Awesome MCP Servers

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

What is MCP?

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

Clients

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

Remote Servers

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

Tutorials

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

Community

• r/mcp Reddit
• Discord Server

Legend

• 🎖️ – official implementation

• programming language

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

• scope

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

• operating system

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

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

🔗 Aggregators

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

• 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 -- <server>

• 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

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