallet.

• x402node/x402-mcp 🎖️ 📇 🏠 - Exposes 100+ x402-paid APIs to AI agents via auto-discovery from Coinbase Bazaar. Handles USDC micropayments on Base mainnet.

• Mibayy/token-savior 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence MCP server for AI-assisted development. Navigate and edit code by symbol names instead of raw text — symbol lookup, dependency graphs, call chains, dead code detection, and structural diff. Replaces grep/cat with semantic tools: 87% token reduction on large codebases.

• Tokenectomy-Labs/Tokenectomy 🦀 🏠 🍎 🪟 🐧 - Sub-millisecond log surgery, secret redaction, and atomic compiler patch verification MCP server written in safe Rust. Eliminates framework noise from AI debugging sessions and guarantees zero dirty diff with instant rollback.

• Tommertom/awesome-ionic-mcp 📇 🏠 - Your Ionic coding buddy enabled via MCP – build awesome mobile apps using React/Angular/Vue or even Vanilla JS!

• tosin2013/mcp-adr-analysis-server 📇 ☁️ 🏠 - AI-powered architectural analysis server for software projects. Provides technology stack detection, ADR management, security checks, enhanced TDD workflow, and deployment readiness validation with support for multiple AI models.

• TranQui004/signalint 📇 🏠 🍎 🪟 🐧 - Local stdio MCP server for compact, cached, loop-aware JavaScript/TypeScript diagnostics. Clusters and prioritizes Oxlint/tsc/Biome issues, caches per-engine results to skip unchanged files, and detects recurring diagnostic loops. Also ships a signalint CLI and a composite GitHub Action for CI use.

• tumf/mcp-text-editor 🐍 🏠 - A line-oriented text file editor. Optimized for LLM tools with efficient partial file access to minimize token usage.

• ukkit/memcord 🐍 🏠 🐧 🍎 - A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control.

• utensils/mcp-nixos 🐍 🏠 - MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings to prevent AI hallucinations.

• V0v1kkk/DotNetMetadataMcpServer #️⃣ 🏠 🍎 🪟 🐧 - Provides AI agents with detailed type information from .NET projects including assembly exploration, namespace discovery, type reflection, and NuGet integration

• valado/pantheon-mcp 🤖 - MCP server providing task specific agentic instructions. No more outdated Markdown files and synchronisation overhead.

• var-gg/mcp 📇 ☁️ - Enforces team naming consistency for AI-generated code via Cursor MCP integration. Guide ↗

• vasayxtx/mcp-prompt-engine 🏎️ 🏠 🪟️ 🐧 🍎 - MCP server for managing and serving dynamic prompt templates using elegant and powerful text template engine.

• veelenga/claude-mermaid 📇 🏠 🍎 🪟 🐧 - A Mermaid diagram rendering MCP server for Claude Code with live reload functionality, supporting multiple export formats (SVG, PNG, PDF) and themes.

• vercel/next-devtools-mcp 🎖️ 📇 🏠 - Official Next.js MCP server for coding agents. Provides runtime diagnostics, route inspection, dev server logs, docs search, and upgrade guides. Requires Next.js 16+ dev server for full runtime features.

• vighriday/Veris 📇 🏠 🍎 🪟 🐧 - Behavioral verification intelligence for autonomous coding agents. Builds a behavioral graph of any TS/JS repo, clusters into 25 semantic workflows (Auth, Payments, Webhooks, Caching, Queue, etc.), detects drift, generates concrete adversarial probes (idempotency, retry storm, cache stampede, replay), emits per-workflow risk + confidence. 17 MCP tools. Local SQLite state. Zero cloud. MIT.

• verifyax/verifyax-mcp 📇 ☁️ - MCP server for the VerifyAX platform. Enables agent evaluation, simulation testing, and functional/non-functional verification workflows through natural language.

• vezlo/src-to-kb 📇 🏠 ☁️ - Convert source code repositories into searchable knowledge bases with AI-powered search using GPT-5, intelligent chunking, and OpenAI embeddings for semantic code understanding.

• vivekvells/mcp-pandoc 🗄️ 🚀 - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.

• VikrantSingh01/adaptive-cards-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.

• VOYAGER-Inc/excel-vision-mcp 🐍 🏠 🍎 🪟 🐧 - Reads the embedded images other Excel servers drop: diagrams and screenshots come back as ImageContent mapped to the cell they sit in, so specs where the workflow lives in a picture are actually readable. Also surfaces the formatting that carries meaning (bold, strikethrough, highlight and font colors) and skips hidden rows/columns unless a visible formula depends on them. Write support with atomic saves. uvx excel-vision-mcp.

• VSCode Devtools 📇 - Connect to VSCode ide and use semantic tools like find_usages

• VrtxOmega/Ollama-Omega 🐍 🏠 🍎 🪟 🐧 - Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.

• VrtxOmega/omega-brain-mcp 🐍 🏠 🍎 🪟 🐧 - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.

• Webvizio/mcp 🎖️ 📇 - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.

• whyy9527/ariadne 🐍 🏠 - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.

• willianpinho/mcp-gateway-scan 📇 🏠 - Read-only static scanner for MCP / agent-gateway production-readiness. The scan_gateway tool scores a repo across 7 security dimensions (RBAC, fail-closed, supply chain, observability, cost, secrets, prod-readiness). Never executes code or prints secret values.

• WiseVision/mcp_server_ros_2 🐍 🤖 - MCP server for ROS2 enabling AI-driven robotics applications and services.

• wn01011/llm-token-tracker 📇 🏠 🍎 🪟 🐧 - Token usage tracker for OpenAI and Claude APIs with MCP support, real-time session tracking, and accurate pricing for 2025 models

• Wolfe-Jam/claude-faf-mcp 📇 🏠 - First & only persistent project context MCP. Provides .faf (Foundational AI-context Format) Project DNA with 33+ tools, Podium scoring (0-100%), and format-driven architecture. Official Anthropic Registry. 10k+ npm downloads.

• Wolfe-Jam/faf-mcp 📇 🏠 - Universal persistent project context for Cursor, Windsurf, Cline, VS Code, and all MCP-compatible platforms (including Claude Desktop). IANA-registered format (application/vnd.faf+yaml). 17 native tools, AI-readiness scoring.

• Wooonster/hocr_mcp_server 🐍 🏠 – A fastAPI-based FastMCP server with a Vue frontend that sends uploaded images to VLM via the MCP to quickly extract handwritten mathematical formulas as clean LaTeX code.

• wyattjoh/jsr-mcp 📇 ☁️ - Model Context Protocol server for the JSR (JavaScript Registry)

• xcodebuild 🍎 Build iOS Xcode workspace/project and feed back errors to llm.

• XixianLiang/HarmonyOS-mcp-server 🐍 🏠 - Control HarmonyOS-next devices with AI through MCP. Support device control and UI automation.

• xzq.xu/jvm-mcp-server 📇 🏠 - An implementation project of a JVM-based MCP (Model Context Protocol) server.

• yangkyeongmo@/mcp-server-apache-airflow 🐍 🏠 - MCP server that connects to Apache Airflow using official client.

• yanmxa/scriptflow-mcp 📇 🏠 - A script workflow management system that transforms complex, repetitive AI interactions into persistent, executable scripts. Supports multi-language execution (Bash, Python, Node.js, TypeScript) with guaranteed consistency and reduced hallucination risks.

• ycs77/apifable 📇 🏠 - MCP server that helps AI agents explore OpenAPI specs, search endpoints, and generate TypeScript types.

• yikakia/godoc-mcp-server 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev

• yiwenlu66/PiloTY 🐍 🏠 - AI pilot for PTY operations enabling agents to control interactive terminals with stateful sessions, SSH connections, and background process management

• YuChenSSR/mindmap-mcp-server 🐍 🏠 - A Model Context Protocol (MCP) server for generating a beautiful interactive mindmap.

• YuChenSSR/multi-ai-advisor 📇 🏠 - A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives on a single question.

• YuliiaKovalova/dotnet-template-mcp #️⃣ 🏠 🍎 🪟 🐧 - .NET Template Engine MCP server for AI-driven project scaffolding. Search, inspect, preview, and create dotnet new projects via natural language with parameter validation, smart defaults, NuGet auto-resolve, and interactive elicitation.

• Yutarop/ros-mcp 🐍 🏠 🐧 - MCP server that supports ROS2 topics, services, and actions communication, and controls robots using natural language.

• yWorks/mcp-typescribe 📇 🏠 - MCP server that provides Typescript API information efficiently to the agent to enable it to work with untrained APIs

• ypollak2/llm-router 🐍 🏠 🍎 🪟 🐧 - Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification, Claude subscription pressure, and cost. Free tasks stay on Claude subscription; expensive tasks fall back to the cheapest capable model. Includes 30 MCP tools, 6 auto-routing hooks, semantic dedup cache, prompt caching, daily spend cap, and a live web dashboard.

• zaebee/codegraph-brain 🐍 🏠 - Code graph for AI agents: resolves Python and TypeScript calls to fully qualified names and reports the share it could not resolve instead of guessing. Multi-hop impact analysis and call tracing, authz reachability audit, coupling/PageRank metrics, architectural drift against declared patterns. Local, SQLite. uvx --from codegraph-brain cgis-mcp

• zaizaizhao/mcp-swagger-server 📇 ☁️ 🏠 - A Model Context Protocol (MCP) server that converts OpenAPI/Swagger specifications to MCP format, enabling AI assistants to interact with REST APIs through standardized protocol.

• zcaceres/fetch-mcp 📇 🏠 - An MCP server to flexibly fetch JSON, text, and HTML data

• zelentsov-dev/asc-mcp 🏠 🍎 - App Store Connect API server with 208 tools for managing apps, builds, TestFlight, subscriptions, reviews, and more — directly from any MCP client.

• zenml-io/mcp-zenml 🐍 🏠 ☁️ - An MCP server to connect with your ZenML MLOps and LLMOps pipelines

• zillow/auto-mobile 📇 🏠 🐧 - Tool suite built around an MCP server for Android automation for developer workflow and testing

• ztuskes/garmin-documentation-mcp-server 📇 🏠 – Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples

• drumst0ck/uploadkit 🎖️ 📇 🏠 🍎 🪟 🐧 – Official MCP server for UploadKit. Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via npx -y @uploadkitdev/mcp.

• DigiCatalyst-Systems/dep-diff-mcp 📇 🏠 🍎 🪟 🐧 - Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via npx -y @digicatalyst/dep-diff-mcp.

• hikmahtech/drwhome 📇 ☁️ – Remote MCP server at https://drwho.me/mcp/mcp with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP — point Claude Desktop at the URL.

• skyhook-io/radar 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Built-in MCP server for Radar, a modern Kubernetes visibility tool. Lets AI agents query cluster topology, resources, events, logs, and Helm/GitOps state across multiple clusters. Single binary, no agents, no cloud dependency. Apache 2.0.

• NazarKalytiuk/tarn 🦀 🏠 🍎 🪟 🐧 - CLI-first API testing tool with structured JSON failures (failure_category, error_code, hints) so AI agents can branch on the taxonomy without parsing stderr. MCP tools: tarn_run, tarn_validate, tarn_fix_plan, tarn_inspect, tarn_rerun_failed, and more. Tests are .tarn.yaml. Single static binary (musl), MIT.

• tooluse-labs/perfetto-mcp-rs 🦀 🏠 🍎 🪟 🐧 - MCP server for Perfetto trace analysis. Runs PerfettoSQL queries on .perfetto-trace / .pftrace files via auto-downloaded trace_processor_shell, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via cargo install, Homebrew tap, and curl install script.

• mshegolev/jaeger-mcp 🐍 ☁️ 🏠 – Jaeger distributed tracing MCP. 5 tools: list_services, list_operations, search_traces, get_trace, get_dependencies. Any Jaeger instance (HTTP API v3); PyPI + MCP Registry.

• parasxos/cpp26-adapter 🐍 🏠 🍎 🪟 🐧 - C++26 paper reference MCP (cpp26-ref) backing a Claude Code plugin: lookup_paper, fuzzy search, compiler_status over a 216-paper ISO/IEC 14882:2026 corpus. The plugin's skill + reviewer subagent use these tools to bias Claude toward reflection, contracts, std::execution senders, #embed, expansion statements — even when the local compiler lags. 95% on a held 39-task eval gate.

• graphpilot-oss/graphpilot 📇 🏠 🍎 🪟 🐧 - Structural memory for coding agents. Indexes TypeScript/JavaScript repos and exposes callers, callees, blast-radius impact, and symbol locations over MCP — with file:line@sha evidence anchors and branch-aware differential impact — so agents answer "who calls X?" / "what breaks if I change X?" without re-reading files. Local-only, zero telemetry, Apache-2.0. npx @graphpilot-oss/graphpilot mcp

• Disentinel/grafema 📇 🏠 🍎 🪟 🐧 - Semantic code graph MCP server for AI coding agents. Indexes your codebase into a typed graph (functions/types/modules as nodes; CALLS/IMPORTS/DATAFLOW/EFFECTS as typed edges) and exposes 40+ tools for call-chain tracing, data-flow analysis, semantic search, and invariant checking — so agents navigate code structure instead of reading files line by line. npm install -g grafema

• laszlopere/mcp-abacus 🐍 🏠 🍎 🐧 - Type-faithful calculator: evaluate expressions under fixed-point, IEEE-754 double, or exact rational arithmetic, with every answer labelled exact vs inexact. Tools: calculate, analyze, solver, help, info. Offline, no network. uvx mcp-abacus.

• joaoh82/rustunnel 🦀 🏠 ☁️ - MCP server that lets AI agents create and manage public tunnels to local services (webhooks, dev servers, sharing) — six tools covering HTTP/TCP/UDP tunnels, custom subdomains, regions, and load-balanced pools. Pairs with the rustunnel CLI; managed cloud or self-hosted (AGPL).

• xfloukiex-lab/laugh-tale 🐍 🏠 🍎 🪟 🐧 - Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. pip install laugh-tale-mcp

• JSungMin/vs-token-safer 📇 🏠 🍎 🪟 🐧 - Routes an AI coding agent's code search through an official language-server index (clangd / Roslyn / tsserver / pyright) instead of grep, returning a token-capped file:line list with no source bodies — ~20× fewer tokens. Also symbol-level edit-by-name, a Bash-grep→indexed-query rewrite hook, and git/p4 output compaction. Local-only, no IDE. Claude Code plugin + vts CLI.

• ysalitrynskyi/opn-mcp 📇 ☁️ 🏠 - Shorten links, read click analytics, generate branded QR codes, and manage links on opn.onl — the open-source, self-hostable URL shortener. Works with the hosted service or your own instance.

• mambalabsdev/mcp-domain-deliverability-checker 📇 ☁️ - Audits a domain email deliverability: SPF, DKIM, DMARC, MX, mail provider, DNS blacklist, catch-all, and domain age, returning a 0-100 health score via an Apify actor.

• ozers/hooksense-mcp 📇 ☁️ - Webhook & callback layer for AI agents: create a callback URL, then wait_for_callback to block until the webhook lands — signature-verified and decrypted — instead of polling. Verify HMAC, list/replay callbacks. npx -y @hooksense/mcp

• Eltortilla1/synapse-code-mcp 📇 🏠 🍎 🪟 🐧 - Structural code context server for AI agents — compressed symbol indexes, dependency graphs, and git diffs via TypeScript AST analysis. Zero external dependencies, no vector database or embedding API required.

• richer-richard/fenestra 🦀 🏠 - Render and verify native Rust GUIs with no display or GPU: render to a typed accessibility tree, query/interact by semantic selector (never coordinates), check contrast/focus-order/hit-target-size, diff screenshots, and watch motion play as a captioned filmstrip. 13 tools. cargo install fenestra-mcp.

• chaoz23/inkcheck 📇 🏠 🍎 🪟 🐧 - CI for ink interactive-fiction stories. Compiles, exhaustively playtests every branch, and finds runtime errors (with a repro path), unreachable knots, and every distinct ending — so an agent can verify the story it wrote. Writes no prose. claude mcp add inkcheck -- npx -y inkcheck mcp

• swapnanil/vectr 🐍 🏠 🍎 🪟 🐧 - Semantic codebase search + persistent working memory for AI code editors. Hybrid dense + BM25 search over AST-aware chunks, a symbol graph for locate/trace, and typed notes that survive context compaction and session restarts. Local embeddings, zero config, no API key. pip install vectr

• SunrisesIllNeverSee/sigrank-mcp 📇 🏠 🍎 🪟 🐧 - Operator leaderboard measuring users, not models — ranks AI coding operators by token cascade efficiency (Yield = Cache Reads × Output / Input²). 15 MCP tools: rank, pull, submit (ed25519-signed), diagnose, simulate. Privacy-first: only token counts leave the machine. npx sigrank

• Bishop81/imagedimensions-mcp 📇 ☁️ - Audit the images on any web page: natural vs rendered dimensions, oversized-image detection, and format breakdown, so agents can check web-image performance. Calls the hosted imagedimensions.com API, so no local browser is required. npx -y imagedimensions-mcp

• sebastienrousseau/rlg 🦀 🏠 🍎 🪟 🐧 - Log-stream tools for on-call / SRE agent workflows — expose rlg (RustLogs) log files as MCP tools. Three tools: tail_log (last N events, filtered by level/target), filter_log (JSON-path-style predicates), summarize_errors (grouped error taxonomy). Speaks JSON-RPC 2.0 over stdio; near-lock-free structured logging engine underneath (65k-slot ring buffer, 14 output formats, os_log/journald sinks). Install cargo install rlg-mcp or docker run -i ghcr.io/sebastienrousseau/rlg-mcp. Dual-licensed MIT OR Apache-2.0.

• chrassy/klanex-mcp 🎖️ 📇 ☁️ - Reliable async execution for agent tool calls: schema-gate hallucinated payloads before they run, absorb rate limits and outages with retries/backoff/circuit breakers, idempotency keys, human approval gates, encrypted credentials, replay, and signed-webhook results. Errors come back with an llm_hint the agent can self-correct from. Hosted remote (api.klanexai.com/mcp, free sandbox) or npx -y klanex-mcp.

• get-tmonier/argot 🎖️ 🦀 🏠 🍎 🪟 🐧 - Guardrail that checks agent-written code against a repo's own git-history-learned patterns — flags foreign dependencies, reinvented functions, misplaced code, broken layering, and gamed tests. Exposes voice_context (the repo's familiar imports/idioms for a file, so agents write in-voice before generating), check (score a generated hunk against the repo's patterns), and explain. 100% local, no LLM, single Rust binary. npm i -g @tmonier/argot

• MikhailHal/ariadne ☕ 🏠 🍎 🪟 🐧 - Affected-test selection for Kotlin/Android projects: returns only the unit tests impacted by the current working-tree changes, so agents skip full test runs while iterating. Function-level static analysis via Kotlin Analysis API — call graph over functions, properties (initializers, delegates, accessors), constructors and callable references — with automatic multi-module and Android variant source-set discovery. Verified on Now in Android (34 modules, ~4s per query). brew install mikhailhal/tap/ariadne

• PackkitLabs/packkit-mcp 📇 🏠 - Scaffold, compose, and upgrade modern multi-language projects from your agent — a single MCP surface over the create-packkit generator family (any supported language) plus a fullstack composer that stitches a frontend and backend into one repo. Also available as a CLI and a web configurator. npx -y packkit-mcp

• gvasile29/qai-consultant 🐍 🏠 🍎 🪟 🐧 - Keyless local MCP server bringing ISTQB / OWASP / IEEE / ISO / EU AI Act QA standards into your AI client: standards-grounded retrieval, deterministic QA effort estimation, and automated QA document quality review (0-100 rubric) plus JUnit/CSV test-results flakiness analysis. uvx qai-consultant-mcp

• MGM-FALCON/quelllm-mcp 🐍 ☁️ 🍎 🪟 🐧 - MCP server for quelllm.fr — open-weights LLM catalog (250+ models with params, VRAM by quantization, tokens/sec, license). Tools: list_models, get_model, compare, estimate_vram, estimate_cost (API providers vs self-hosted hardware in EUR), search_models. Useful when picking a local model that fits your GPU/Mac.

• imqueue/mcp 📇 🏠 - Search @imqueue docs and scaffold typed services & clients for AI coding agents, access CLI and manage your service fleet.

• WCAG-Compliance/wcagc-mcp 🎖️ 📇 ☁️ 🏠 - Deterministic axe-core accessibility scanning (WCAG 2.1 AA, EN 301 549, PDF/UA) through a wcagc account: scan any public URL or PDF, crawl a whole registered site, replay saved multi-step journeys, and read violation trends. Returns structured findings — rule, severity counts and the success criteria involved — so the assistant reasons over real results rather than guessing from markup. Every scan result carries an automated-coverage disclaimer instead of a score or a pass/fail verdict. Hosted at https://mcp.wcagc.com/mcp, or run it locally with npx -y @wcagc/mcp.

• srbsa/diffgate 📇 🏠 🍎 🪟 🐧 - Deterministic guardrail for AI-written diffs, runnable from inside the coding agent's own loop over MCP. Zero-LLM-token, AST-precise rules (SQLi, SSRF, XXE, permissive CORS, prototype pollution, hardcoded secrets) across 8 languages, plus structural checks for reinvented helpers and over-abstraction — findings scoped to only the changed lines, same input always gives the same output, no false-block guarantee. npm i -g diffgate-review (registers as the diffgate command; diffgate mcp starts the server)

• shakaran/symfony-agent-mcp 📇 🏠 🍎 🪟 🐧 - Read-only introspection of a Symfony codebase: routes, controllers, services, entities, database schema, migrations, events, forms, security, Doctrine, Messenger, Twig and API Platform. 1,677 tools discovered progressively — tools/list starts at five meta-tools and the rest activate per category, so connecting costs ~828 tokens instead of ~154,000. Nothing is executed and nothing is written; results are scanned for credentials before they leave. npx -y @shakaran/symfony-agent-mcp

• ms-methos/jsonfabrica-mcp-server 📇 🏠 🍎 🪟 🐧 - Generate realistic, schema-conformant JSON test data — single documents or relational batches — from reusable templates via the JsonFabrica API. npx -y @jsonfabrica/mcp-server

• servelink-swyftlabs/serve-mcp 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Give anything on your machine a public HTTPS link from your agent — a file, a directory, or a running dev server. Every link is either live from your machine (a tunnel, so edits show up) or published to serve's servers so it keeps working with the machine off, and moving between the two is one sentence to the agent. 17 tools covering password protection, TTLs, named subdomains and teardown. npx -y @servelink/serve

• Yocoolab/mcp-server 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Pin visual feedback on any live web page — localhost, staging or production — and hand it to your coding agent with the element, its CSS selector, a screenshot and the whole thread attached, then get a pull request back. Bridges to the Yocoolab browser extension locally and syncs threads through the Yocoolab API. Listed on the official MCP Registry (io.github.Jonahbkerr/yocoolab). npx -y @yocoolab/mcp-server@2 setup

• JeanFrancoisGagne/crapkit 🎖️ 🐍 🏠 🍎 🪟 🐧 - Read-only view of a repository's CRAP scores, one per function: ccn^2 * (1 - cov)^3 + ccn, cyclomatic complexity joined to the branch coverage your own test command already writes. Twelve tools (get_next_item, list_worklist, get_function_brief, get_function_history, check_gate, check_config, list_coupled_files, list_duplicate_functions, get_ratchet_report, get_trend, list_runs, list_claims) hand the agent the worst function to fix next with its own source, its uncovered lines, its change-coupled files, its near-duplicates and a gate verdict on the edited file. None of the twelve runs a test suite or edits source files. Reads Python, TypeScript, JavaScript, Go, Rust, Swift, Java, C/C++ and more through lizard. pip install crapkit, then crapkit mcp.

• KallistoX/mcp-unifi-applications 🐍 🏠 🍎 🪟 🐧 - Queryable UniFi API documentation (Network, Protect, Site Manager, InnerSpace, Mobility, Carrier Fabric) — endpoint search, field-level schema drill-down, and code examples in curl/Go/Node.js/Python/Ansible. Read-only: serves scraped docs, never touches a controller.

• xarl3z/magzdown-agent-tools 📇 🏠 🍎 🪟 🐧 - Turn markdown into a shareable link that renders as a typeset document (tables, Mermaid, math, pagination); the content lives in the URL, nothing is uploaded.

• gba3124/anyhook-mcp 🎖️ 📇 ☁️ 🏠 - Creates a live webhook endpoint an agent can receive on, then reads the real deliveries back. The first call works without an account or a key, and the endpoint keeps working after the session ends.

• metabolism-tools/workspace-metabolism 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: one JSON policy file decides what each path is worth; agents can audit, explain and dry-run clean plans themselves, nothing is ever deleted by pattern, and every action lands in a hash-chained journal. Zero dependencies; pip install workspace-metabolism then wm mcp.

• WilliamSmithEdward/xlide_mcp 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test the VBA inside Excel, Word, PowerPoint and Access files, and edit the document around it. The file layer needs no Office installation and runs anywhere. Static analysis with 119 diagnostics measured against each host's own object model, writes guarded by a content token so one edit cannot silently discard another, and a git textconv driver that makes a workbook diff as VBA instead of "Binary files differ". Power Query, UserForms, sheets and Visual Basic 6 projects too. uvx xlide-mcp.

• motock/fagan 🐍 🏠 - Autonomous coding pipeline: a frontier model plans, reviews, and adjudicates risk while a local model implements under TDD, acceptance-oracle grading, and a merge gate that re-runs the suite against the rebased branch.

🔒 Delivery

• A1-x-Tech/mcp-yandex-dostavka 📇 ☁️ - Yandex Delivery B2B API — express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.

• A1-x-Tech/mcp-yango-delivery 📇 ☁️ - Yango Delivery B2B API (international Yandex Delivery) — express-courier price checks, delivery claims, courier tracking and confirmation codes.

• jordandalton/doordash-mcp-server 🐍 – DoorDash Delivery (Unofficial)

• aarsiv-groups/shipi-mcp-server 📇 ☁️ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports remote MCP.

• arthurpanhku/DragonMCP 📇 🏠 ☁️ 🍎 - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.

• catrinmdonnelly/royalmail-mcp 📇 ☁️ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. npx royalmail-mcp.

• CydVilla/peckish 📇 🏠 🍎 - Order food on DoorDash: searches stores, compares real fee-included totals from live quotes, builds carts, plus groceries, promos, pickup, reorders and spend history. Placing an order always requires a client elicitation dialog you approve — clients without elicitation can browse and build carts but cannot order (fail closed). Built on DoorDash's official CLI (waitlist-gated, macOS arm64). npx -y peckish-mcp

• iafanasov/packzoo-mcp 📇 ☁️ - Compare parcel and letter delivery prices across 60+ carriers in 27 European countries. Remote MCP: packzoo.com/api/mcp.

• smklog/parcel-shipping-rates-mcp 🎖️ ☁️ - Live USPS, UPS, FedEx and DHL parcel rates from the US (domestic, Canada, UK, Germany, Australia) from a plain-words item description, plus checkout links, checkout status and tracking. No API key.

• warpfreight/warp-agent-mcp 📇 ☁️ - Book real LTL/FTL/van/box-truck freight through the Warp network. 20 tools, in-chat login, Stripe-charged bookings, real carrier dispatch. Live demo at wearewarp.com/agents/mcp.

• Dudude-bit/yandex-lavka-mcp 🐍 ☁️ – Order groceries from Yandex Lavka (Russia): search the catalog, build a cart, and place an order with a two-step confirmation before any charge. Unofficial (reverse-engineered private web API); local stdio or remote HTTP with OAuth. uvx yandex-lavka-mcp.

• Yang1Bai/claw-tsaver__ 🐍 🏠 🍎 🪟 🐧 - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens → 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.

• childrentime/reactuse 📇 🏠 🍎 🪟 🐧 - MCP server for the ReactUse library — 110+ React Hooks (TypeScript-first, SSR-compatible, tree-shakable). Lets AI assistants discover hook signatures, demos, and usage patterns directly from the docs.

• kannajune/mcp-architect 🐍 🏠 - Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. uvx mcp-architect.

• todah-zg/codemagic-mcp 📇 ☁️ - Build, sign, and publish iOS and Android apps through AI agents. Integrates Codemagic CI/CD, App Store Connect, and Google Play in one server.

• deslay1/amendor-mcp 📇 ☁️ - Lets the non-technical people you build for request UI changes directly on your live site, then pulls each request (with the exact element and page) into your coding agent so it builds it on a branch and opens a pull request. Works with Claude Code, Cursor, Cline, Codex, and remote agents over HTTP. npx -y amendor-mcp

• LS-SIEM-LLP/qa-probe 📇 🏠 🍎 🪟 🐧 - Probes your live API and classifies why each endpoint failed (root cause + evidence + calibrated confidence) over MCP, so your AI assistant debugs from evidence instead of guessing. Deterministic rules, no black box. Works with FastAPI, Express, Next.js, tRPC, and GraphQL. npm i -g qa-probe

• zyqzyq/Unfour 🦀 🏠 🪟 🍎 - Local-first backend developer workspace exposing API debugging, SSH, database, workspace, and diagnostics tools to AI agents through a local MCP server, with workspace-scoped safety policies and confirmation for risky actions.

• getproxykit/proxykit-mcp 🏎️ 🏠 🍎 🪟 🐧 - Drive a local ProxyKit MITM debugging proxy from any MCP client: inspect captured HTTP(S)/gRPC/WebSocket traffic, create mocks and rewrites, replay requests, run chaos scenarios, and triage privacy/security findings — 50 tools across read-only and opt-in write tiers, all on your own machine. Install: brew install getproxykit/tap/proxykit-cli.

🧮 Data Science Tools

Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.

• inity13/decisionmatrix-mcp 📇 ☁️ - Deterministic multi-criteria decision analysis (MCDA): score, rank & explain options against weighted criteria with weighted-sum, weighted-product, or TOPSIS, plus sensitivity analysis (which weights would flip the winner). Exact decimals, stateless. Free hosted endpoint or self-host (MIT). https://decisionmatrix-mcp.pages.dev/mcp
• abhiphile/fermat-mcp 🐍 🏠 🍎 🪟 🐧 - The ultimate math engine unifying SymPy, NumPy & Matplotlib in one powerful server. Perfect for developers & researchers needing symbolic algebra, numerical computing, and data visualization.
• agmonetti/mathmethods-mcp 🐍 🏠 🍎 🪟 🐧 - Numerical methods MCP server for root finding, numerical integration, differential equations (RK4), and Lagrange interpolation.
• Archerkattri/mathlas 🐍 🏠 - Airtight math for agents: 3.7M-theorem search, PSLQ constant ID, OEIS, real Lean kernel checks, applicability checklists. No LLM inside, no API key.
• arrismo/kaggle-mcp 🐍 ☁️ - Connects to Kaggle, ability to download and analyze datasets.
• aurelio-nakamura/dataloupe 📇 🏠 🍎 🪟 🐧 - Local, offline access to tabular data for AI assistants: list/describe/preview/query CSV/TSV/JSON/Parquet/Excel files, diff two datasets, and generate a self-contained interactive HTML explorer to open in any browser — nothing leaves your machine. Install via npx -y github:aurelio-nakamura/dataloupe mcp.
• avisangle/calculator-server 🏎️ 🏠 - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
• bradleylab/stella-mcp 🐍 🏠 - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
• BlackMount-ai/blackmount-nlp-mcp 🐍 🏠 🍎 🪟 🐧 - Deterministic local text analysis: sentiment, readability scoring, keyword extraction, text similarity, summarization, and language detection across 18 languages. Pure Python, zero heavy dependencies, 42 KB wheel. Install: pip install blackmount-nlp-mcp.
• Bright-L01/networkx-mcp-server 🐍 🏠 - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
• chohyerinn/filter-mcp-server 🐍 🏠 - Compares approximate filter data structures (Bloom, Counting Bloom, Cuckoo, SuRF) via MCP
• ChronulusAI/chronulus-mcp 🐍 ☁️ - Predict anything with Chronulus AI forecasting and prediction agents.
• clouatre-labs/math-mcp-learning-server 🐍 ☁️ 🏠 🍎 🪟 🐧 - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.
• Daichi-Kudo/llm-advisor-mcp 📇 ☁️ 🍎 🪟 🐧 - Real-time LLM/VLM model comparison with benchmarks, pricing, and personalized recommendations from 5 data sources. No API key required.
• DataEval/dingo 🎖️ 🐍 🏠 🍎 🪟 🐧 - MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation capabilities and rules&prompts listing.
• datalayer/jupyter-mcp-server 🐍 🏠 - Model Context Protocol (MCP) Server for Jupyter.
• FantasyLab-ai/aurora 🐍 🏠 🍎 🪟 🐧 - Glass-box statistical analysis: 19 research-grade methods, cited findings, integrity-hashed bundles, and measured detector false-fire rates shipped as a calibration corpus. Agents cite real math instead of inventing it. uvx aurora-mcp.
• growthbook/growthbook-mcp 🎖️ 📇 🏠 🪟 🐧 🍎 — Tools for creating and interacting with GrowthBook feature flags and experiments.
• gpartin/WaveGuardClient 🐍 ☁️ 🍎 🪟 🐧 - Physics-based anomaly detection via MCP. Uses Klein-Gordon wave equations on GPU to detect anomalies with high precision (avg 0.90). 9 tools: scan, fingerprint, compare, token risk, wallet profiling, volume check, price manipulation detection.
• haiiibin/data-profiler-mcp 🐍 🏠 🍎 🪟 🐧 - Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. pip install data-profiler-mcp.
• headlessherm-creator/polymath-megablaster-mcp 📇 🏠 🍎 🪟 🐧 - Deterministic calculation for AI agents: exact-precision math (avoids float64 overflow), date arithmetic (leap years, business days), unit conversion, statistics, subnet math, haversine distance, base conversion, and Levenshtein distance. 15 tools, 100% local, no network calls, no API keys, no telemetry. npx -y polymath-megablaster-mcp.
• HumanSignal/label-studio-mcp-server 🎖️ 🐍 ☁️ 🪟 🐧 🍎 - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
• jjsantos01/jupyter-notebook-mcp 🐍 🏠 - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
• jonahthan433/cortexcloud-mcp 📇 ☁️ - Pay-per-call QUBO/Ising optimization for AI agents: estimate free, solve per run (classical $0.05, hybrid $0.10, quantum $0.85) via x402 (USDC on Base). No API keys. Remote Streamable HTTP at https://api.cortexcloud.org/mcp.
• kdqed/zaturn 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
• leap-laboratories/discovery-engine 🐍 ☁️ - Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss — with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
• lihtness/gnomon-mcp 🐍 🏠 🍎 🪟 🐧 - Deterministic batch tools so LLM agents stop next-token-guessing dates and math. Rich now() snapshot (18 fields), calendar(ops) batch dispatcher (diff/until/since/add/weekday/business_days, natural-language parsing), calc(expressions) Python eval with math+stats pre-loaded, and Pint-based unit conversion. One wiring for dates + math + units. Listed in the official MCP Server Registry. uvx gnomon-mcp.
• mckinsey/vizro-mcp 🎖️ 🐍 🏠 - Tools and templates to create validated and maintainable data charts and dashboards.
• mrnh/rigor 🐍 🏠 🍎 🪟 🐧 - Classical hypothesis testing, effect sizes, power/sample-size, and multiple-comparisons correction, computed from scratch and returned as a cited, assumption-checked answer instead of a number recalled from training data. uvx rigor-mcp.
• optuna/optuna-mcp 🎖️ 🐍 🏠 🐧 🍎 - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with Optuna.
• Whatsonyourmind/oraclaw 📇 ☁️ 🏠 🍎 🪟 🐧 - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 28 MCP tools. Install via npx -y @oraclaw/mcp-server.
• playidea-lab/pcq 🐍 🏠 🍎 🪟 🐧 - Agent-operable ML experiment contract (cq.yaml + JSON contracts) with a built-in MCP server exposing 14 tools (resolve/inspect/run/validate/describe/compare/lineage) for running, validating, and tracing experiments across any framework (PyTorch / HF Trainer / Lightning / sklearn / XGBoost). Apache-2.0.
• phisanti/MCPR 🏠 🍎 🪟 🐧 - Model Context Protocol for R: enables AI agents to participate in interactive live R sessions.
• phuongrealmax/code-guardian 📇 🏠 - AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated refactoring plans.
• pramod/kaggle 🐍 - This Kaggle MCP Server makes Kaggle more accessible by letting you browse competitions, leaderboards, models, datasets, and kernels directly within MCP, streamlining discovery for data scientists and developers.
• reading-plus-ai/mcp-server-data-exploration 🐍 ☁️ - Enables autonomous data exploration on .csv-based datasets, providing intelligent insights with minimal effort.
• ShipItAndPray/mcp-compress 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.
• ShipItAndPray/mcp-turboquant 📇 🏠 🍎 🪟 🐧 - LLM quantization via tool call. Convert models to GGUF, GPTQ, and AWQ formats. Recommend optimal quant settings, evaluate quality, and push to Hugging Face Hub.
• 98lukehall/renoun-mcp 🐍 ☁️ - Structural observability for AI conversations. Detects loops, stuck states, breakthroughs, and convergence across 17 channels without analyzing content.
• subelsky/bundler_mcp 💎 🏠 - Enables agents to query local information about dependencies in a Ruby project's Gemfile.
• zcaceres/markdownify-mcp 📇 🏠 - An MCP server to convert almost any file or web content into Markdown
• laszlopere/mcp-gnu-units 🐍 🏠 🐧 - Unit conversion and dimensional analysis backed by the bundled GNU units database (3000+ units, compound expressions, reduction to SI base units). Offline and deterministic. uvx mcp-gnu-units.
• tufantunc/axiom-advanced-math-mcp 📇 🏠 🍎 🐧 - Exact symbolic mathematics from a real computer algebra system (Giac/Xcas compiled to WebAssembly, no network calls): calculus, equation solving, linear algebra, combinatorics, and independent verification of a claim. Also runs as a shell command, so agents can use it as a skill with no MCP configuration. npx -y axiom-math
• hanshs474/jevx-mcp 📇 ☁️ - Run Jev AI typed decisions (choice, score, noul) on jevx.org and get calibrated probabilities on every option. Zero-shot: criteria live in the request, no training or fine-tune to change the label set. npx jevx-mcp.

📊 Data Visualization

Interactive charts, dashboards, and visual data tools rendered inside AI conversations.

• ganapativs/microcharts 📇 🏠 🍎 🪟 🐧 - Word-sized charts (sparklines, bars, bullets — 106 types) rendered to self-contained SVG with generated alt text. Three tools: find the right chart for a question, get its wiring, render it. Works in chat surfaces that can't run React. Install via npx -y @microcharts/mcp.

• kleinicke/ply-visualizer 🐍 🏠 🍎 🪟 🐧 - 3D Visualizer: inspect, compare and export point clouds, meshes and calibrated depth data, with interactive previews in WebGL-capable MCP Apps clients. Supports labeled selections, measurements, NumPy/PyTorch inputs and COLMAP depth.

• KyuRish/mcp-dashboards 📇 🏠 🍎 🪟 🐧 - 45+ interactive chart types (bar, line, pie, candlestick, sankey, geo, radar, funnel, treemap, and more), dashboards with KPI cards, drill-down navigation, live API polling, 20 themes, and export to PNG/PPT/A4. Built on MCP Apps.

• marzukia/charted 🐍 🏠 🍎 🪟 🐧 - Zero-dependency chart server that renders bar, line, pie, scatter, and more from JSON or CSV to SVG, HTML, PNG, or data URL. Built-in themes; PNG output renders inline in chat. Install via uvx --from charted[mcp] charted-mcp.

• MS-Teja/Glyphic 📇 🏠 - Generate diagrams from structured JSON across 18 types (architecture, ERD, sequence, flowchart, Gantt…) — native SVG/PNG, no headless browser. Built for LLMs and agents.

• oscarleoo/chartlink-agents 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Charts and tables with live-updating embed links, built for agents: draft from one message, preview, publish, then update the numbers and every embed follows. 11 chart types including maps and sortable tables, brands, any Google Font. No account — signup returns a key. Hosted at https://chartlink.app/mcp, or npx -y chartlink-mcp.

• pushtodisplay/cli 📇 🏠 🍎 🪟 🐧 - Push To Display MCP server send structured content to selected boards on iOS and android devices with app Push To Display, route updates to specific panels, and render in real time with display-focused multi-panel layouts.

• Ratnaditya-J/csvglow 🐍 🏠 🍎 🪟 🐧 - Generate beautiful self-contained HTML dashboards from CSV/Excel files with interactive ECharts visualizations, dark gradient theme, and sortable data tables.

• nteract/semiotic 📇 🏠 🍎 🪟 🐧 - React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose configuration anti-patterns, get component schemas, and report issues.

• subhatta123/twilize 🐍 🏠 🍎 🪟 🐧 - Programmatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration, and CSV-to-dashboard pipelines. Install via uvx twilize.

📟 Embedded System

Provides access to documentation and shortcuts for working on embedded devices.

• 0x1abin/matter-controller-mcp 📇 📟 - An MCP server for Matter Controller, enabling AI agents to control and interact with Matter devices.
• JannLeo/telinksdk-builder-mcp 🐍 🏠 🪟 🐧 🍎 - Build any Telink/embedded SDK (Eclipse headless / Make / generic) via natural language. Auto-detects build pattern and exposes build_info/build_run/build_list MCP tools. Cross-platform.
• adancurusul/embedded-debugger-mcp 🦀 📟 - A Model Context Protocol server for embedded debugging with probe-rs - supports ARM Cortex-M, RISC-V debugging via J-Link, ST-Link, and more
• adancurusul/serial-mcp-server 🦀 📟 - A comprehensive MCP server for serial port communication
• ByteAsk/ByteAsk-Embedded-MCP 🐍 ☁️ 📟 - Page-cited retrieval of embedded/firmware reference docs (datasheets, MCU registers, Modbus/CAN, SCPI, IEEE 1547/SunSpec) for coding agents — returns verbatim source snippets with page citations, or "no confident match" instead of a fabricated value. No signup or API key.
• horw/esp-mcp 📟 - Workflow for fixing build issues in ESP32 series chips using ESP-IDF.
• kukapay/modbus-mcp 🐍 📟 - An MCP server that standardizes and contextualizes industrial Modbus data.
• kukapay/opcua-mcp 🐍 📟 - An MCP server that connects to OPC UA-enabled industrial systems.
• lxman/obsbot-mcp 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB — pan/tilt/zoom the motorized gimbal in degrees, AI subject tracking, presets, focus/exposure/white-balance, snapshots and recording. Point it at a pixel, or zoom to fit a region of a snapshot it just took. 35 tools (34 on Linux), speaking UVC and the vendor protocol directly with no vendor SDK and no cloud; prebuilt native helpers for Windows, macOS and Linux. npx obsbot-mcp
• octoco-ltd/sheetsdata-mcp 🐍 ☁️ 📟 - Instant access to electronic component datasheets for AI agents — specs, pinouts, package info, absolute max ratings extracted from manufacturer PDFs on demand.
• powerdragonfire/platformio.mcp 🐍 📟 🏠 🍎 🪟 🐧 - Build, flash, and debug firmware for any PlatformIO board (ESP32, Arduino, STM32, RP2040, ...): parsed compiler errors with file:line, flash-then-verify against the serial boot log, background serial monitor sessions, ESP32 / Cortex-M crash backtrace decoding to source lines, firmware size reports, Unity tests, static analysis, and library management. Policy env var for build-only or read-only use. uvx platformio.mcp
• ProductOfAmerica/mcp-server-kicad 🐍 📟 🏠 - KiCad EDA automation: 100+ tools for schematic capture, PCB layout, ERC, DRC, and Gerber/BOM/3D exports. Byte-preserving writes, KiCad 9 and 10. Install via uvx --from mcp-server-kicad mcp-server-kicad.
• stack-chan/stack-chan 📇 📟 - A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.
• turbyho/fw-context-mcp 🐍 📟 🏠 🍎 🪟 🐧 - Build-aware code intelligence for embedded C/C++ firmware. Indexes your project from compile_commands.json via libclang into SQLite+FTS5. 31 MCP tools for symbol search, call graphs, hotspot analysis, dead code detection, and vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS.
• yoelbassin/gnuradioMCP 🐍 📟 🏠 - An MCP server for GNU Radio that enables LLMs to autonomously create and modify RF .grc flowcharts.
• catallo/misterclaw 🏎️ 📟 🏠 🐧 🍎 - MiSTerClaw — MCP remote control for MiSTer-FPGA. Launch games, search ROMs, take screenshots, manage systems, and set up Tailscale VPN. Auto-discovers 70+ systems with dynamic core/ROM scanning.
• zackpeters93/ugs-mcp 🐍 📟 🏠 🍎 - CNC machine control via Universal G-code Sender (GRBL). Jog axes, home, run G-code files, inspect toolpaths, estimate cycle times. Motion commands require two-step token confirmation — Claude cannot move hardware autonomously.
• codeofaxel/Kiln 🐍 📟 🏠 🍎 🪟 🐧 - MCP server that lets AI agents drive real 3D printers end to end — design, slice, queue, monitor via camera, and recover from failures — across Bambu Lab, Creality, Prusa, Elegoo, and more over OctoPrint, Moonraker/Klipper, PrusaLink, and USB. AGPL-3.0, pip install kiln3d.
• Gearotons/servomotor-mcp 🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - Drive the Gearotons M17, an open-source closed-loop NEMA-17 servomotor, from plain English over RS-485: discovers serial ports, auto-detects every motor on the bus, and exposes the firmware's full command set as tools. Mock backend needs no hardware. uvx --from servomotor-mcp servomotor-mcp

🎓 Education

MCP servers for learning management systems (LMS) and educational tools.

• admin978/canvas-mcp 🐍 🏠 🍎 🪟 🐧 - Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in ~/.canvas.env. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP tools.

• alejooroncoy/campus-cli 📇 🏠 🍎 🪟 🐧 - Connects university systems to AI assistants from the student's own account: courses, assignments, due dates, grades, instructor feedback, announcements, course materials and file downloads. Authenticates with the student's SSO session, so no institutional developer key is required. Ships a Blackboard Learn connector today (UPC, Peru), with more LMS connectors and universities on the way. Install via npx campus-cli mcp.

• AnonymousOnyx22/brightspace-d2l-mcp 📇 🏠 🍎 🪟 🐧 - D2L Brightspace for students. Due dates with real submission status (never suggests work you already handed in), grades, assignment files and rubrics, content, announcements and discussions. Sign in through a normal browser, so it works at any school with SSO, Duo or MFA and needs no API key. npx brightspace-d2l-mcp setup connects 13 AI apps automatically.

• Connectry-io/connectrylab-architect-cert-mcp 📇 🏠 🍎 🪟 🐧 - Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference projects, practice exams, interactive UI with clickable answer cards, glassmorphism progress dashboard, spaced repetition, and deterministic grading.

• csmediapro/moodle-mcp-server 📇 🏠 🍎 🪟 🐧 - Open-source MCP server that connects AI agents to Moodle LMS data through Moodle Web Services. 10 query tools for courses, users, assignments, categories, and site info. Plugin-extensible. LLM-agnostic. Install via npx moodle-mcp-server-aql.

• giacomomaria81/scorm-mcp-server 📇 🏠 🍎 🪟 🐧 - Package HTML, Claude Design bundles or mobile-learning exports into LMS-ready SCORM 2004/1.2 courses — and validate any SCORM zip. Offline assets, milestone and question-level tracking, bundled ADL schemas.

• ictinnovations/ictexam-mcp 📇 🏠 🍎 🪟 🐧 - MCP server for ICTExam, an AI exam authoring, delivery and auto-grading platform. Reads exam papers, classes, subjects, the teacher gradebook, and per-question item analysis (difficulty, p-value, average mark, full and zero credit counts). Read-only by default: parsing a question paper with AI, publishing and unpublishing are never registered with the model unless ICTEXAM_MCP_ALLOW_WRITE=true. Zero-install via npx -y ictexam-mcp.

• JuhongPark/mcp-server-pronunciation 🐍 🏠 🍎 🪟 🐧 - Local MCP voice coach with English pronunciation, grammar, fluency, phoneme-level feedback, practice drills, and learner-profile hints. Install via uvx mcp-server-pronunciation@0.3.0.

• RohanMuppa/brightspace-mcp-server 📇 🏠 🍎 🪟 🐧 - MCP server for D2L Brightspace LMS. Check grades, due dates, assignments, announcements, syllabus, rosters, discussions, and course content. Works with any school that uses Brightspace. Install via npx brightspace-mcp-server@latest.

• anzy-renlab-ai/pronounce 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer project / product / jargon names (kubectl, nginx, GIF, JSON, Pydantic, Knative, LaTeX — 1,848 entries). Each entry carries IPA, a General-American respelling, alternate readings where the pronunciation is contested, a source citation (creator interview / project FAQ / Wikipedia § Pronunciation), and a confidence level. Tools: pronounce(word), search_pronunciations(query), list_pronunciations(category). Install: uvx pronounce-mcp. Live browse: https://pronounce.renlab.ai.

• sf-shenfeng/learn-shell 📇 🏠 - Agent-native teaching OS: gives your AI a classroom that remembers. 50 tools for courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions, and teaching-memory read-back (get_context) — the agent authors and grades, reflects with evidence, and revises its own lessons; lesson completion belongs to the learner. Self-hosted (Postgres + web app), MIT.

• Smartoire/paxaver-mcp 📇 ☁️ - MCP adapter for the Paxaver school community platform: student lunch ordering with allergy/dietary checks, wallets, school calendars, volunteering, memberships, and payments — 25+ tools over Streamable HTTP with OAuth 2.1 + PKCE and capability-first authorization. Remote https://mcp.paxaver.com/mcp, listed as a hosted connector on Glama.

• peopleworks/SignsofAI #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking for teachers, students and writers, in English and Spanish. analyze_ai_writing returns a 0–100 score and every tell behind it — overused vocabulary, rhetorical crutches, syntactic patterns and sentence-rhythm burstiness — each with the matched text and a concrete fix, instead of a black-box percentage. check_originality returns the shared passages between documents as evidence; check_citations cross-checks a bibliography against the text offline; compare_to_baseline runs Burrows's Delta against the same writer's earlier work; inspect_characters finds hidden and lookalike characters; write_report exports the evidence as a document a person can take to a committee. Every tool but two runs entirely on the machine and the text never leaves it; the two server-backed ones (perplexity, cross-language paraphrase) disclose that they send text. Published false-positive rate at its 30/100 boundary: 2 of 296 texts written before 2022 (0.7%, 95% interval 0.2–2.4%). .NET 10, MIT. Install: dnx SignsOfAI.Mcp --yes. Browser demo: https://peopleworks.github.io/SignsofAI/

🛒 E-Commerce

MCP servers for e-commerce platforms and online store management.

• HasData/walmart-mcp 📇 ☁️ - Remote MCP server for Walmart: search results, product pages with the buy-box seller, and customer reviews on walmart.com and walmart.ca, as JSON.

• HasData/amazon-mcp 📇 ☁️ - Remote MCP server for Amazon: keyword search, product details by ASIN, product reviews, seller profiles and seller catalogues across marketplaces, as JSON.

• A1-x-Tech/mcp-yandex-merchants 📇 ☁️ - Yandex Merchants (Яндекс Товары) API — product feeds, offer prices, discounts, and hiding/unhiding offers in Yandex Search.

• A1-x-Tech/mcp-yango-retail 📇 ☁️ - Yango Tech Retail (grocery platform) B2B API — orders, receipts, products, prices, discounts, stocks and stores.

• agentcentral-to/agent-central-mcp 📇 ☁️ - Hosted Amazon Seller Central and Amazon Ads MCP server for Claude, ChatGPT, and other AI clients, exposing inventory, orders, catalog, finance, fulfillment, and advertising data through a remote MCP endpoint.

• agentlux/agentlux-mcp 📇 ☁️ 🍎 🪟 🐧 - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via npx -y @agentlux/mcp-server.

• anhmtk/agentshare-mcp 📇 ☁️ - Solana DeFi intelligence MCP (Meteora DLMM meteora_brief + meteora_pool_detail, Solana DEX + DefiLlama scout). Commerce tools are secondary. Hosted at https://agentshare.dev/mcp

• BuyWhere/buywhere-mcp 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog for AI agents. Search 3M+ products across Singapore, SEA, and US markets with price comparison and deal discovery. Install via npx @buywhere/mcp-server.

• koraynar/trendyol-seller-mcp 🐍 🏠 🍎 🪟 🐧 - Unofficial Trendyol Marketplace seller API server: products, order packages, customer questions, claims, plus stock/price updates and answering questions. Write operations are env-gated and customer PII is redacted by default.

• ilyautov/marketplaces-mcp-ru 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs for Russian marketplace sellers: sales, stocks, prices, finance, reviews and ads through 793 schema-driven methods with a read/write/destructive safety gate, multi-store switching and ready-made seller workflows. PyPI (uvx marketplaces-mcp-ru), Docker image, one-click Claude Desktop .mcpb bundle.

• RPER2001/rigshare-mcp 📇 🏠 ☁️ - Rent GPUs, robots, drones, and construction equipment on RIGShare, and onboard equipment owners; agents can quote, book, run remote sessions, and publish listings.

• ilyautov/moysklad-mcp-ru 🐍 ☁️ 🍎 🪟 🐧 - MoySklad cloud ERP for Russian retail and wholesale: stock, products, orders, counterparties and profit/turnover/cash reports, plus document writes (supplies, shipments, invoices, returns) over the JSON API 1.2. 892 schema-driven methods reached through 8 generic meta-tools, kopecks converted to rubles, and a read/write/destructive safety gate that needs an explicit confirmation before a document is created and a second one before it is posted or deleted. PyPI (uvx moysklad-mcp-ru), one-click installer for Claude Desktop, Claude Code, Codex and OpenCode. Alpha.

• TonyWang-hub/mcp-cn-commerce 🐍 ☁️ 🍎 🪟 🐧 - Read-only merchant data connector for 8 Chinese e-commerce platforms — Tmall/Taobao, JD.com, Pinduoduo, Douyin Shop + Qianchuan ads, Kuaishou, Xiaohongshu, and WeChat Store. Orders, products, after-sales, inventory, and ad reports for AI agents. Published on the official MCP Registry. Install via pip install mcp-cn-commerce.

• hypawave/mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Non-custodial Bitcoin Lightning commerce for agents: browse a public offer marketplace, buy and sell files, data, APIs and compute where verified settlement proof releases the content, plus free ECIES-encrypted agent-to-agent messaging and file handoffs in private waves. No accounts — agents authenticate with a secp256k1 keypair. npx -y @hypawave/mcp

• justadityaraj/amazon-in-mcp 📇 ☁️ 🍎 🪟 🐧 - Shop on amazon.in via LLM. Three tools: product search with "cheapest in stock" + "best value" picks, full product details (price, MRP, discount, rating, stock, seller), and Keepa price history chart links. No API keys, direct HTML scraping with retry on bot-check. Install: npx amazon-in-mcp-server.

• jasp-nerd/marktplaats-mcp 🐍 🏠 🍎 🪟 🐧 - Search Marktplaats.nl and 2dehands.be, the Dutch and Belgian second-hand marketplaces. Listings with price, condition and distance filters, full ad details, seller verification and reviews, categories, and new-listing monitoring. No account or API key needed. Install via uvx marktplaats-mcp.

• jlsookiki/secondhand-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Search Facebook Marketplace, eBay, Depop, and Poshmark for secondhand items. Filter by price, condition, category, size, and color; full listing details with photos and seller info; deep-research search/fetch tools. eBay uses the official Browse API (bring your own keys); a hosted version at secondhandmcp.com connects to Claude.ai and ChatGPT. Install via npx -y secondhand-mcp.

• mrslbt/rakuten-mcp 📇 ☁️ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via npx rakuten-mcp.

• laundromatic/shopgraph 📇 ☁️ - Structured product data from the open web — Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. shopgraph.dev

• lofder/dsers-mcp-product 📇 ☁️ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.

• malinoto/tracepass-mcp-server 📇 ☁️ - EU Digital Product Passport automation for AI agents. Create products, build and audit DPPs (battery, electronics, textiles, and more), set economic-operator parties, and read or capture GS1 EPCIS 2.0 supply-chain events via the TracePass platform. 6 tools, hosted (https://ai.tracepass.eu/mcp) or local. Install via npx -y tracepass-mcp-server.

• melbis/melbis-shop 🎖️ 🏠 🪟 - Official MCP server of Melbis Shop, a self-hosted e-commerce platform: an AI agent works in the store as an employee — project files with version history, database, catalogue trees, product files, storefront pages — under a staff login with per-command permissions. Ships with the Windows client (6.5.1 beta).

• ncosic/logimu-shopping-mcp 🐍 ☁️ - Real Amazon (US, UK, DE, CA, AU) and Walmart shopping data for AI assistants — ranked product shortlists, current prices, live stock, real ratings, and 30-day price/BSR history from a 17M+ product warehouse. Free hosted endpoint, no signup (30 queries/day). Remote streamable-http at api.logimu.com/mcp.

• OFODevelopment/cerebrochain-mcp-server 📇 ☁️ - Supply chain & logistics intelligence — rate shopping across 85+ carriers, inventory management, order tracking, fleet logistics, and AI-powered demand forecasting. 20 tools and 3 resources for warehouse and supply chain operations.

• ONE8943/ai-furniture-hub 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture & home product hub for AI agents. 15 tools for mm-precision search across 300+ products and 31 categories, curated sets (bundles, room presets, influencer picks), dimension-compatible replacement finder with fit_score, AI visibility diagnosis, Rakuten live API, and OpenAPI 3.1 schema. Install via npx ai-furniture-hub.

• patchistry/patchistry-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Official MCP server for Patchistry, the first DTC fashion brand listed in the official MCP Registry. AI agent commerce tools for the velcro-patch hat system: list_canvases, list_patches, recommend_build, get_shipping, and contact. Helps ChatGPT, Claude, Cursor, and Perplexity recommend complete hat + patch builds when shoppers ask about custom hats, bachelorette gifts, dad gifts, or 4th of July drops. Install via npx -y patchistry-mcp-server.

• Pangolin-spg/amazon-data-mcp 📇 ☁️ - Official read-only Amazon research MCP server maintained by Pangolinfo. Query product details, keyword results, reviews, niche signals, Alexa shopping recommendations, and AI-search data through MCP-compatible clients. Supports remote Streamable HTTP and local npm/Docker installation; users bring their own Pangolinfo API key.

• samrothschild23/intelligence-api 📇 ☁️ - E-commerce and business intelligence MCP server. Analyze any Shopify store, research Amazon products with Opportunity Score and FBA profitability estimates, and find qualified sales leads from Google Maps with Lead Quality Scoring. Pay-per-call via x402 (USDC on Base).

• the402ai/mcp-server 📇 ☁️ 🍎 🪟 🐧 - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via npx -y @the402/mcp-server.

• TheBestCo/bestprice-mcp 📇 ☁️ - Read-only Greek price comparison: product search, offer comparison, and price history. Public streamable HTTP MCP at https://mcp.bestprice.gr/mcp, no API key.

• cmcgrabby-hue/syndicate-links 📇 🏠 🍎 🪟 🐧 - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via npx syndicate-links-mcp.

• PCDCK/ozon-mcp 🐍 ☁️ 🍎 🪟 🐧 - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog.

• vitrine3d/mcp 📇 ☁️ 🍎 🪟 🐧 - 3D product viewer platform with a visual editor. Upload GLB models, style scenes with lighting, camera, and backgrounds, and embed on any website. npx @vitrine3d/mcp

• pepabo/colormeshop-mcp 🎖️ ☁️ - Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and shop settings via natural language.

• nicktcode/swissgroceries-mcp 📇 ☁️ 🍎 🪟 🐧 - Swiss grocery search, weekly promotions, and multi-store shopping plans across Migros, Coop, Aldi, Denner, Lidl, Farmy, Volg, and Otto's. Cross-chain unit-price comparison and three planning strategies (single_store / split_cart / absolute_cheapest). Install via npx -y @nicktcode/swissgroceries-mcp.

• slookisen/lokal 📇 ☁️ 🍎 🪟 🐧 - Search and discover 1,400+ verified local food producers in Norway — farms, REKO rings, farmers' markets, and farm shops. Natural-language search (NO/EN), geo-filtered discovery, and A2A protocol support, backed by rettfrabonden.com. Install via npx lokal-mcp.

• tokenofesteem/mcp 🎖️ 📇 ☁️ - An agent can commission a funny, personalized printed booklet and have it printed and mailed as a gift, including a surprise for its own user. Pay with an account token, or tokenless with a single-use Stripe payment over HTTP 402. Remote MCP, US shipping, $19.99.

• wppoland/woocommerce-mcp 📇 🏠 🍎 🪟 🐧 - Read-only MCP server for WordPress + WooCommerce. Five tools over the existing WP/WooCommerce REST APIs: list/search products, product details, recent orders, sales reports (week/month/last_month/year), and public blog-post search. No writes, no store-side plugin to install. Built by WPPoland. Install: git clone + npm run build.

• ncosic/webotee-mcp 🐍 ☁️ - Hosted Amazon market-intelligence MCP for Claude, ChatGPT, and other clients (Webotee AI Connect). Query brands, sellers, ASINs, under-competed niches, the cross-seller operator network, observed buy-box history, and Amazon/Walmart cross-marketplace overlap from a pre-collected research dataset. 76 read-only research tools at the remote endpoint https://app.webotee.com/mcp (paid plan, 7-day free trial).

• ztemerbekov/a1-yandex-kit-skills 📇 ☁️ - Yandex KIT (Яндекс KIT) e-commerce platform — manage products and variants, prices, orders, discounts, promo codes, collections, warehouses and webhooks. 61 curated tools plus a kit_request escape hatch covering all 133 API operations.

• ilyautov/chestny-znak-mcp-ru 🐍 🏠 🍎 🪟 🐧 - Chestny ZNAK (Russian mandatory product marking, GIS MT and SUZ) API for AI assistants: marking codes, emission orders, circulation documents and code checks through 33 schema-driven methods with a read/write/destructive safety gate. PyPI (uvx chestny-znak-mcp-ru).