Awesome MCP Servers

[!IMPORTANT] Read The State of MCP in 2025 report.

[!IMPORTANT] Awesome MCP Servers web directory.

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

• What is MCP?
• Clients
• 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.

Tutorials

• 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
• 🎨 - Art & Culture
• 📐 - Architecture & Design
• 📂 - Browser Automation
• 🧬 - Biology Medicine and Bioinformatics
• ☁️ - Cloud Platforms
• 👨‍💻 - Code Execution
• 🤖 - Coding Agents
• 🖥️ - Command Line
• 💬 - Communication
• 🗣️ - Conversational AI
• 👤 - 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
• 🧠 - Knowledge & Memory
• ⚖️ - Legal
• 🗺️ - Location Services
• 🎯 - Marketing
• 📊 - Monitoring
• 🎥 - Multimedia Process
• 🖥️ - OS Automation
• 📋 - Product Management
• 🏠 - Real Estate
• 🔬 - Research
• 🔎 - Search & Data Extraction
• 🔒 - Security
• 🌐 - Social Media
• 🏃 - Sports
• 🎧 - Support & Service Management
• 🌎 - Translation Services
• 🎧 - Text-to-Speech
• 🚆 - Travel & Transportation
• 🔄 - Version Control
• 🏢 - Workplace & Productivity
• 🛠️ - Other Tools and Integrations

🔗 Aggregators

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

• 1mcp/agent 📇 ☁️ 🏠 🍎 🪟 🐧 - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
• 8randonpickart5/alderpost-mcp 📇 ☁️ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.
• tadas-github/a2asearch-mcp 📇 ☁️ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: npx -y a2asearch-mcp. Ask Claude: "Find MCP servers for database access". Free, no auth required.
• Aganium/agenium 📇 ☁️ 🍎 🪟 🐧 - Bridge any MCP server to the agent:// network — DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via agent:// URIs with mTLS, trust scores, and capability search.
• elisymlabs/elisym 📇 ☁️ 🍎 🪟 🐧 - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.
• espadaw/Agent47 📇 ☁️ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
• doggychip/agentforge 📇 ☁️ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).
• AgentHotspot 🐍 ☁️ 🏠 🍎 🪟 🐧 - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
• alexanderclapp/clirank-mcp-server 📇 ☁️ 🍎 🪟 🐧 - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: npx clirank-mcp-server. Web: clirank.dev.
• Work90210/APIFold 📇 ☁️ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) — no setup required, bring your own API key.
• rhein1/agoragentic-integrations 📇 ☁️ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
• arikusi/deepseek-mcp-server 📇 ☁️ 🍎 🪟 🐧 - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
• ariekogan/ateam-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Build, validate, and deploy multi-agent AI solutions on the ADAS platform. Design skills with tools, manage solution lifecycle, and connect from any AI environment via stdio or HTTP.
• askbudi/roundtable 📇 ☁️ 🏠 🍎 🪟 🐧 - Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized MCP interface, providing zero-configuration access to the entire AI coding ecosystem.
• blockrunai/blockrun-mcp 📇 ☁️ 🍎 🪟 🐧 - Access 30+ AI models (GPT-5, Claude, Gemini, Grok, DeepSeek) without API keys. Pay-per-use via x402 micropayments with USDC on Base.
• Data-Everything/mcp-server-templates 📇 🏠 🍎 🪟 🐧 - One server. All tools. A unified MCP platform that connects many apps, tools, and services behind one powerful interface—ideal for local devs or production agents.
• depwire/depwire 📇 🐍 🏎️ 🦀 🌊 🏠 - Dependency graph + 15 MCP tools for AI coding assistants. Parses TypeScript, JavaScript, Python, Go, Rust, and C. Arc diagram visualization, health scoring, dead code detection, and temporal graph.
• duaraghav8/MCPJungle 🏎️ 🏠 - Self-hosted MCP Server registry for enterprise AI Agents
• edgarriba/prolink 🐍 ☁️ 🏠 🍎 🪟 🐧 - Agent-to-agent marketplace middleware — MCP-native discovery, negotiation, and transaction between AI agents
• entire-vc/evc-spark-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Search and discover AI agents, skills, prompts, bundles and MCP connectors from a curated catalog of 4500+ assets.
• glenngillen/mcpmcp-server ☁️ 📇 🍎 🪟 🐧 - A list of MCP servers so you can ask your client which servers you can use to improve your daily workflow.
• gpu-bridge/mcp-server 📇 ☁️ 🍎 🪟 🐧 - Unified GPU inference API with 30 AI services (LLM, image gen, video, TTS, whisper, embeddings, reranking, OCR) as MCP tools. Pay-per-use via x402 USDC or API key credits.
• carlosahumada89/govrider-mcp-server ☁️ 📇 - Match your tech product or consulting service to thousands of live government tenders, RFPs, grants, and frameworks from 25+ official sources worldwide.
• gzoonet/cortex 📇 🏠 - Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph with web dashboard and CLI. Provides 4 MCP tools: get_status, list_projects, find_entity, query_cortex.
• hamflx/imagen3-mcp 📇 🏠 🪟 🍎 🐧 - A powerful image generation tool using Google's Imagen 3.0 API through MCP. Generate high-quality images from text prompts with advanced photography, artistic, and photorealistic controls.
• hashgraph-online/hashnet-mcp-js 📇 ☁️ 🍎 🪟 🐧 - MCP server for the Registry Broker. Discover, register, and chat with AI agents on the Hashgraph network.
• isaac-levine/forage 📇 🏠 🍎 🪟 🐧 - Self-improving tool discovery for AI agents. Searches registries, installs MCP servers as subprocesses, and persists tool knowledge across sessions — no restarts needed.
• jaspertvdm/mcp-server-gemini-bridge 🐍 ☁️ - Bridge to Google Gemini API. Access Gemini Pro and Flash models through MCP.
• jaspertvdm/mcp-server-ollama-bridge 🐍 🏠 - Bridge to local Ollama LLM server. Run Llama, Mistral, Qwen and other local models through MCP.
• jaspertvdm/mcp-server-openai-bridge 🐍 ☁️ - Bridge to OpenAI API. Access GPT-4, GPT-4o and other OpenAI models through MCP.
• Jovancoding/Network-AI 📇 🏠 🍎 🪟 🐧 - Multi-agent orchestration MCP server with race-condition-safe shared blackboard. 20+ MCP tools: blackboard read/write, agent spawn/stop, FSM transitions, budget tracking, token management, and audit log query. npx network-ai-server --port 3001.
• julien040/anyquery 🏎️ 🏠 ☁️ - Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database. Local-first and private by design.
• juspay/neurolink 📇 ☁️ 🏠 🍎 🪟 🐧 - Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent orchestration, HITL workflows, guardrails middleware, and context summarization.
• codeislaw101/katzilla 📇 ☁️ 🍎 🪟 🐧 - Unified data API for AI agents — 300+ free, public, and government data sources behind a single API key. Access economic (FRED, BLS), environmental (EPA, NOAA), health (CDC, FDA), weather (NWS), financial (SEC, CFPB), science (NASA, arXiv), and 30+ more categories. Install: npx @katzilla/mcp.
• K-Dense-AI/claude-skills-mcp 🐍 ☁️ 🏠 🍎 🪟 🐧 - Intelligent search capabilities to let every model and client use Claude Agent Skills like native.
• khalidsaidi/ragmap 📇 ☁️ 🏠 🍎 🪟 🐧 - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.
• malamutemayhem/unclick-agent-native-endpoints 📇 🏠 🍎 🪟 🐧 - 110+ tools for AI agents spanning social media, finance, gaming, music, AU-specific services, and utilities. Zero-config local tools plus platform connectors. npx @unclick/mcp-server
• Markgatcha/universal-mcp-toolkit 📇 ☁️ 🏠 🍎 🪟 🐧 - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.
• MastadoonPrime/sylex-search 🐍 📇 ☁️ 🍎 🪟 🐧 - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. npx sylex-search
• merterbak/Grok-MCP 🐍 ☁️ 🍎 🪟 🐧 - MCP server for xAI's Grok API with agentic tool calling, image generation, vision, and file support.
• metatool-ai/metatool-app 📇 ☁️ 🏠 🍎 🪟 🐧 - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
• MikkoParkkola/mcp-gateway 🏎️ 🏠 🍎 🪟 🐧 - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
• mindsdb/mindsdb - Connect and unify data across various platforms and databases with MindsDB as a single MCP server.
• opentabs-dev/opentabs 📇 🏠 🍎 🪟 🐧 - Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+ plugins with a plugin SDK for building new ones.
• oxgeneral/agentnet 🐍 ☁️ 🍎 🪟 🐧 - Agent-to-agent referral network where AI agents discover, recommend, and refer users to each other. Features bilateral trust model, credit economy, and 7 MCP tools for agent registration, discovery, and referral tracking.
• particlefuture/MCPDiscovery 🐍 ☁️ 🏠 🍎 🪟 - MCP of MCPs. Automatic discovery and configure MCP servers on your local machine.
• PipedreamHQ/pipedream ☁️ 🏠 - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
• portel-dev/ncp 📇 ☁️ 🏠 🍎 🪟 🐧 - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
• profullstack/mcp-server 📇 ☁️ 🏠 🍎 🪟 🐧 - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
• RipperMercs/tensorfeed 📇 ☁️ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. npx -y @tensorfeed/mcp-server
• robhunter/agentdeals 📇 ☁️ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at agentdeals.dev.
• rupinder2/mcp-orchestrator 🐍 🏠 🍎 🪩 🐧 - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
• supertrained/rhumb 📇 ☁️ 🍎 🪟 🐧 - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.
• sitbon/magg 🍎 🪟 🐧 ☁️ 🏠 🐍 - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
• smart-mcp-proxy/mcpproxy-go 🏎️ 🏠 🍎 🪟 🐧 - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint.
• sonnyflylock/voxie-ai-directory-mcp 📇 ☁️ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
• SureScaleAI/openai-gpt-image-mcp 📇 ☁️ - OpenAI GPT image generation/editing MCP server.
• sxhxliang/mcp-access-point 📇 ☁️ 🏠 🍎 🪟 🐧 - Turn a web service into an MCP server in one click without making any code changes.
• TheLunarCompany/lunar#mcpx 📇 🏠 ☁️ 🍎 🪟 🐧 - MCPX is a production-ready, open-source gateway to manage MCP servers at scale—centralize tool discovery, access controls, call prioritization, and usage tracking to simplify agent workflows.
• thinkchainai/mcpbundles - MCP Bundles: Create custom bundles of tools and connect providers with OAuth or API keys. Use one MCP server across thousands of integrations, with programmatic tool calling and MCP UI for managing bundles and credentials.
• tigranbs/mcgravity 📇 🏠 - A proxy tool for composing multiple MCP servers into one unified endpoint. Scale your AI tools by load balancing requests across multiple MCP servers, similar to how Nginx works for web servers.
• toadlyBroodle/satring 🐍 ☁️ 🍎 🪟 🐧 - Discover and compare L402 + x402 paid API services from satring.com, the best curated Lightning and USDC API directory.
• VeriTeknik/pluggedin-mcp-proxy 📇 🏠 - A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides discovery and management of tools, prompts, resources, and templates across servers, plus a playground for debugging when building MCP servers.
• ViperJuice/mcp-gateway 🐍 🏠 🍎 🪟 🐧 - A meta-server for minimal Claude Code tool bloat with progressive disclosure and dynamic server provisioning. Exposes 9 stable meta-tools, auto-starts Playwright and Context7, and can dynamically provision 25+ MCP servers on-demand from a curated manifest.
• WayStation-ai/mcp ☁️ 🍎 🪟 - Seamlessly and securely connect Claude Desktop and other MCP hosts to your favorite apps (Notion, Slack, Monday, Airtable, etc.). Takes less than 90 secs.
• wegotdocs/open-mcp 📇 🏠 🍎 🪟 🐧 - Turn a web API into an MCP server in 10 seconds and add it to the open source registry: https://open-mcp.org
• whiteknightonhorse/APIbase 📇 ☁️ - Unified API hub for AI agents with 56+ tools across travel (Amadeus, Sabre), prediction markets (Polymarket), crypto, and weather. Pay-per-call via x402 micropayments in USDC.
• rplryan/x402-discovery-mcp 🐍 ☁️ - Runtime discovery layer for x402-payable APIs. Agents discover and route to pay-per-call x402 endpoints by capability, get quality-ranked results with trust scores (0-100), and pay per query via x402. Includes MCP server, Python SDK, and CLI (npm install -g x402scout).
• x402-index/x402search-mcp 📇 ☁️ 🍎 🪟 🐧 - Search 14,000+ x402-enabled HTTP APIs by keyword. Agents pay $0.01 USDC per search via x402 micropayments on Base mainnet — no API keys required. Larger index than any other x402 discovery layer.
• ikoskela/wisepanel-mcp 📇 ☁️ 🍎 🪟 🐧 - Multi-agent deliberation with divergent context enhancement. Roles are dynamically generated to surround the question-space and maximize divergent dialog across ChatGPT, Claude, Gemini, and Perplexity.
• YangLiangwei/PersonalizationMCP 🐍 ☁️ 🏠 🍎 🪟 🐧 - Comprehensive personal data aggregation MCP server with Steam, YouTube, Bilibili, Spotify, Reddit and other platforms integrations. Features OAuth2 authentication, automatic token management, and 90+ tools for gaming, music, video, and social platform data access.

🚀 Aerospace & Astrodynamics

• gregario/astronomy-oracle 📇 🏠 🍎 🪟 🐧 - Accurate astronomical catalog data and observing session planner. 13,000+ deep-sky objects from OpenNGC with deterministic visibility, rise/transit/set, and alt/az calculations. npx astronomy-oracle
• IO-Aerospace-software-community/mcp-server #️⃣ ☁️/🏠 🐧 - IO Aerospace MCP Server: a .NET-based MCP server for aerospace & astrodynamics — ephemeris, orbital conversions, DSS tools, time conversions, and unit/math utilities. Supports STDIO and SSE transports; Docker and native .NET deployment documented.

🎨 Art & Culture

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

📐 Architecture & Design

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

• betterhyq/mermaid-grammer-inspector-mcp 📇 🏠 🍎 🪟 🐧 - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
• BV-Venky/excalidraw-architect-mcp 🐍 🏠 🍎 🪟 🐧 - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
• erajasekar/ai-diagram-maker-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
• flowzap-xyz/flowzap-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: npx -y flowzap-mcp
• GittyBurstein/mermaid-mcp-server 🐍 ☁️ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
• Narasimhaponnada/mermaid-mcp 📇 ☁️ 🍎 🪟 🐧 - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: npm install -g @narasimhaponnada/mermaid-mcp-server
• rdanieli/tentra-mcp 📇 ☁️ 🏠 🍎 🪟 🐧 - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") → get an interactive typed diagram with 167 cloud components → export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (sync_architecture) scores saved diagrams against live code 0–100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via npx tentra-mcp --local init). Agent-as-LLM pattern — zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.

Biology, Medicine and Bioinformatics

• ammawla/encode-toolkit 🐧 - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit — search, download, track, and analyze functional genomics experiments.
• cafferychen777/ChatSpatial 🐍 🏠 - MCP server for spatial transcriptomics analysis with 60+ integrated methods covering cell annotation, deconvolution, spatial statistics, and visualization.
• dnaerys/onekgpd-mcp ☕ ☁️ 🍎 🪟 🐧- real-time access to 1000 Genomes Project dataset
• fulcradynamics/fulcra-context-mcp 🐍 ☁️ - MCP server for accessing personal health and biometric data including sleep stages, heart rate, HRV, glucose, workouts, calendar, and location via the Fulcra Life API with OAuth2 consent.
• genomoncology/biomcp 🐍 ☁️ - Biomedical research MCP server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
• HelixGenomics/Genomic-Agent-Discovery 📇 🏠 - Multi-agent MCP server for genomic analysis — specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
• hlydecker/ucsc-genome-mcp 🐍 ☁️ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
• JamesANZ/medical-mcp 📇 🏠 - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
• MyMedi-AI/mymedi-ai-mcp-server 📇 ☁️ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). npx @mymedi-ai/mcp-server
• NyxToolsDev/dicom-hl7-mcp-server 🐍 🏠 - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. pip install dicom-hl7-mcp
• longevity-genie/biothings-mcp 🐍 🏠 ☁️ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
• [longevity-genie/gget-mcp](http