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ray.run – from idea to a production-grade MCP server in under a minute! 🦜

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ray.run – from idea to a production-grade MCP server in under a minute! 🦜

README

Awesome MCP Servers

[!IMPORTANT] ray.run – from idea to a production-grade MCP server in under a minute! 🦜

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

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

Community

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

[!NOTE] Confused about Local 🏠 vs Cloud ☁️?

  • Use local when MCP server is talking to a locally installed software, e.g. taking control over Chrome browser.
  • Use cloud when MCP server is talking to remote APIs, e.g. weather API.

Server Implementations

[!NOTE] We now have a web-based directory that is synced with the repository.

🔗 Aggregators

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

  • inth3shadows/terse 🐍 🏠 🍎 🪟 🐧 - Transparent proxy that sits in front of any other MCP server and shrinks its tool output before it reaches the model. Lossless by default — a denser encoding of the same bytes, with a round-trip gate asserting an exact inverse, so nothing is dropped or summarised. Repeated calls to the same tool emit a delta against the prior result instead of the whole payload. Per-tool opt-in, no decode step, no model in the loop. uv tool install terse-mcp then terse proxy --

  • 402signalhq/402signal 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand.

  • GarphenGate/moltline-mcp 🐍 ☁️ 🍎 🪟 🐧 - Bridge to Moltline Studio’s hosted MCP servers: code review, agent governance, business math, regulatory deadlines, crypto tax lots, routing and optimization.

  • team886/findagent-mcp 📇 ☁️ - Marketplace of vetted agents with automated security scans plus human review, credential-to-host binding and sandboxed hosted code with default-deny egress.

  • BotHireAgent/BotHireMCPServer 📇 🏠 - BotHire agent-to-agent hiring marketplace: search agents and skills by capability and trust score, read live demand, and settle in USDT or USDC across chains.

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

  • daedalusdevelopmentgroup/ddg-agent-payable-services 🐍 ☁️ - Pay-per-call x402 tools (utilities, DNS/WHOIS, blockchain RPC, market and DEX data, prediction markets, security audits) plus an OpenAI-compatible LLM gateway.

  • forgemeshlabs/coinopai-mcp 📇 - Paid crypto intelligence via x402 on Base: preflight checks, trade decisions audited against real prices, risk state, signal history and automation search.

  • forgemeshlabs/anomaly-mcp 📇 ☁️ - Real-time anomaly detection with NASA-derived sequence mining across blockchain, mempool, stablecoin depeg, aviation and GitHub signals, paid via x402 on Base.

  • 1mcp/agent 📇 ☁️ 🏠 🍎 🪟 🐧 - Aggregates multiple MCP servers into one unified server.

  • 2s-io/sdk 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call x402 API: geocoding, weather, earthquakes, patents, US case law, Federal Register, scientific papers, DNS/WHOIS, OFAC screening and Census data.

  • 8randonpickart5/alderpost-mcp 📇 ☁️ - Intelligence endpoints for security, company, threat, compliance, sales, sports, property and health data, paid via x402 micropayments on Base.

  • forgemeshlabs/utility-grid-mcp 📇 ☁️ - Search and call utility APIs for OCR, image, audio, web, math, conversion and geodata, paid per call with x402 USDC on Base.

  • giorgio44/gateonai-mcp-server 🐍 ☁️ - Search and compare thousands of AI tools, generate step-by-step AI workflows and AI tool stacks by profession from GateOnAI’s curated catalog. Free, no API key.

  • GTCC777/pulsenetwork-mcp 📇 - Pay-per-call x402 intelligence APIs on Base and Solana: finance, crypto, legal, immigration, healthcare costs, real estate, tax, climate, sports and science.

  • mcpqueen/mcpqueen 🎖️ 📇 ☁️ - Graded MCP registry: live-probes remote servers from the MCP Registry (initialization, tool listing, schema quality, latency, provenance) and publishes grades.

  • minia2auk/minia2a-mcp 📇 ☁️ - Pay-per-call x402 gateway for agent tools: crypto and DeFi data, web scraping, AI inference, CAPTCHA solving, token security, DNS/WHOIS and gas monitoring.

  • szp2005/llm-prices-cn 🐍 ☁️ - Daily-verified dataset of LLM API prices for Chinese and global models, with live price queries and token cost estimation.

  • tadas-github/a2asearch-mcp 📇 ☁️ - Search a directory of MCP servers, AI agents, CLI tools and agent skills.

  • Aganium/agenium 📇 ☁️ 🍎 🪟 🐧 - Bridge MCP servers to the agent:// network so other agents can discover and call their tools, with DNS-like identity, mTLS, trust scores and capability search.

  • agentbodegastore/agentbodega 📇 ☁️ - Live catalog of x402-payable HTTP tools from AgentBodega: search, public data, social media, status checks, media conversion and agent-readiness checks.

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

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

  • espadaw/Agent47 📇 ☁️ - Job aggregator for AI agents across platforms such as x402, RentAHuman and Virtuals.

  • gzchenhao/openhire 🐍 🏠 🍎 🪟 🐧 - Job search over employer ATS APIs (Greenhouse, Lever, Ashby, Beisen) with freshness verification, ghost-job scoring and apply links; matching runs client-side.

  • doggychip/agentforge 📇 ☁️ - Self-hostable API gateway and marketplace for AI agents with one API key, REST and streaming access, and health monitoring.

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

  • aidevelopers2/remoteopenclaw-mcp 📇 🏠 - Search the Remote OpenClaw directory of MCP servers, agent skills and plugins for names, links and install commands; also available as a CLI.

  • garasegae/aiskillstore ☁️ - Skill marketplace where AI agents discover, purchase and integrate skills.

  • getanyapi-com/mcp 🎖️ 📇 ☁️ 🏠 - AnyAPI: scraping and data APIs for social media, search results, Google Maps, e-commerce and web data, with normalized JSON and automatic provider failover.

  • alexanderclapp/clirank-mcp-server 📇 ☁️ 🍎 🪟 🐧 - CLIRank API intelligence for coding agents: discover, compare and get recommendations for APIs scored on agent-friendliness.

  • Work90210/APIFold 📇 ☁️ - Turn any REST API into a hosted MCP server, with ready-made public servers for GitHub, Stripe, Slack, OpenAI, Notion and more.

  • alexar76/aimarket-plugins 📇 ☁️ 🏠 🍎 🪟 🐧 - AIMarket Hub plugin that packages AIMarket capabilities as self-hosted MCP servers with a Docker image, manifest and client config.

  • Alepha188838884/context-firewall 📇 🏠 🍎 🪟 🐧 - Local MCP proxy that merges downstream servers behind a few meta-tools with progressive discovery and compresses large tool outputs, with full output on demand.

  • AIsa-public/AIsa-mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Search, inspect and run data APIs for SEO and AI visibility, finance, social, web search, sales and agent mail through a few meta-tools, with spending caps.

  • api7/aisix 🦀 🏠 - Self-hosted MCP gateway fronting upstream servers with per-tool access control, guardrails, rate limits and usage logs; also proxies LLM and A2A agent traffic.

  • reefapi/reefapi-mcp 🐍 ☁️ - Live web data as clean JSON: search engines, social media, e-commerce (Amazon, eBay, Etsy), real estate, jobs, travel, news, finance and company intel.

  • RightOnPar-LLC/mesh-connector 📇 ☁️ - MeshMarket agent-to-agent capability exchange: agents browse, self-onboard, rent memory, reasoning and safety per call, and publish their own tools.

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

  • arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - DeepSeek AI chat and reasoning with 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 and manage the solution lifecycle.

  • askbudi/roundtable 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies AI coding assistants (Codex, Claude Code, Cursor, Gemini) behind one interface with automatic discovery and zero configuration.

  • adw0rd/awesome-mcp-tools-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search the awesome-mcp.tools catalog of MCP servers from an MCP client or the terminal.

  • avotsai/avots-mcp 📇 ☁️ - Multi-model AI media generation (image, video, audio, face swap, talking avatars) plus chat with models such as Claude, GPT, Gemini and DeepSeek.

  • bkraad47/ramen 🦀 🐍 ☁️ 🏠 🐧 🪟 🍎 - Self-hosted MCP for teams: deploy your own Python tools from git to Kubernetes (AKS/GKE/EKS/local) with canary rollouts, OAuth sign-in, autoscaling, Nvidia NeMo guardrails, roles per group, secrets and an audit log of every call.

  • blockrunai/blockrun-mcp 📇 ☁️ 🍎 🪟 🐧 - Access AI models such as GPT-5, Claude, Gemini, Grok and DeepSeek, paid per use via x402 micropayments in USDC on Base.

  • bridgenode-ai/bridgenode-mcp 📇 ☁️ - Pay-per-request AI chat completions across supported models via x402, with automatic Solana USDC payments and fail-closed spending caps.

  • cgrtml/reasongate 🐍 🏠 🍎 🪟 🐧 - Provenance gateway for stdio MCP servers that blocks tool calls whose destination or content came from an untrusted tool result, with schema-derived policies.

  • cinderwright-ai/cinderwright-api 📇 ☁️ - x402 discovery hub: search engine for agent services, paid with USDC on Base via x402.

  • Continuum-AI-Corp/orcarouter-mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Browse LLMs from OpenAI, Anthropic, Google, Qwen, DeepSeek and others with live prices, and route chat completions through the OrcaRouter gateway with fallback.

  • Data-Everything/mcp-server-templates 📇 🏠 🍎 🪟 🐧 - Unified MCP platform that connects many apps, tools and services behind one interface.

  • depwire/depwire 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graphs for TypeScript, JavaScript, Python, Go, Rust and C, with arc diagram visualization, health scoring, dead code detection and a temporal graph.

  • duaraghav8/MCPJungle 🏎️ 🏠 - Self-hosted MCP server registry for enterprise AI agents.

  • Proofpane/releases 🎖️ 🏠 🍎 🪟 🐧 - MCP governance proxy: allow, deny or human-approval policy gates, DLP redaction and cost caps, with tool calls recorded to a hash-chained, signed audit log.

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

  • gamaze-labs/hicortex 📇 🏠 - Shared memory for fleets of AI agents: nightly self-correction rewrites stale facts and merges duplicates, and recall is injected into coding agents’ prompts.

  • glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - Lists MCP servers so you can ask your client which ones could improve your daily workflow.

  • Gliana-Labs/gliana-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Pay-per-call AI models (chat, image, video, music, speech) plus web scraping, screenshots, OCR, face matching and crypto/FX rates, paid via HTTP 402 in USDC.

  • gpu-bridge/mcp-server 📇 ☁️ 🍎 🪟 🐧 - GPU inference API for LLMs, image and video generation, TTS, Whisper, embeddings, reranking and OCR, paid per use via x402 or an API key.

  • gzoonet/cortex 📇 🏠 - Local-first developer knowledge graph: watches project files, extracts entities and relationships with LLMs, and offers queries, a web dashboard and a CLI.

  • hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - Generate images from text prompts with Google’s Imagen 3 API, with photography, artistic and photorealistic controls.

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

  • hedging8563/tokenlab-mcp-server 📇 ☁️ - TokenLab AI gateway: model and price discovery plus OpenAI-compatible Chat Completions, Responses, Anthropic Messages and Gemini inference.

  • HelpCode-ai/anythingmcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted MCP gateway turning REST, SOAP and GraphQL APIs and SQL/NoSQL databases into MCP tools without code, with spec import, pre-built adapters and RBAC.

  • isaac-levine/forage 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery: searches registries, installs MCP servers as subprocesses without restarts, and persists tool knowledge across sessions.

  • jabbawocky/proposalcraft 📇 🏠 🍎 🪟 🐧 - Draft client proposals in your own voice from a new brief, based on your saved past proposals, with local storage only.

  • Jackalope-Dev/allmcps-server 📇 ☁️ 🍎 🪟 🐧 - Search and browse the AllMCPs.com registry of MCP servers, get install configs, and submit or claim listings.

  • jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to the Google Gemini API for accessing Gemini Pro and Flash models.

  • jaspertvdm/mcp-server-ollama-bridge 🐍 🏠 - Bridge to a local Ollama server for running Llama, Mistral, Qwen and other local models.

  • jaspertvdm/mcp-server-openai-bridge 🐍 ☁️ - Bridge to the OpenAI API for accessing GPT-4, GPT-4o and other OpenAI models.

  • Jovancoding/Network-AI 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration with a race-condition-safe shared blackboard, agent spawning, FSM transitions, budget and token tracking, and audit logs.

  • julien040/anyquery 🏎️ 🏠 ☁️ - Query apps with SQL from a single local-first binary; also connects to PostgreSQL, MySQL and SQLite-compatible databases.

  • juspay/neurolink 📇 ☁️ 🏠 🍎 🪟 🐧 - Edge-first AI platform unifying many providers and models, with multi-agent orchestration, human-in-the-loop workflows, guardrails and context summarization.

  • K-Dense-AI/claude-skills-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and use Claude Agent Skills from any model or client as if natively supported.

  • kaiser-data/kitsune-mcp 🐍 🏠 🍎 🪟 🐧 - Hot-reload for MCP servers: the agent connects the server it is building, calls a tool, fixes the code, runs reload() and calls it again in the same session, with no client restart. Also mounts any of 130,000+ servers from 7 registries mid-session (one tool at a time if you like) and runs community npm/PyPI packages in a hardened Docker container.

  • kansei-link/kansei-mcp-server 📇 🏠 🍎 🪟 🐧 - Local-first navigator with verified data on SaaS services and workflow recipes.

  • kevmoz/macaroonnetwork-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search and buy from a predicate-gated scientific and data marketplace: browse the catalogue and metadata, then pay via x402 (USDC on Base) or Lightning L402.

  • khalidsaidi/ragmap 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused MCP subregistry for discovering and routing to retrieval-capable MCP servers with structured constraints and explainable ranking.

  • kumarganduri/legwork 🐍 🏠 🍎 🐧 - Your AI finds an open-source tool on GitHub and Legwork installs it as an MCP tool in a sandbox: only the folders you grant, read-only, no network unless allowed. 37 cached tools need no API key.

  • mambalabsdev/mcp-gtm-suite 📇 ☁️ - Go-to-market signals via Apify actors: hiring signals, tech stack detection, job board scanning, LinkedIn URL resolution, ICP scoring and signal aggregation.

  • Markgatcha/universal-mcp-toolkit 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP aggregator that connects agents to multiple MCP servers through one configuration, with ready-made templates and cross-repo prompt workflows.

  • MastadoonPrime/sylex-search 🐍 📇 ☁️ 🍎 🪟 🐧 - Search engine for AI agents to discover products, services and businesses across categories, without LLM calls.

  • matebenyovszky/agentplaybooks 📇 ☁️ 🏠 - Portable playbooks for agent skills, MCP servers, personas, instructions, and memory. Aggregate connected tools through Streamable HTTP or the local stdio transport; OAuth and API-key authentication supported.

  • mediiiiium/mcp-jp 🐍 ☁️ - MCP servers for Japanese SMB SaaS without their own MCP support, such as KING OF TIME, SmartHR, kaonavi, Smaregi, LINE Lstep and CloudSign.

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

  • metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP: unified middleware MCP server that manages your MCP connections through a GUI.

  • MikeyPetrillo/Agent402 📇 ☁️ 🏠 - Pay-per-call x402 tools and skill packs (headless browser, web search, OCR, wallet-keyed memory), plus a router that finds the cheapest healthy tool.

  • MikkoParkkola/mcp-gateway 🏎️ 🏠 🍎 🪟 🐧 - MCP gateway with single-port multiplexing and meta-tools that replace individual tool registrations, plus hot-reloadable capabilities and OpenAPI import.

  • mirastacklabs-ai/mirastack-redfish-mcp 🎖️ 🐍 ☁️ 📟 - Governed 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 multiple OpenAPI specs or a FastAPI app as MCP servers in one process, exposing GET endpoints as resources and large specs through meta-tools.

  • nimbus-agent/Nimbus 🎖️ 📇 🏠 🍎 🪟 🐧 - Read-only search over a local index of your engineering stack (GitHub, Jira, Slack, PagerDuty, Datadog and more): incidents, PRs, deployments and DORA metrics.

  • ni-c/mcp-hub 📇 🏠 🍎 🪟 🐧 - Serve many stdio MCP servers from one container over HTTPS, with path-based routing, an aggregate endpoint using meta-tools, built-in OAuth 2.1 and hot reload.

  • O-mega-Enterprise/suprsonic-mcp 📇 ☁️ 🍎 🪟 🐧 - One API key for 24 agent capabilities: web search, scraping, people and company data, email finding and verification, images, speech, transcription, documents, code execution, research and domains, with no provider sign-ups. npx -y suprsonic-mcp

  • Octodamus/octodamus-core 🐍 - Crypto market oracle: BUY/SELL/HOLD consensus from RSI, MACD, funding rates and on-chain flow, plus Polymarket edges with EV scoring and X crowd sentiment.

  • opentabs-dev/opentabs 📇 🏠 🍎 🪟 🐧 - Plugin-based server and Chrome extension that gives AI agents access to web apps through your authenticated browser session, with a plugin SDK.

  • oxgeneral/agentnet 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend and refer users to each other, with a bilateral trust model and referral tracking.

  • particlefuture/MCPDiscovery 🐍 ☁️ 🏠 🍎 🪟 - Automatically discover and configure MCP servers on your local machine.

  • portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - Orchestrates all your MCP servers through tool discovery, reducing token overhead.

  • profullstack/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - Developer utilities: SEO optimization, document conversion, domain lookup, email validation, QR codes, weather data, social media posting and security scanning.

  • qualienai/qualien-mcp 📇 🏠 🍎 🪟 🐧 - Gateway for QA/SDET work: Playwright, filesystem, GitHub, Jira, Postgres and 15+ more MCP servers behind one connection, with per-tool allow/deny and read-only-by-default databases.

  • robhunter/agentdeals 📇 ☁️ - Search developer infrastructure deals, free tiers and startup programs, compare vendors, plan stacks and track pricing changes.

  • doteyeso-ops/mcp-server-vibes-coded 🐍 ☁️ - Tools for agent supply-chain security, scanner consensus and x402 reliability, plus access to Vibes-Coded’s commerce catalog.

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

  • Rendeverance/toolfunnel 📇 🏠 🍎 🪟 🐧 - Gateway that funnels multiple MCP servers through one endpoint, with live attach and detach, tool filtering and hiding, hot config reload and optional OAuth.

  • sF1nX/x402station 📇 ☁️ - Preflight checks for x402 payments: detect decoys, zombie endpoints, dead services and price traps before an agent pays, plus forensics and alternatives.

  • supertrained/rhumb 📇 ☁️ 🍎 🪟 🐧 - Tool intelligence over scored services: discover and compare providers, check AN Scores, execute with managed or own credentials, and track costs and failures.

  • sitbon/magg 🍎 🪟 🐧 ☁️ 🏠 🐍 - Meta-MCP server that lets LLMs discover, install and orchestrate multiple MCP servers to extend their own capabilities on demand.

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

  • sonnyflylock/voxie-ai-directory-mcp 📇 ☁️ - AI phone number directory: query Voxie AI personas and third-party AI services such as ChatGPT and get webchat links.

  • SureScaleAI/openai-gpt-image-mcp 📇 ☁️ - Image generation and editing with OpenAI’s GPT image models.

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

  • thebrierfox/the-stall 📇 ☁️ - Pay-per-call x402 data: equities, crypto/DeFi analytics, options chains, dealer GEX, macro data, congressional trades, prediction markets and SEC filings.

  • swaltersjrtest/microtap-mcp 📇 ☁️ - Pay-per-call x402 APIs: Polymarket and Kalshi prediction markets, DeFi and crypto data, on-chain reads across EVM chains, live weather and web search.

  • TheLunarCompany/lunar#mcpx 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX: open-source gateway for managing MCP servers at scale, centralizing tool discovery, access controls, call prioritization and usage tracking.

  • thinkchainai/mcpbundles - Create custom tool bundles, connect providers with OAuth or API keys, and use one MCP server across many integrations, with a UI for bundles and credentials.

  • mrfelfel/taghvim 📇 ☁️ - Deterministic date and time reasoning: arithmetic, DST-aware time zones, business days, public holidays, RFC 5545 recurrence and Gregorian/Persian conversion.

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

  • VeriTeknik/pluggedin-mcp-proxy 📇 🏠 - Proxy combining multiple MCP servers into one interface, with discovery and management of tools, prompts, resources and templates plus a debugging playground.

  • ViperJuice/mcp-gateway 🐍 🏠 🍎 🪟 🐧 - Meta-server that reduces Claude Code tool bloat via progressive disclosure, auto-starting Playwright and Context7 and provisioning MCP servers on demand.

  • WayStation-ai/mcp ☁️ 🍎 🪟 - Connect MCP hosts to apps such as Notion, Slack, Monday and Airtable.

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

  • whiteknightonhorse/APIbase 📇 ☁️ - API hub covering travel (Amadeus, Sabre), Polymarket prediction markets, crypto and weather, paid per call via x402 in USDC.

  • withoneai/mcp 🎖️ 📇 ☁️ - Search, document and execute authenticated API calls across apps such as Gmail, Slack, Stripe, Notion and GitHub through a few tools with constant context size.

  • Wolido/OpenAaaS 🐍 🏠 ☁️ 🍎 🪟 🐧 - Adapter to the OpenAaaS scientific agent network: submit tasks such as literature analysis or materials database queries to remote research agents.

  • rplryan/x402-discovery-mcp 🐍 ☁️ - Runtime discovery for x402-payable APIs: find and route to pay-per-call endpoints by capability, ranked by quality and trust score, plus a Python SDK and CLI.

  • x402-index/x402search-mcp 📇 ☁️ 🍎 🪟 🐧 - Search x402-enabled HTTP APIs by keyword, paid per search via x402 micropayments on Base.

  • ikoskela/wisepanel-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation across ChatGPT, Claude, Gemini and Perplexity, with dynamically generated roles that explore the question from divergent angles.

  • YangLiangwei/PersonalizationMCP 🐍 ☁️ 🏠 🍎 🪟 🐧 - Aggregate personal data from Steam, YouTube, Bilibili, Spotify, Reddit and other gaming, music, video and social platforms, with OAuth2 and token management.

  • Swarmwage/swarmwage 🎖️ 📇 ☁️ - Agent hiring protocol on x402: discover specialized agents, hire them in one call and settle in USDC on Base, with reputation and on-chain EIP-3009 receipts.

  • ertad-family/liquid 🐍 ☁️ 🏠 - Connect agents to any REST API on the fly: maps the API once, then fetches typed data deterministically without per-call LLM use. Self-hosted.

  • tsouth89/toolport 🦀 🏠 🍎 🪟 🐧 - Local gateway and manager for MCP servers shared across AI coding tools: set up and authenticate each server once, with lazy discovery and OS keychain storage.

  • skillselion/skillselion-mcp 📇 ☁️ - Search the Skillselion catalog of community-vetted Claude Code skills, MCP servers and marketplaces, ranked by installs and GitHub stars; load skills mid-task.

  • singhpratech/crimson-crab-mcp-template 🦀 🏠 🍎 🪟 🐧 - Rust template for an MCP server that queries Anthropic’s Claude API via the crimson-crab SDK.

  • forcedreamai/forcedream-mcp 🎖️ 📇 ☁️ - Discover, invoke and verify agents on a paid marketplace: code generation, security scanning (OSV.dev, GitGuardian) and lead scoring, with signed results.

  • mcccsm/x402-list-mcp 📇 ☁️ - Find and vet x402 payment APIs in the x402-list directory: search and rank services, check uptime, health, per-endpoint prices and on-chain settlement volume.

  • activeing123/mcptoon 🐍 🏠 🍎 🪟 🐧 - Connect AI agents to MCP servers from one config synced across coding tools, served through one process with compact tool discovery and spec validation.

  • kaxiyu/aiagentmarket 📇 ☁️ - Labor marketplace protocol for AI agents with atomic escrow and weighted anti-Sybil reputation.

  • Strategiumfinancepartner/AgentNexus 📇 ☁️ - Discovery and reliability registry of APIs, MCP servers and CLIs for AI agents: scheduled health probes, per-entry health cards with evidence expiry, free key in one call.

🚀 Aerospace & Astrodynamics

  • gregario/astronomy-oracle 📇 🏠 🍎 🪟 🐧 - Astronomical catalog data and observing session planning: OpenNGC deep-sky objects with visibility, rise/transit/set and alt/az calculations.
  • viventine-space/orbit-sentinel-mcp 🎖️ 🏎️ ☁️ 🍎 🪟 🐧 - Search FCC, ITU, UNOOSA and FAA space regulatory filings via Orbit Sentinel: semantic search, entity dossiers, spectrum holdings, launch licenses and alerts.

🤝 Agreements & Coordination

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

  • BrightbeamAI/chap 🎖️ 📇 🏠 🍎 🪟 🐧 - CHAP Coordinator for auditable human-agent collaboration: approvals, overrides, handoffs, escalations and hash-linked evidence.

  • cirwel/unitares 🐍 🏠 - Self-hosted, single-operator attributed record for multiple agents: identity and lineage, claims and evidence, agent review that keeps objections on file, and outcomes linked to the check-ins and predictions they grade.

  • CNSLabs/agreements-api-sdk 📇 ☁️ 🏠 - Define, validate, deploy and operate machine-readable agreements, with EIP-712 permit preparation, signed participant inputs, state reads and input history.

  • cogdepot/mcp-server 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Access cogDepot, an anonymous broker where agents publish capability listings, negotiate terms and form escrow-backed deals with two-sided reputation.

  • decision-anchor/mcp-server 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment.

  • elicitly/elicitly 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop via MCP elicitation: native confirmation dialogs and typed forms from JSON schemas in the host, plus a check of supported features.

  • GriffMurder/taskbullet-mcp-server 🎖️ 📇 ☁️ - Delegate phone calls, captcha/2FA logins, errands and QA your agent can’t finish to a real human assistant, then track results.

  • ianewsfr-a11y/ergonia 🎖️ 📇 ☁️ - Marketplace of verifiable tasks for AI agents: publish independently checkable tasks, submit work and build reputation, with actions in a hash-chained register.

  • inamprotocol/inam-protocol 🎖️ 📇 ☁️ - Look up AI agents’ evidence-based reputation and record two-party signed work receipts, with operator-authorized verification and a Merkle transparency log.

  • Vladimir-Human/humanizer-ru 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts.

  • humanforai/humanforai-mcp 🎖️ 📇 ☁️ - Hire human operators for tasks needing physical presence, perception or judgment: real-world verification, product testing, AI output review and errands.

  • gofrantic/frantic-mcp 📇 ☁️ - Public bounty board where AI agents claim funded bounties, deliver work and get paid in USDC on Base on acceptance, with a public receipt ledger.

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

  • t3ratech/market-pulse-mcp 🎖️ 📇 ☁️ - Evidence-graded index of where AI agents can earn: agent-work lanes graded A/B/C/F from recorded payouts, should-I-bid advice, a hash-chained evidence ledger and live agent job listings. Read-only, free without a key.

  • tbernabo/forbiz-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Forbiz, the CRM for AI agents: record commitments with the signal you expect back and by when, plus evidence and outcomes, so the next session or agent resumes the open commitment instead of duplicating it. Starts with no account; every write is attributed to the agent that made it.

  • TheRealDalaiLama/glyphdna-mcp 🐍 🏠 - Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains.

  • tribeunal/mcp-server 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together, with arbitration mode, verdict waiting and signed webhooks.

  • sttruji/mundane-mcp 🎖️ 🐍 ☁️ - Hire ID-verified people for errands, on-site photos, queue-sitting and in-person bookings, with escrow-backed offers, chat and proof-of-completion review.

  • signdocsbrasil/signdocs-mcp-server 🎖️ 📇 ☁️ 🏠 - Brazilian e-signature (SignDocs Brasil): create signing sessions and multi-signer envelopes, upload and download documents, verify signatures, and manage webhooks. ICP-Brasil digital certificates, facial biometrics and OTP, under MP 2.200-2. Local stdio via npx -y @signdocs-brasil/mcp-server, or the hosted HTTP endpoint.

♿ Accessibility

  • kim-dongho/krds-a11y-mcp 📇 🏠 🍎 🐧 - Korea’s government design system (KRDS) components with KWCAG 2.2 (Korean web accessibility standard) built in: refuses markup when labels or alt text are missing, checks rendered pages with axe plus real keyboard and contrast measurements, and ships Claude Code/Codex hooks that keep agents from finishing while violations remain.
  • kinti/a11y-toolkit 🐍 🏠 - WCAG 2.2 accessibility tools: color contrast checks including text over images, EU accessibility declaration generation and an aria-live announcement monitor.
  • mishan/shotbox 🐍 🏠 🐧 - Runs real GUI programs in a sealed X11 or Wayland session where an agent can read the accessible tree, take screenshots and clips with sound, click, type and drive gamepads, then check what it finds: unnamed controls, contrast, Tab order, screen reader announcements and audio dropouts.
  • vince-gonzalez/opticquiz-mcp 📇 🏠 🍎 🪟 🐧 - Color-vision accessibility: check palettes and images for colorblind safety, generate safe palettes, simulate color blindness and create Ishihara-style plates.

🎨 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 image generation and editing from Black Forest Labs via the Ace Data Cloud API.

  • musajala/musajala-mcp 📇 ☁️ - Collaborative Arabic poetry arena and Poetic Equity protocol connecting AI agents with human poets.

  • AceDataCloud/MCPNanoBanana 🐍 ☁️ - Nano Banana image generation and editing, including virtual try-on and product placement in realistic scenes.

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

  • AIDataNordic/alexandria-mcp 🐍 ☁️ - Semantic search over classical philosophy and humanities works.

  • 8enSmith/mcp-open-library 📇 ☁️ - Search for book information via the Open Library API.

  • fgbytes/sansfiction-mcp 📇 ☁️ - Search the SansFiction book catalog by title, author, series or ISBN and manage a personal reading library: status, progress, ratings, reviews and collections.

  • abhiemj/manim-mcp-server 🐍 🏠 🪟 🐧 - Generate animations locally using Manim.

  • austenstone/myinstants-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories.

  • ahujasid/blender-mcp 🐍 - Connect AI assistants to Blender.

  • JasmyLab-JANCTION/janction-render 🐍 ☁️ 🍎 🪟 🐧 - Render Blender scenes and 3D models (.blend, bpy scripts, GLB/glTF, FBX, USD, OBJ, STL) on cloud GPUs from AI agents: product shots, 360-degree turntables, animations and stills, with a tiled preview and a time estimate first. Remote MCP (OAuth) or stdio.

  • albertnahas/icogenie-mcp 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles.

  • alexzavialov/travel-art-mcp 📇 ☁️ - Art-tourism data: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), major museum visitor guides and art trip recommendations.

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

  • arikusi/nakkas 📇 🏠 🍎 🪟 🐧 - SVG art engine controlled through JSON config: CSS keyframe and SMIL animations, parametric curves, filters, gradients and PNG preview.

  • Armulee/ai-gateway-mcp 📇 ☁️ - No-markup video, image and speech generation with 400+ Vercel AI Gateway models (Veo, Kling, Seedance, Nano Banana, GPT Image) inside Claude or ChatGPT, billed to your own Gateway credits at provider price. Self-hosted on your own Vercel account.

  • ArturLys/ao3-mcp 🐍 🏠 - Search Archive of Our Own (AO3) and delegate full-fic reading to Gemini, so recommendations draw on the actual text rather than the blurb.

  • asmith26/jupytercad-mcp 🐍 🏠 🍎 🪟 🐧 - Control JupyterCAD using natural language.

  • attalla1/photopea-mcp-server 📇 🏠 🍎 🪟 🐧 - Image editing through Photopea: documents, layers, text, shapes, filters, effects and export.

  • krupalghori44-dev/infyicon-mcp 📇 ☁️ - Search hand-drawn Infyicon icons in four matching styles and fetch SVG markup or PNG URLs.

  • quokkapix/quokkapix-mcp 📇 🏠 🍎 🪟 🐧 - Resize, compress, convert, remove backgrounds, strip metadata, watermark and export images locally through QuokkaPix, without uploading source images.

  • BluesPrince/thiri-mcp 📇 ☁️ 🏠 - Deterministic music theory: chord and Roman numeral analysis, voicing and reharmonization.

  • burningion/video-editing-mcp 🐍 - Add, analyze, search and generate video edits from your Video Jungle collection.

  • cantian-ai/bazi-mcp 📇 🏠 ☁️ 🍎 🪟 - Bazi (Chinese astrology) charting and analysis.

  • cfpramod/open-museum-mcp 📇 ☁️ 🍎 🪟 🐧 - License-verified search across The Met, Cleveland, AIC, Wikimedia Commons and Europeana, limited to CC0 and public-domain works, with citations.

  • forgemeshlabs/imagegen-mcp 📇 ☁️ - Image generation, background removal and 4x upscaling, paid per image via x402 in USDC on Base.

  • Cifero74/mcp-apple-music 🐍 🏠 🍎 - Apple Music integration: search the catalog, browse your library, manage playlists and get personalized recommendations.

  • codex-curator/studiomcphub 🐍 ☁️ - Creative AI tools: image generation, upscaling, background removal, product mockups, CMYK conversion, print-ready PDFs, SVG vectorization and watermarking.

  • ConstantineB6/comfy-pilot 🐍 🏠 - View, edit and run ComfyUI node-based image generation workflows, with an embedded terminal.

  • CreativeClawCo/creative-claw-marketplace ☁️ - Access media models such as Flux 2 Pro, Nano Banana Pro, GPT Image 2, Veo 3.1, Sora 2, Kling and ElevenLabs for image, video, speech, 3D and branded graphics.

  • cswkim/discogs-mcp-server 📇 ☁️ - Interact with the Discogs API.

  • clanker-records/crompton-network 📇 ☁️ 🍎 🪟 🐧 - Machine-native listening platform for C.W.A.'s album Straight Outta Crompton, letting AI agents listen to it.

  • DataCraftsmanAU/vineverse-mcp 📇 ☁️ 🍎 🪟 🐧 - The Bible as a knowledge graph of verses, people, places, topics and Hebrew lexemes: scripture search, interlinear lookup, cross references and genealogy.

  • delmas41/gradusnotation 📇 ☁️ 🍎 🪟 🐧 - Render music notation as SVG, MusicXML and MIDI from a JSON score, analyze MusicXML harmonically and search a music-theory knowledge base.

  • diivi/aseprite-mcp 🐍 🏠 - Create pixel art using the Aseprite API.

  • djalal/quran-mcp-server 📇 ☁️ - Interact with the Quran.com corpus via its REST API.

  • dokaNc/illugen-mcp 🐍 🏠 🪟 - Build, edit and render JangaFX IlluGen node graphs (procedural textures, VFX flipbooks): 157 node types, typed pin checks, curves, gradients, subgraphs, and invisible rendering through your own IlluGen.

  • drakonkat/wizzy-mcp-tmdb 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.

  • effectustasi/autodesk-inventor-mcp 🐍 🏠 🪟 - Connect AI assistants to a live Autodesk Inventor session over COM: inspect bodies and features, find sliver faces in imported models, dry-run Unwrap, and script the Inventor API.

  • fatenava/fatenava-mcp 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input.

  • flamexnreal/davinci-resolve-ai-bridge-mcp 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.

  • Gatyh/3dtexel-mcp 🎖️ 📇 ☁️ - Official 3D Texel server: search and download 7,000+ PBR materials, HDRIs, decals and 3D assets (1,600+ free CC0) and generate seamless PBR materials and HDRI skyboxes with credits.

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

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

  • GenWaveLLC/svgmaker-mcp 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.

  • gokimedia/tarot-mcp-server 📇 🏠 🍎 🪟 🐧 - Tarot meanings for all 78 cards, upright and reversed interpretations, love and career readings, yes-or-no answers, random draws and three-card spreads.

  • gupta-kush/spotify-mcp 🐍 ☁️ 🍎 🪟 🐧 - Spotify tools: smart shuffle, natural-language song search, vibe analysis, artist network mapping, taste evolution and playlist management.

  • hanshs474/kavel-mcp 📇 🏠 🍎 🪟 🐧 - Discover Kavel’s AI photo and video generators (hairstyles, figurines, pet portraits, yearbook photos, dance videos, HD restoration) and get tuned prompts.

  • hjbaard/SolidWorks-MCP 🐍 🏠 🪟 - Drive a running SolidWorks from an agent over COM: 86 tools for parametric parts and assemblies (extrude, revolve, sweep, loft, holes on any face, ribs, fillets, shells, patterns, mates, joints checked over their range, interference checks, STEP/STL export). Every modelling call returns measured volume and bounding box, so the agent can verify its own work.

  • jau123/MeiGen-AI-Design-MCP 📇 ☁️ 🏠 - Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs.

  • j-east/pixel-surgeon-mcp 📇 🏠 🍎 🪟 🐧 - Image and video generation, editing and region repair via Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine and Veo 3, with style presets.

  • kenzolika/yandex-music-mcp 🐍 ☁️ 🍎 🪟 🐧 - Unofficial Yandex Music server: search, likes, listening history, My Wave, similar tracks, public playlists by link, playlist management and export of your library to TXT/CSV.

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

  • labelgrid/labelgrid-mcp 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.

  • leonardoca1/aesthetics-wiki-mcp 🐍 🏠 🍎 🪟 🐧 - Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki.

  • memebo-at/memeboat-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Create memes from memebo.at templates: search the catalog, caption a template and get a shareable meme link.

  • mikechao/metmuseum-mcp 📇 ☁️ - Search and display artworks via the Metropolitan Museum of Art Collection API.

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

  • molanojustin/smithsonian-mcp 🐍 ☁️ - Access the Smithsonian Institution’s Open Access collections.

  • noteboxd/mcp 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts.

  • joshseane/-nmlp-mcp 📇 ☁️ - First-edition book identification using points of issue, number-line decoding and publisher rules, plus New Mexico book-donation logistics.

  • ni-c/calibreweb-mcp 📇 🏠 - Read-only access to a self-hosted Calibre-Web or Calibre-Web Automated ebook library via OPDS: search, shelves, covers and per-format download links.

  • ntworm/ableton-mcp-server 🐍 🏠 🍎 🪟 - Inspect and automate Ableton Live locally through a Python MIDI Remote Script, with MIDI editing, device control, audio analysis and groove tools.

  • OctoEverywhere/mcp #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control.

  • omni-mcp/isaac-sim-mcp 📇 ☁️ - Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension.

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

  • Pantani/tdmcp 📇 🏠 🍎 🪟 - Describe a visual to build a playable TouchDesigner network: audio-reactive, generative, particle, 3D and feedback systems with live knobs and MIDI/OSC/DMX.

  • PatrickPalmer/MayaMCP 🐍 🏠 - Connect AI assistants to Autodesk Maya.

  • pzfreo/build123d-mcp 🐍 🏠 🍎 🪟 🐧 - Create, inspect and iterate on 3D geometry with build123d parametric CAD: render PNG/SVG views, measure geometry and export STEP/STL.

  • Psalmustrack/lambdacad-mcp 🐍 🏠 🐧 - Drive BricsCAD on Linux via an AutoLISP bridge: 2D drafting with dimensions and hatches, 3D solids with booleans, generated drawing views and PDF export.

  • doctorm333/promptpilot-mcp-server 📇 ☁️ - Generate images, video and audio with models such as Flux, GPT-Image-1, Imagen 4, Grok, Seedance and ElevenLabs, with prompt presets and batch generation.

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

  • r-huijts/rijksmuseum-mcp 📇 ☁️ - Search artworks and get details and collections via the Rijksmuseum API.

  • raveenb/fal-mcp-server 🐍 ☁️ - Generate images, videos and music with Fal.ai models such as FLUX, Stable Diffusion and MusicGen.

  • rekordcloud/sonovault-mcp 📇 ☁️ 🍎 🪟 🐧 - Music metadata search over tracks, artists, labels and releases: genres, release dates, ISRC/ISWC codes and IDs for Spotify, Apple Music, Discogs and more.

  • rosasynthesiz/flstudio-mcp 🐍 🏠 🪟 - Control FL Studio: in-DAW mixing (gain staging, EQ, compression, reverb, reference matching), routing and composition.

  • runcomfy-com/runcomfy-mcp 🎖️ 🐍 ☁️ - Manage RunComfy ComfyUI serverless deployments, hosted model inference and LoRA training jobs.

  • samuelgursky/davinci-resolve-mcp 🐍 - DaVinci Resolve integration 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 exports); model changes are opt-in, with dry runs and post-commit verification.

  • shunshi-ai/bazi-reader-mcp 📇 🏠 🍎 🪟 🐧 - Bazi (Four Pillars) charting with true solar time correction and output in Chinese, English, Japanese and Korean.

  • smeet666/mcp-lrclib 📇 ☁️ 🍎 🪟 🐧 - Search tracks on LRCLIB and read their lyrics, including time-synced LRC lines, with compact search results.

  • smeet666/mcp-imslp 📇 ☁️ - Read IMSLP, the Petrucci Music Library: search works and composers, view catalogue numbers, key and instrumentation, and browse editions with copyright status.

  • slshults/shakespeare-monologues-mcp 📇 ☁️ - Search Shakespeare monologues by character, play or first line, and fetch full text, modern-English paraphrases and scene or play summaries.

  • smeet666/mcp-books 📇 ☁️ - Search the Internet Archive, the Library of Congress and the Bibliothèque nationale de France at once, across catalogues and inside scanned text.

  • speedwarnsf/scenef-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Read-only showtimes for California and Hawaii theaters, from repertory houses and 35mm/70mm screenings to chains, verified against each theater’s calendar.

  • tasopen/mcp-alphabanana 📇 🏠 🍎 🪟 🐧 - Generate image assets with Google Gemini (Nano Banana 2 and Pro): transparent PNG/WebP, exact resizing and cropping, reference images and Search grounding.

  • TOBYCAI/image-mcp 🐍 🏠 🍎 🪟 🐧 - Offline image processing: resize, crop, convert, compress, rotate, flip, thumbnails, watermarks, effects, placeholders and overlays.

  • TwelveTake-Studios/reaper-mcp 🐍 🏠 🍎 🪟 🐧 - Control the REAPER DAW for mixing, mastering, MIDI composition and music production.

  • UModeler/picoberry-mcp 🎖️ 📇 ☁️ - Generate 3D models and images from text or reference images, then remesh, retexture, auto-rig, animate and export GLB/FBX/OBJ via the PicoBerry API.

  • Venut-Technologies/serato-dj-mcp 📇 🏠 🍎 - Ask an AI assistant about your Serato DJ library: harmonic BPM and Camelot key search, crates, duplicate and missing-file audits, and new crates built with a preview before anything is written. Unofficial.

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

  • wretcher207/reaper-daemon 🐍 🏠 🍎 🪟 🐧 - Drive the REAPER DAW over a local file bridge: read plugins and parameters, set FX values, write automation and measure mix changes, all inside undo blocks.

  • XavierFabregat/spotify-mcp 📇 🏠 🍎 🪟 🐧 - Conversational Spotify control: play by description and manage the queue, devices, playlists and library, with a guided setup wizard.

  • Xxx91n/mcp-for-maya 🐍 🏠 🪟 🐧 - MCP server giving AI agents spatial awareness inside Autodesk Maya — scene inspection, deterministic audit, checkpoint/rollback transactional safety, screenshot-based visual verification (Beta).

  • yonlandwu/chinese-almanac-mcp 📇 🏠 🍎 🪟 🐧 - Chinese almanac (Tung Shing): daily readings, hour-pillar luck ratings, NASA JPL-based solar terms, auspicious dates, zodiac horoscopes and lucky hours.

  • yuluo688/gen-image-mcp 📇 🏠 🍎 🪟 🐧 - Generate and edit images via your own OpenAI-compatible or Gemini image APIs and save them into the project directory, with optional model fallback.

  • yuna0x0/anilist-mcp 📇 ☁️ - Anime and manga information from the AniList API.

  • smeet666/mcp-bideetmusique 📇 ☁️ 🍎 🪟 🐧 - Search Bide & Musique’s hand-catalogued collection of forgotten French songs by performer, title, writer, lyrics, label or year, and read full records.

📐 Architecture & Design

  • AETumiApp/aetumi-mcp 📇 ☁️ - AETumi MCP — gateway for AI coding assistants (Claude Code, Cursor, Codex) to production-ready Three.js/WebGL 3D web components, templates and interactive scenes.

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 for Korea (NVIDIA Rubin era, 22.9 kV intake): rack count, PUE, total MVA, cooling split, CDU planning, cost and timeline.
  • ant-dev-lab/nightmarquee-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Art-directed website prompts as slash commands for hero sections, landing pages, SaaS, portfolios, e-commerce and 3D/WebGL scenes, each with a live demo.
  • awdr74100/figwright 📇 🏠 🍎 🪟 🐧 - Bidirectional Figma bridge: turn selections into framework-aware code reusing your components and tokens, or create frames, text, styles, variables and screens.
  • bobaba99/motionlint 📇 🏠 🍎 🪟 🐧 - Lint web animations with deterministic checks on the live page (duration, easing, stagger, exits, reduced motion, hover) plus optional vision-LLM UX review.
  • builditwithgk/repo-cartographer 📇 🏠 🍎 🪟 🐧 - Turn a repo into Mermaid or Graphviz architecture diagrams from its file tree, import graph and entry points; also enforces architecture rules in CI.
  • BV-Venky/excalidraw-architect-mcp 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing.
  • CanvasKeep/canvaskeep-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Create and edit Excalidraw diagrams in a CanvasKeep workspace: generate diagrams from nodes and edges with auto-layout, organize them into folders, and read or save full scenes, with local decryption for encrypted diagrams.
  • cisco-open/network-sketcher 🐍 🏠 🍎 🪟 🐧 - Local-first network design: create Cisco-style network master files, L1/L2/L3 topology diagrams, HTML viewers, device tables and AI context files.
  • docsor1212/aesthete-agent 🐍 🏠 🍎 🪟 🐧 - Mechanically validated frontend aesthetics for coding agents: an evidence-ranked palette library, OKLCH harmony generation, WCAG 2.2 + APCA contrast gates, color-blind simulation and AI-slop detection; installable as an agent skill or MCP server via uvx.
  • Daksh-create349/Contradiction-MCP 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.
  • DayuanJiang/next-ai-draw-io 📇 🏠 🍎 🪟 🐧 - Draw and edit draw.io diagrams from your project’s files on a live browser canvas you can also edit by hand, with version history, undo, AWS, Azure and GCP shape libraries and PNG or SVG export.
  • ejwhite7/brandkit-mcp 📇 🏠 🍎 🪟 🐧 - Expose a company’s design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools, parsed from CSS, Markdown, PDF, SVG and fonts.
  • erajasekar/ai-diagram-maker-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - AI Diagram Maker: generate flowcharts, sequence diagrams, ERDs, architecture, UML and mind maps from text, code, ASCII, images or Mermaid, rendered inline.
  • flowzap-xyz/flowzap-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence and architecture diagrams with the FlowZap Code DSL, with validation, playground links, syntax docs, export, diffing and patching.
  • GittyBurstein/mermaid-mcp-server 🐍 ☁️ - Turn local projects or GitHub repositories into Mermaid diagrams rendered via Kroki.
  • Hackeatutiempo/mapache 📇 🏠 🍎 🪟 🐧 - Open-source mind maps and whiteboard your agent draws on live: 22 tools for mind maps, notes, shapes, tables, charts, connectors, comments and HTML/PDF export; boards are local files.
  • HalidSaglam/saglitzdesign-mcp 📇 🏠 🍎 🪟 🐧 - Offline UI/UX design and marketing guidance for web, iOS, Android and macOS, plus generators for design tokens, color systems, type scales and WCAG checks.
  • imgly/codesign 📇 🏠 🍎 🐧 - Local design engine: create, edit and export branded social posts, flyers, decks and business cards, with print-ready PDFs and InDesign, PSD and PDF import.
  • jgsystemsconsulting/jgs-magic-sysmlv1-mcp 🐍 🏠 🍎 🪟 🐧 - Bridge to live SysML v1 models in CATIA Magic: query, audit, trace and edit blocks, requirements, allocations and diagrams over a local, air-gapped connection.
  • karyaboyraz/mockit-mcp 📇 🏠 🍎 🪟 🐧 - Generate iOS UI mockups as PNG and HTML from a text prompt, using Claude and a headless Playwright renderer.
  • KasayoDotCom/identityforge-mcp 📇 🏠 🍎 🪟 🐧 - Design kits and brand workflows: browse and apply design systems, create shareable brand projects, and research names, domains and EUIPO trademarks.
  • Kentucky-ai/opentakeoff 📇 🏠 🍎 🪟 🐧 - Construction plan takeoff: load plan PDFs, read title blocks, set drawing scale, trace rooms and export quantities like square footage and linear feet.
  • Luvi-io/luw-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Official Luw.ai server: redesign rooms, building exteriors and gardens from photos, render sketches and CAD views, edit images, and create walkthrough videos and 3D models. Runs locally via npx or hosted at mcp.luw.ai with sign-in.
  • Narasimhaponnada/mermaid-mcp 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.
  • ng-galien/maket 📇 🏠 🍎 🪟 🐧 - Local-first design workspace: compose wireframes and branded multi-page HTML/CSS docs with live preview, brand and asset libraries, validation and PDF export.
  • odd-Innocent/den_archi_mcp 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses.
  • patrickchugh/terravision 🐍 🏠 🍎 🪟 🐧 - Draw cloud architecture diagrams with the official AWS, Azure and GCP icons from a plain description, a JSON graph or Terraform code, with VPC, subnet and zone grouping. PNG, SVG and editable draw.io output.
  • posecode-dev/posecode 📇 🏠 🍎 🪟 🐧 - Text language for human movement that LLMs can write, rendered as an anatomically constrained 3D human figure in the browser.
  • PRIDA-TAKON/debim 🐍 🏠 🍎 🪟 🐧 - Declarative BIM / Building-as-Code engine: model buildings in YAML, compute deterministic QTO/cost estimations, compile to IFC4, and view interactive 3D WebGL models.
  • rdanieli/tentra-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Describe systems in natural language to get interactive architecture diagrams, export to frameworks like Spring Boot, FastAPI and Terraform, and detect drift.
  • RedHold/diagrams-mcp-app-core 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG.
  • RNVizion/rnv-color-mcp 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names.
  • Roberton003/mcp-server-decisions 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
  • swebsy/MCP 🎖️ 📇 🏠 🍎 🪟 🐧 - Build and edit real websites from the coding agent you already pay for — no per-token AI fees. Browse the template catalogue, create and open a site, rewrite sections, add and link pages, insert blocks, keep reusable symbols in sync, screenshot any viewport, and export static HTML/CSS/JS. Drives an open Swebsy Studio tab over a local 127.0.0.1 WebSocket relay; nothing is proxied through our servers and Studio redacts secrets before anything crosses the bridge. Install via NPM: npx -y @swebsy/mcp setup
  • Tommkruix/archprint 📇 🏠 🍎 🐧 - Report the architecture rules a TypeScript repo already follows, inferred from its import graph, with the evidence for each, and check whether a change breaks them.
  • tomyangod/architecture_viewer 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes.
  • uxloom-dev/uxloom 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract.
  • yenchieh/diagramzu-mcp 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.
  • BerkantACUN/ifc-ruhsat 🐍 🏠 🍎 🪟 🐧 - Checks an IFC building model against Türkiye’s building-permit BIM regulation (Official Gazette 33331, in force Sept 2027): mandatory IFC 4.3 classes and category codes, per-class attribute and property-set requirements (all 68 annex tables, incl. the Türkiye-specific TREpys_ sets), TUREF coordinate system, naming templates and space geometry — and fills in the regulation’s 21-row Annex-9 quality-control form. Findings cite the article and annex table with GlobalIds; rows a machine cannot verify are reported as manual, never as passed. Also exports buildingSMART IDS. uvx ifc-ruhsat mcp; on the official registry as io.github.BerkantACUN/ifc-ruhsat.

Biology, Medicine and Bioinformatics

  • ajibadedapo/flowproof-mcp 🐍 🏠 ☁️ - Run reproducible Nextflow bioinformatics pipelines with verifiable Workflow Run RO-Crate provenance: container digests, tool versions and checksums.
  • ammawla/encode-toolkit 🐧 - Search, download, track and analyze functional genomics experiments from the ENCODE Project.
  • cafferychen777/ChatSpatial 🐍 🏠 - Spatial transcriptomics analysis: cell annotation, deconvolution, spatial statistics and visualization.
  • Crindo2/gph-mcp-server 📇 ☁️ - Match US medical practices with healthcare service vendors for billing, credentialing, EHR, compliance and legal.
  • danielLuo2/bioharbor 🐍 🏠 🍎 🪟 🐧 - Run MMseqs2 homology search, ESMFold structure prediction and sequence tools on your own GPUs, with GPU-aware scheduling on shared machines, input prechecks and per-run provenance.
  • davidmosiah/google-health-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first access to the Google Health API for Fitbit and Pixel Watch activity, sleep, heart, nutrition and reconciled health data.
  • davidmosiah/wellness-cgm-mcp 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first continuous glucose monitor data from the Dexcom Developer API and FreeStyle Libre via LibreLink Up.
  • davidmosiah/wellness-nourish 📇 🏠 🍎 🪟 🐧 - Nutrition and hydration tracking: food search, barcode lookup, meal estimation, intake logs and daily summaries.
  • dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧 - Real-time access to the 1000 Genomes Project dataset.
  • ericblair1903/nutrients-mcp 📇 ☁️ 🍎 🪟 🐧 - Nutrition analysis from a food photo or text description: calories, macros, vitamins, minerals, allergens and dietary flags.
  • forever-healthy/evipedia-mcp 📇 ☁️ 🍎 🪟 🐧 - Search Evipedia’s evidence-based reviews of health and longevity interventions, fetch conclusions and metadata with PMIDs, and suggest new interventions.
  • fulcradynamics/fulcra-context-mcp 🐍 ☁️ - Access personal health and biometric data (sleep stages, heart rate, HRV, glucose, workouts), calendar and location via the Fulcra Life API.
  • genomoncology/biomcp 🐍 ☁️ - Access biomedical research data from PubMed, ClinicalTrials.gov and MyVariant.info.
  • healthchainai/HealthChain 🐍 🏠 - Typed FHIR tools: build, read, validate and code FHIR resources from a patient bundle, with terminology lookup and machine-readable validation reports.
  • helena-bioinformatics/noodle-mcp 🐍 ☁️ - Read-only biomedical literature search over a PubMed-derived corpus by natural language or PMID/DOI/PMCID, with citation and semantic graph traversal.
  • hlydecker/ucsc-genome-mcp 🐍 ☁️ - Interact with the UCSC Genome Browser API to find genomes, chromosomes and more.
  • JamesANZ/medical-mcp 📇 🏠 - Query medical information, drug databases, drug interactions and clinical guidelines.
  • JaviMaligno/vitamind-mcp 📇 ☁️ - Estimate solar vitamin D synthesis: whether it happens now, minutes needed by Fitzpatrick skin type and viable months by latitude, using Open-Meteo UV data.
  • kushaim/practice-fusion-mcp 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results.
  • mgnirck/lecka-mcp 📇 ☁️ - Race nutrition planning for endurance athletes: carb, sodium and fluid targets plus Lecka product recommendations by race type, conditions and weight.
  • MyMedi-AI/mymedi-ai-mcp-server 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing.
  • openreadout/openreadout 🦀 🏠 🍎 🪟 🐧 - Lets agents read raw lab-instrument files without vendor software: microscopy, mass spectrometry, chromatography, flow cytometry, NMR, electrophysiology, plate readers and qPCR. Returns metadata, images, spectra and traces as JSON, checks files for damage, and converts them to open formats (OME-TIFF, OME-Zarr, mzML, Parquet).
  • SEOSiri-Official/biorobotics 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates.
  • salwks/mcp-techTrend 🐍 🏠 - Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings.
  • NyxToolsDev/dicom-hl7-mcp-server 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns.
  • longevity-genie/biothings-mcp 🐍 🏠 ☁️ - Query the BioThings API for genes, genetic variants, drugs and taxonomic information.
  • longevity-genie/gget-mcp 🐍 🏠 ☁️ - Bioinformatics toolkit for genomics queries and analysis, wrapping the gget library.
  • longevity-genie/opengenes-mcp 🎖️ 🐍 🏠 ☁️ - Query the OpenGenes database for aging and longevity research.
  • longevity-genie/synergy-age-mcp 🎖️ 🐍 🏠 ☁️ - Query the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
  • musharna/plant-genomics-mcp 🐍 🏠 🍎 🪟 🐧 - Plant genomics locus lookup across Ensembl Plants, Phytozome, UniProtKB, KEGG, STRING-DB, NCBI BLAST and more, with batch and cross-source queries.
  • neptun2000/heor-agent-mcp 📇 ☁️ - Health economics and outcomes research: literature search across PubMed, NICE, CADTH, ICER and more, cost-effectiveness modeling and HTA dossier preparation.
  • nickjlamb/pubcrawl 📇 🏠 ☁️ - PubMed, Europe PMC (including preprints), FDA/DailyMed and UK eMC drug labelling, and ClinicalTrials.gov for AI assistants, including side-by-side US vs UK label comparison. Every result cites its PMID, NCT ID or DOI; no API key required.
  • OHNLP/omop_mcp 🐍 🏠 ☁️ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
  • PantelisGeorgiadis/dicomweb-mcp-server 📇 ☁️ 🏠 - Access a DICOMweb archive: search studies, series and instances, inspect metadata, read structured reports, extract PDF text and render frames.
  • tatsuju/opdstar-nhi-mcp 📇 ☁️ - Taiwan National Health Insurance (NHI) data: rejection codes, ICD-10 to procedure mappings, audit indicators and semantic search over NHI documentation.
  • pkotecha-eng/aria-mcp-server 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
  • pubspro/pubmed-search 📇 ☁️ - Search PubMed and summarize biomedical literature.
  • Rajskij/oura-mcp 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
  • DynamicsNinja/garminconnect-js 📇 ☁️ 🏠 - Garmin Connect data in your assistant: sleep, HRV, training readiness, activities, workouts, weight and more across 193 tools. Use the free hosted connector (https://garmin.ficdev.xyz/claude) or run it locally via npm or the Claude Desktop extension.
  • rewire-bio/genomics-mcp 🐍 🏠 🍎 🐧 - Discover EGA, ENA, ENCODE, GEO and NCBI datasets; retrieve bounded reads, variants, sequence and signal from indexed genomic files; and query versioned reference evidence.
  • sachinbkale27/label-image-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manage images and annotations in the Image Label annotation tool (histopathology, microscopy): bulk upload, annotation clean-up and COCO/YOLO dataset export.
  • sanikacentric/biolit-mcp 🐍 🏠 - Citation-grounded biomedical literature review over PubMed, Europe PMC, NCBI Gene and UniProt, with a citation-accuracy benchmark.
  • SidneyBissoli/medical-terminologies-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil’s CID-10 (DataSUS) and optionally SNOMED CT.
  • sikcapri/superglookoquery 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report.
  • smaniches/alphafold-sovereign-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology.
  • smaniches/uniprot-mcp 🐍 🏠 ☁️ 🍎 🪟 🐧 - Query the UniProt knowledgebase (entries, features, variants, PTMs, GO terms, cross-references) with per-query SHA-256 provenance and offline replay.
  • the-momentum/apple-health-mcp-server 🐍 🏠 🍎 🪟 🐧 - Access and analyze exported Apple Health data.
  • the-momentum/fhir-mcp-server 🐍 🏠 ☁️ - Connect to FHIR servers, for example to query patient history in natural language.
  • thehealthai/clarity-mcp 📇 ☁️ - Condition-aware safety checks for ingredients, products and supplements, with cited evidence verdicts, claim fact-checking and FDA recall lookup.
  • thehealthai/fda-risk-radar-mcp 📇 ☁️ - FDA and NHTSA regulatory risk data: device compliance risk, 510(k) evidence, predicate chains, postmarket signals, reimbursement pathways and vehicle safety.
  • thelongevityvault/decoder-3am-mcp 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault’s five-cause framework.
  • tylergibbs1/backwork-mcp 📇 ☁️ - Medicare and commercial payer medical policy, prior authorization checks, claim risk and medical code lookup with cited sources, via hosted OAuth remote or local stdio.
  • wso2/fhir-mcp-server 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication.
  • wjgoarxiv/pymol-mcp 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters.

📂 Browser Automation

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

  • 34892002/bilibili-mcp-js 📇 🏠 - Search Bilibili content, with LangChain integration examples.
  • 77777R7/Octocrawl 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Web scraping for AI agents: scrape, map, crawl and batch public pages into Markdown, tables and JSON, each with an Evidence Record (final URL, HTTP status, robots.txt decision, content hashes); a blocked or empty page comes back with the reason. Hosted at https://mcp.octocrawl.dev/mcp or local via npx -y @octocrawl/mcp. Setup.
  • achiya-automation/safari-mcp 📇 🏠 🍎 - Native Safari browser automation without a Chrome dependency.
  • AceAtDev/ascended-browser 🐍 🏠 🐧 - Local browser MCP for coding-agent QA with verified actions, screenshots, read-only network and console inspection, and interruption recovery warnings.
  • acunningham-ship-it/veilbrowser 📇 🐍 🏠 - Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions.
  • aethynio/aethyn-browser-mcp 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task.
  • agent-infra/mcp-server-browser 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
  • Agent360dk/browser-mcp 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
  • Ahtasham00/tactab 📇 🏠 - Tactile browser control and multimodal visual vision MCP bridge for Google Chrome.
  • AishwaryShrivastav/vibe-testing 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.
  • alex-on-ai/WebReaper #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
  • parastejpal987-cmyk/opticparse-public 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
  • ami-guru/x402-scraper-engine 📇 ☁️ - Web scraping, Llama 3 digests and Twitter intelligence, paid per call in USDC via x402 on Base.
  • andresolbach/nodriver-mcp-server 🐍 🏠 🍎 🪟 🐧 - Undetected Chrome automation via nodriver for anti-bot protected sites: accessibility snapshots, input automation, network inspection and persistent sessions.
  • aparajithn/agent-scraper-mcp 🐍 ☁️ - Web scraping: clean content extraction, CSS-selector scraping, Playwright screenshots, link and metadata extraction, and Google search.
  • apireno/DOMShell 📇 🏠 - Browse the web with filesystem commands (ls, cd, grep, click) by mapping Chrome’s accessibility tree to a virtual filesystem via an extension.
  • auspy/supasidebar-mcp 📇 🏠 🍎 - Access and organize open tabs, bookmarks and recent links across macOS browsers via the SupaSidebar app.
  • automatalabs/mcp-server-playwright 🐍 - Browser automation using Playwright.
  • BB-fat/browser-use-rs 🦀 - Lightweight browser automation with zero dependencies.
  • BeatAPI/BeatBrowser 📇 🏠 - Connect compatible agents to an existing Chrome profile through an extension and local MCP bridge, with background task windows, pause and human takeover.
  • bch1212/agentfetch-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Token-budgeted web fetching that routes between Trafilatura, Jina Reader, Firecrawl and pypdf by URL, with token estimates, caching and truncation.
  • bgaze/snapstack-server 📇 🏠 🍎 🪟 🐧 - One-click browser-tab screenshots, captured by a companion extension and served locally to the model on demand.
  • bighippoman/intercept-mcp 📇 🏠 - Fetch web content as clean Markdown through a multi-tier fallback chain, handling tweets, YouTube, arXiv, PDFs and regular pages.
  • autokeren/ghostfox 🦀 🏠 🍎 🪟 🐧 - Self-hosted stealth browser built on a Firefox fork with fingerprint spoofing, shadow-DOM-aware page reading, login state detection and evidence recording.
  • blackwhite084/playwright-plus-python-mcp 🐍 - Browser automation using Playwright, tailored for LLMs.
  • browserless/browserless-mcp 🎖️ ☁️ - Headless browser automation and web scraping via the Browserless smart scraper API.
  • browsermcp/mcp 📇 🏠 - Automate your local Chrome browser.
  • brutalzinn/simple-mcp-selenium 📇 🏠 - Control browsers with Selenium using natural language, for testing, automation and multi-user scenarios.
  • co-browser/browser-use-mcp-server 🐍 - Browser automation with browser-use, including a Dockerfile to run Chromium in Docker with a VNC server.
  • corbinvachal48/agentrender-mcp 🐍 ☁️ - Convert URLs into screenshots, PDFs or structured extracts.
  • corralimited/snapdiff-mcp 📇 ☁️ 🏠 - Intent-aware visual verification: declare what a UI change should affect, then diff the page against a baseline and flag changes outside that scope.
  • Ceki-me/mcp-server 📇 ☁️ - Rent residential Chrome browsers run by real people, with real fingerprints and residential IPs.
  • Cubenest/rrweb-stack 📇 🏠 - Record your authenticated browser session (rrweb DOM, console, network) to local SQLite with PII masking, so coding agents can query it or drive the browser.
  • Custodia-Admin/pagebolt-mcp 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
  • dashi96/chromium-bridge 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs.
  • DevHusnainAi/zerodom 🐍 📇 🏠 - Deterministic attack-surface perception for AI security agents. Attaches over chrome.debugger to the Chrome you’re already logged into (cookies, MFA and SSO already done) and turns the live page into a short numbered interaction graph an agent can act on ([03] button 'Sign In'), with CSS selectors kept server-side and out of the model’s context. Cross-identity tools (compare_identities, replay) flag a byte-identical response across two logged-in users as a cross-tenant IDOR, and scan maps the attack surface from the CLI. No LLM in the parse; 71% fewer tokens than Playwright’s ARIA snapshot mode.
  • dmytrome/groundhog 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts.
  • eat-pray-ai/yutu 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
  • Eric-huang799/duplex 📇 🏠 🍎 🪟 🐧 - A browser shared by a human and an AI — same tabs, same live session; 24 MCP tools (snapshot, click, type, screenshot, tabs, annotations), built-in models or any MCP client, Esc takeover.
  • executeautomation/playwright-mcp-server 📇 - Browser automation and web scraping using Playwright.
  • eyalzh/browser-control-mcp 📇 🏠 - Control the user’s Firefox browser via a companion extension.
  • feedthrough/feedthrough 📇 🏠 🍎 🪟 🐧 - In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run.
  • firecrawl/firecrawl-mcp-server 🎖️ 📇 ☁️ 🏠 - Firecrawl web scraping: search, scrape, crawl, map and extract structured data, with live browser interaction and website change monitoring.
  • fradser/mcp-server-apple-reminders 📇 🏠 🍎 - Interact with Apple Reminders on macOS.
  • freema/firefox-devtools-mcp 📇 🏠 - Firefox automation via WebDriver BiDi: snapshot-based interactions, network monitoring, console capture and screenshots for testing and scraping.
  • frsorrentino/chrome-bridge 📇 🏠 🍎 🪟 🐧 - Drive your logged-in Chrome via an extension: compact element refs, visual regression, accessibility, SEO and security audits, and network mocking.
  • fullselfbrowsing/FSB 📇 🏠 🍎 🪟 🐧 - Chrome extension plus MCP server that lets any MCP client drive your own signed in Chrome by reading the live DOM instead of screenshots, with no API key. 69 tools, session replay, and an encrypted credential vault.
  • mi60dev/visionaire-engine 📇 🏠 🍎 🪟 🐧 - Design debugging in Chrome: which CSS rule wins (with file and line), its blast radius, scoped fix selectors, live fix trials and WCAG contrast audits.
  • SanggonBoy/PyreCrawl 🐍 🏠 🍎 🪟 🐧 - Self-hosted web scraping: scrape, extract, crawl, map, search, academic papers, research and monitoring, with a tiered fallback including Cloudflare bypass.
  • segentic-lab/periscope-mcp 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
  • sh6drack/zen-mcp 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
  • hahahahahahahahah6/browser-buddy 🐍 - MCP server + Chrome extension (MV3) that lets coding agents read pages through the user’s real, logged-in Chrome; stdlib-only, local.
  • hanzili/comet-mcp 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
  • hshintelligence/agent-scrape 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
  • hunglp97/tabpilot-mcp 🐍 🏠 🍎 🪟 🐧 - Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support.
  • LarryWalkerDEV/mcp-immostage 📇 ☁️ - Virtual staging for real estate: stage empty rooms, turn floor plans into 3D renders, classify room images, write property descriptions and suggest styles.
  • LeonTing1010/tap 📇 🏠 🍎 🪟 🐧 - Compile browser automation into deterministic plans that run in your logged-in Chrome without runtime LLM calls, detecting drift when sites change.
  • lespaceman/agent-web-interface 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
  • markmircea/Selenix-MCP-Server 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language.
  • IGELHARINE/CDPM 📇 🏠 🍎 🪟 - Numbered, logged-in Chrome slots (1-30) driven over raw CDP that several Claude Code sessions and subagents share, with per-tab command queues, agent-to-agent messages, and recovery after reboots and Chrome updates.
  • ilien-dev/svipall 🦀 🏠 🍎 🪟 🐧 - Local-first web reading escalating from HTTP to a real browser when blocked: clean Markdown, site crawls, search, row extraction and local CAPTCHA handling.
  • imprvhub/mcp-browser-agent 📇 🏠 - Autonomous browser automation.
  • kimtaeyoon83/mcp-server-youtube-transcript 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis.
  • samson-art/transcriptor-mcp 📇 ☁️ - Get transcripts and metadata for summarization and content analysis.
  • kimtth/mcp-aoai-web-browsing 🐍 🏠 - Minimal MCP server and client implementation using Azure OpenAI and Playwright.
  • junipr-labs/mcp-server 📇 ☁️ - Web intelligence API: screenshots, PDF generation, page metadata and specialized extractors for news, social media, search results, prices and more.
  • lightpanda-io/browser 🏠 🍎 🐧 - Headless browser for AI and web automation with a built-in MCP server.
  • LvcidPsyche/auto-browser 🐍 🏠 🐧 🍎 🪟 - Browser agent with human takeover via noVNC, reusable auth profiles, approval and audit controls, and isolated Docker sessions.
  • Lyosis/claudeForSafari 📇 🏠 🍎 - Control Safari via a web extension: navigate, read pages, click elements, fill forms and manage tabs, without Playwright or WebDriver.
  • lyrenth/lyrenth-mcp 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth’s cached index.
  • maccydee/cute-web-scraper 🐍 🏠 🍎 🪟 🐧 - Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries.
  • maemreyo/zamery-browser 📇 🏠 🍎 - Use the Firefox you already use, including logged-in tabs, while agents can access only tabs or tab groups you explicitly share. npm · MCP Registry
  • MathiasPaulenko/wavexis-mcp 🐍 🏠 🍎 🪟 🐧 - Browser automation for your existing Chrome or Firefox via CDP and BiDi, with stealth mode, Lighthouse audits, YAML action batching and raw protocol access.
  • microsoft/playwright-mcp - Playwright browser automation: interact with web pages through structured accessibility snapshots.
  • Miladmet/quickcast-mcp 📇 🏠 🍎 🪟 🐧 - Screen-to-Action Protocol: Turn screen recordings directly into automated Playwright E2E reproduction tests, structured GitHub bug reports with video timestamps, and SOP walkthroughs.
  • Mingye-Lu/AgenticCrawler 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
  • Moha2005269/agentgo-mcp 🦀 🏠 🪟 - MCP server for AgentGo, a real Chromium browser for agents: compact page outlines with stable refs, diff-only replies after each action, real pointer and keyboard input, human approval for payments, and an optional on-device model for routine steps. AgentGo browser
  • morfiade-app/morfiade-mcp 🎖️ 🐍 🏠 🪟 - Manage local Chrome profiles, each with its own cookies, sessions and proxy: create, launch and stop them, assign and check proxies, tags, notes and trash with restore. Only whitelisted profiles are visible and there is no cookie-reading tool. Requires the Morfiade desktop app (Windows).
  • ndthanhdev/mcp-browser-kit 📇 🏠 - Interact with your local browsers.
  • nnemirovsky/iwdp-mcp 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more.
  • olostep/olostep-mcp-server 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations.
  • ofershap/real-browser-mcp 📇 🏠 - Control the user’s real Chrome browser via an extension, reusing existing sessions, logins and cookies.
  • Pantheon-Security/chrome-mcp-secure 📇 🏠 🍎 🪟 🐧 - Security-hardened Chrome automation and logins with post-quantum encryption, a credential vault, memory scrubbing and audit logging.
  • PGHQdev/OpenScreenShot 📇 🏠 🍎 🪟 🐧 - Website screenshots from a local headless Chrome, with selector, text-pattern and rectangle redaction before capture; also a CLI.
  • PhungXuanAnh/selenium-mcp-server 🐍 🏠 🍎 🪟 🐧 - Web automation through Selenium WebDriver.
  • paipaipai666/nexus-browser-mcp 🐍 🏠 🪟 🍎 🐧 - Accessibility-tree browser automation with deterministic snapshots, human approval gates, redacted audit logs and console, network and Web Vitals monitoring.
  • pskill9/web-search 📇 🏠 - Web search using Google search results.
  • protostatis/unbrowser 🦀 🏠 🍎 🪟 🐧 - Lightweight native browser that runs JavaScript, follows links, fills forms, manages cookies and returns low-token BlockMaps, without Chrome.
  • prufa-dev/prufa-mcp 🐍 ☁️ - Real-browser QA audits of a URL: broken signup, login and checkout flows, console errors, missing analytics, security headers, tap targets and accessibility.
  • KuvopLLC/purroxy2 📇 🏠 🍎 🪟 🐧 - Record actions on any website and replay them in headless Playwright, with encrypted credentials and AI-based 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 📇 🏠 🍎 🪟 🐧 - Diagnostics for MCP servers: discover client configs, test connections, audit security issues and benchmark latency.
  • reeinharddd/snapmcp 📇 🏠 🍎 🪟 🐧 - Render terminal output, syntax-highlighted code, web pages, Markdown, HTML and git diffs as PNG, JPEG, PDF or GIF locally via Playwright.
  • recursechat/mcp-server-apple-shortcuts 📇 🏠 🍎 - Integration with Apple Shortcuts.
  • Retio-ai/pagemap 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
  • Savvy-Tech-Sphere/usable-browser-agent-free 📇 🏠 🍎 - MCP server plus Firefox add-on that lets your agent work in your real, logged-in Firefox: accessibility snapshots with stable element refs, logins filled by alias from a local vault, hardened mode by default. Free for personal use.
  • ScrapeUnblocker/scrapeunblocker-mcp 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
  • screenshotscout/screenshotscout-mcp 📇 ☁️ - Capture web pages as images or PDFs with element targeting, device and viewport controls, location selection, page interactions and blocking options.
  • seleniumbase/SeleniumBase 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
  • seleniumboot/selenium-mcp 🐍 🏠 🍎 🪟 🐧 - Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines.
  • Silbercue/public-browser 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP with multiple tabs, cached accessibility-tree refs, server-side multi-step flow execution and a Python scripting API.
  • site-shot/site-shot-mcp 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
  • SnapBlock/hai-browser 📇 🏠 🍎 🐧 - Let coding agents drive VS Code’s Integrated Browser alongside you: snapshots, mouse and keyboard, forms, tabs, screenshots, console and network logs, a visible agent cursor, and click-to-source for React (Vite, Next.js).
  • snapshot-site/snapshot-site-mcp 📇 ☁️ - Capture any URL as PNG, JPEG, WebP, PDF or HTML, diff page versions to catch visual regressions, and get AI page summaries.
  • SolveGate/solvegate-mcp 🎖️ 📇 ☁️ - Detect and solve Cloudflare Turnstile challenges: inspect whether a page uses Turnstile or another CAPTCHA and get a solved token when needed.
  • Swih/ritoko 📇 🏠 - Save browser, HTTP API and MCP workflows as JSON, then replay CSV/XLSX batches with explicit result checks and a local journal for crash recovery.
  • swimmwatch/cloakbrowser-mcp 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
  • sylin-org/ghostlight 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls.
  • tech-lead-bunny/agenteyes-mcp 📇 🏠 🍎 🪟 🐧 - Give coding agents real eyes: one tool call returns a screenshot PNG plus the accessibility tree and page text; segment_height paginates long pages into readable tiles.
  • trueoriginlabs/vibatchium 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning.
  • User0856/snaprender-mcp 📇 ☁️ - Capture websites as PNG, JPEG, WebP or PDF with device emulation, dark mode, ad blocking and cookie banner removal.
  • copperline-labs/rendex-mcp 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks.
  • vincentvella/devloop 📇 🏠 🍎 🪟 🐧 - Drive a browser or Expo/React Native app alongside your dev server on one correlated timeline, lining up frontend errors with backend stack traces.
  • webdriverio/mcp 📇 🏠 - Browser and mobile app automation with WebdriverIO: control browsers and automate native Android and iOS apps via WebDriver and Appium.
  • xspadex/bilibili-mcp 📇 🏠 - Fetch trending videos from Bilibili.
  • yinnho/aginxbrowser 🦀 🏠 🍎 🪟 🐧 - Chromium-free agent browser with built-in V8: tiered fetching, multi-engine search, screenshots, persistent login sessions and CDP access.
  • ymw0407/auth-fetch-mcp 📇 🏠 🍎 🪟 🐧 - Fetch content from login-protected pages such as Notion, Google Docs, Jira and Confluence via a real browser login with persistent session caching.
  • PrinceGabriel-lgtm/freshcontext-mcp ☁️ 🏠 - Real-time data from GitHub, Hacker News, Scholar, arXiv, YC, jobs, finance and package trends, with every result timestamped for freshness.
  • ZhongQuinnKing/caishi 📇 🏠 🍎 🪟 🐧 - Read Bilibili, Douyin, Xiaohongshu and any web page through your own logged-in Chrome; returns titles, captions, stats and media links as JSON.
  • zumerlab/snapsurf 📇 🏠 🍎 🪟 🐧 - Browser navigation and verification: compact semantic page digests, ranked text search, and typed diffs after each action with assertions.
  • zzzjy765/ottersnap-mcp 📇 ☁️ - Glint Render web rendering and evidence API: screenshots, PDFs, OG images, monitoring, extraction and tamper-evident evidence capture.
  • CapMonsterCloud/capmonster-mcp-captcha-solver 🐍 📇 ☁️ - Identify CAPTCHA types and parameters, create solving tasks and retrieve results via the CapMonster Cloud API, with access to its docs.

☁️ Cloud Platforms

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

  • AIops-tools/Ceph-AIops 🐍 🏠 - Governed Ceph storage operations via the ceph-mgr Dashboard REST API — HEALTH_WARN root-cause analysis, OSD/PG/pool/RBD/CephFS/RGW, recovery, and capacity (37 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
  • dockndevai/mcp-keycloak 📇 🏠 🍎 🪟 🐧 - Keycloak multi-realm admin (users, clients, roles, groups) — safe-by-default access modes, realm allowlists, protected realms, delete gating, dry-run, and audit logging. npx -y @dockndevai/mcp-keycloak
  • dockndevai/mcp-kubernetes 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging.
  • AIops-tools/Container-Host-AIops 🐍 🏠 - Governed Docker + Portainer container-host operations (non-Kubernetes) — restart-loop and resource-pressure RCA, image/volume bloat, and guardrailed lifecycle writes (38 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
  • AIops-tools/K8s-AIops 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.
  • dockndevai/mcp-oci 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
  • dockndevai/mcp-azure 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation.
  • dockndevai/mcp-openshift 📇 🏠 🍎 🪟 🐧 - OpenShift and Kubernetes operations on pods, deployments, routes and builds, with access modes, namespace allowlists, dry-run and Secret redaction.
  • 4everland/4everland-hosting-mcp 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting.
  • AAR-Labs/snapdeploy-mcp 📇 ☁️ - Deploy and manage SnapDeploy apps (Docker containers on AWS) from Claude Code, Cursor, Codex or Gemini CLI: builds, logs, env vars, add-ons, domains
  • adiosdotdev/mcp 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments.
  • AIops-tools/MinIO-AIops 🐍 🏠 - Governed MinIO object-storage operations — capacity, exposure-surface audit, lifecycle, and healing RCA, plus guardrailed bucket writes (48 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
  • AIops-tools/Nutanix-AIops 🐍 🏠 - Governed Nutanix Prism Central operations: clusters, VMs, storage, networking, snapshots/DR, alerts and LCM, with audit logging, dry-run and rollback.
  • AkaciaNL/basicdeploy-mcp 📇 ☁️ 🍎 🪟 🐧 - Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on.
  • AIops-tools/Network-AIops 🐍 🏠 - Governed multi-vendor network device operations via NAPALM (Cisco IOS/NX-OS/IOS-XR, Arista EOS, Juniper Junos) plus NetBox — config management and read-only queries (33 tools) with unbypassable audit logging (MCP + CLI), budget guards, and rollback.
  • Focus-GTS/eds-mcp-server 📇 ☁️ 🍎 🪟 🐧 - Manage Adobe Edge Delivery Services (AEM EDS): preview, publish, bulk operations, content, Core Web Vitals, 404 tracking, A/B experiments and redirects.
  • aashari/mcp-server-aws-sso 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
  • AIops-tools/Proxmox-AIops 🐍 🏠 - Governed Proxmox VE operations — VM/LXC lifecycle, snapshots, cluster, storage, backup, and HA (43 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
  • agentmetal/mcp 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
  • anythink-cloud/anythink-cli #️⃣ ☁️ 🍎 🪟 🐧 - Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention tools, and payments.
  • AIops-tools/Proxy-AIops 🐍 🏠 - Governed reverse-proxy operations (Traefik + Caddy + HAProxy) — backend-health, certificate-expiry, 5xx, and route-conflict RCA (28 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback.
  • alexbakers/mcp-ipfs 📇 ☁️ - Upload to and manipulate IPFS storage.
  • aparajithn/agent-deploy-dashboard-mcp 🐍 ☁️ - Unified deployment dashboard for Vercel, Render, Railway and Fly.io: deploy status, logs, environment variables, rollbacks and health checks.
  • AIops-tools/TrueNAS-AIops 🐍 🏠 - Governed TrueNAS SCALE operations — pools, datasets, snapshots, disks, alerts, and services (25 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
  • arnstarn/mcp-server-spotinst 🐍 ☁️ - Manage Spot.io (Spotinst) Ocean clusters, VNGs, Elastigroups, costs, right-sizing and logs across AWS and Azure accounts.
  • antonio-mello-ai/mcp-pfsense 🐍 🏠 - Manage pfSense firewalls: rules, DHCP leases, DNS overrides, gateway monitoring, ARP table and services, with two-step confirmation for destructive actions.
  • antonio-mello-ai/mcp-proxmox 🐍 🏠 - Manage Proxmox VE clusters: VMs, containers, snapshots, templates, cloud-init, firewall and migrations, with two-step confirmation for destructive actions.
  • alexpota/cloudscope-mcp 📇 ☁️ - Azure cost management: spending analysis, forecasts, anomaly detection, budgets, optimization tips, idle resource detection and tag-based cost allocation.
  • Albaker-Group/cloudprice-mcp 🐍 ☁️ 🍎 🪟 🐧 - Compare compute, storage, managed Postgres, egress and GPU prices across AWS, Azure, GCP and OCI, plus FinOps tools for break-even, TCO and migration analysis.
  • aldohushi1-stack/shipback-sftp 📇 🏠 🍎 🪟 🐧 - Undoable SFTP deploys to shared hosting (cPanel, Plesk, any SFTP host): backs up every file it replaces on the server, restores with one call and refuses if a live file was edited since; deploy and restore only run a previewed plan, with no delete or skip-backup tools.
  • AliKarami/MikroMCP 📇 🏠 🍎 🪟 🐧 - Manage MikroTik RouterOS devices: interfaces, firewall, DHCP, DNS, routes, WireGuard, WiFi, BGP/OSPF and VLANs, with dry-run previews, RBAC and rollback.
  • aliyun/alibaba-cloud-ops-mcp-server 🎖️ 🐍 ☁️ - Operate Alibaba Cloud resources, including ECS, Cloud Monitor, OOS and other widely used cloud products.
  • ample-run/amplerun-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Find, quote, rent and stop GPUs on AmpleRun, paid from a USDC or USDT balance on Base. Read-only unless you allow spending; every rental has a hard budget cap.
  • awslabs/mcp 🎖️ ☁️ - Suite of servers for integrating with AWS services and resources.
  • backblaze-labs/b2-mcp 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Manage Backblaze B2 buckets, files, keys, Object Lock and S3-compatible storage.
  • BlazingCDN/BlazingCDN-MCP 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage BlazingCDN zones, cache purge and warm-up, traffic metrics, custom domains, cloud storage and Video CDN; read-only by default.
  • bright8192/esxi-mcp-server 🐍 ☁️ - VMware ESXi and vCenter virtual machine management via a REST API.
  • chaandannn/finopsmcp 🐍 🏠 🍎 🪟 🐧 - Local-first, read-only FinOps assistant: analyze AWS, Azure, GCP, Kubernetes, SaaS and AI bills, find waste and get fixes as pull requests.
  • cloudflare/mcp-server-cloudflare 🎖️ 📇 ☁️ - Integration with Cloudflare services including Workers, KV, R2 and D1.
  • davidlandais/ovh-api-mcp 🦀 ☁️ - Access the entire OVH API through search and execute tools that run sandboxed JavaScript (Code Mode).
  • cyclops-ui/mcp-cyclops 🎖️ 🏎️ ☁️ - Manage Kubernetes resources through the Cyclops abstraction.
  • Drop-to-run/drop2run-cli 📇 ☁️ - Publish pages written in chat or a local folder to a live HTTPS URL, with static hosting on Cloudflare’s edge.
  • elevy99927/devops-mcp-webui 🐍 ☁️/🏠 - Kubernetes operations via kubectl and helm through natural language, integrated with Open WebUI.
  • erikhoward/adls-mcp-server 🐍 ☁️/🏠 - Azure Data Lake Storage: manage containers and file metadata, and read, write, upload and download files.
  • espressif/esp-rainmaker-mcp 🎖️ 🐍 🏠 ☁️ 📟 - Manage and control ESP RainMaker devices.
  • euisuh/nginx-proxy-manager-mcp 🐍 🏠 - Manage Nginx Proxy Manager proxy hosts, redirections, streams, Let’s Encrypt certificates, and access lists with dry-run previews and a one-shot HTTPS host workflow.
  • flux159/mcp-server-kubernetes 📇 ☁️/🏠 - Kubernetes cluster operations for pods, deployments and services.
  • friendlygeorge/docker-mcp-server 📇 🏠 - Docker container management: health checks, auto-restart, Compose lifecycle and log streaming.
  • frndchagas/coolify-mcp 📇 🏠 - Manage self-hosted Coolify PaaS: deployments with verified builds, app diagnostics, database backups, offline docs search and confirmed destructive actions.
  • gagarin-cloud/mcp 🎖️ 📇 ☁️ - Deploy and run apps on gagarin.cloud from your agent: services, Postgres, Qdrant, Valkey and S3 buckets, domains, logs, alerts, rollback and project memory, with deletions waiting for email approval. Remote server with OAuth sign-in.
  • ganakailabs/cloudeval-cli 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
  • garlicKim21/ratatosk-mcp 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks.
  • GeiserX/spinnaker-mcp 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
  • gitayg/appcrane-mcp 🎖️ 📇 🏠 🐧 - Self-hosted, MCP-native deployment platform (AppCrane): AI agents deploy apps, manage secrets, read logs, and roll back on your own server. Enterprise SSO (SAML/OIDC/SCIM) and per-user audit.
  • hardik-id/azure-resource-graph-mcp-server 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
  • hashicorp/terraform-mcp-server 🎖️ 🏎️ ☁️ - Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.
  • helbertparanhos/cloudflare-mcp-pro 📇 🏠 🍎 🪟 🐧 - Manage Cloudflare DNS, zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing and more via the REST API, with human approval for every change.
  • helbertparanhos/easypanel-mcp-server 📇 🏠 🍎 🪟 🐧 - Control Easypanel deployments, services, environment variables, logs, domains, databases and monitoring, with confirmation for destructive actions.
  • hostodo/hostodo-mcp 📇 ☁️ - Hostodo VPS management: VM details, power control, renaming, OS reinstalls, guest-agent commands and artifact uploads, with scoped tokens and audit logs.
  • hostsmith/mcp-server 🎖️ 📇 ☁️ - Agentic hosting service for static sites and files. Publish sites, PDFs, images, video, or ZIP archives to a public URL directly from Cursor, Claude, or any MCP client. Custom domains, password protection, free tier, EU data residency option.
  • huangdun/tempmd-mcp 📇 ☁️ - Publish HTML, Markdown, CSV or Mermaid artifacts to temp.md under a stable public link that updates in place, with activity-based expiry.
  • Ilmar7786/marzban-sdk 📇 ☁️/🏠 - Manage the Marzban proxy/VPN panel: users, subscriptions, nodes, hosts, config and system stats, with confirmation for destructive calls.
  • imprezahost/impreza-mcp 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Privacy-first, no-KYC offshore hosting an AI agent can run end to end: self-onboard an anonymous account (no e-mail), fund it in Bitcoin/Monero, deploy apps to managed VPSes with reviewed cold failover to another country, and manage domains/DNS + VPS lifecycle. Remote OAuth or npx -y impreza-mcp.
  • Infrawise/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Azure FinOps cost optimization: idle resources, rightsizing and Reserved Instance recommendations.
  • [ionos
View the full README on GitHub

Install

This server does not publish a one-line install command.

Open the repository installation guide New to MCP? Start with the mcpskill.org guide →