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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Official Stripe server for payments, customers, subscriptions, invoices, and billing via natural language.
Give your agent Microsoft's MarkItDown: convert PDFs, Office docs, images, and URLs into LLM-ready Markdown.
Official MCP reference server for secure local filesystem read/write within allowed directories.
Official MCP server providing persistent, file-backed knowledge-graph memory across sessions.
Official MCP server for reading, searching, and manipulating a local Git repository's files and history.
Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
Temporal knowledge-graph memory for agents: add episodes and search facts over FalkorDB or Neo4j, from Zep.
Up-to-date, version-specific library documentation injected into your coding agent.
Pack any local or remote repository into one AI-ready file your agent can grep and read incrementally.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
The renamed zen-mcp-server: routes Claude Code, Codex or Cursor to Gemini, GPT, Grok and local models in one context.
Create, manage, and query your InstantDB apps, schemas, permissions, and data from your AI editor.
Lets LLMs reverse engineer binaries in Ghidra: decompile functions, rename symbols, trace imports, exports and xrefs.
Official AWS Labs server that lets agents call any AWS API via the AWS CLI surface.
Fully managed remote server for AWS docs, blogs, What's-New and Well-Architected guidance — no key.
Automate your existing browser with AI using your real profile, logged-in sessions, and stealth fingerprint.
Official Firecrawl MCP server — scrape, crawl, map, search, and structured extraction for any LLM client.
Powerful local filesystem + terminal MCP server: search, diff-edit files, and run shell commands.
Connect your personal WhatsApp: search, read and send messages and media locally
macOS screen capture, AI visual analysis, and full GUI automation for AI agents.
Exa's neural web search and crawling MCP server — runs locally via npx or as a hosted remote endpoint.
Bulk Kubernetes port forwarding with an MCP server that lets AI assistants forward services, inspect pods, and monitor traffic.
Create, read, and modify Excel workbooks with your AI agent — no Microsoft Excel required.
Official Notion server to read, search, create, and update pages and databases in your workspace.
Index local code into a graph database to give AI assistants deep, queryable code context.
MCP server that works alongside an LLM to build validated Vizro charts and dashboards.
Read, search, and edit your Obsidian vault through the Local REST API community plugin.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, and SQLite.
Official Browserbase cloud-browser MCP built on Stagehand — natural-language act/extract/observe.
Read/write Postgres access plus index tuning, EXPLAIN plans, and database health analysis for AI agents.
Search, download, and read arXiv research papers from your AI assistant via MCP.
Connect Claude to Ableton Live — create tracks, write MIDI clips, load instruments, and build full arrangements.
Official Supabase server: manage tables, run SQL, branches, configs and edge functions from your AI client.
Render Semiotic charts, validate configs, and get chart recommendations via MCP tool calls.
Convert PDFs, Office docs, images, audio, and web pages into Markdown for LLM consumption.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
Manage serverless Postgres on Neon with natural language: projects, branches, migrations, and SQL.
Production-ready MCP server for real-time web search, content extraction, site mapping, and crawling.
Control and inspect iOS simulators — UI taps, swipes, text input, screenshots, video, and app install/launch.
Bring Azure DevOps context — work items, repos, pipelines, wikis, test plans — to your AI agents.
Run SQL over files, databases, and 40+ apps (GitHub, Notion, Chrome, Todoist) — and expose them to LLMs via MCP.
Official MiniMax server for TTS, voice cloning, music, image, and video generation.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
Official ElevenLabs server for text-to-speech, voice cloning, sound effects, and audio.
Popular community server wrapping kubectl and Helm for cluster management via natural language.
Official Apify MCP server — search and scrape the web via thousands of ready-made Actors; local or remote.
Run Cypher queries and explore graph schema on Neo4j from your AI assistant.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
Control DaVinci Resolve Studio from AI assistants via the official Scripting API, with source-safe media tooling.
Autonomous browser agent that evaluates and debugs your web app end-to-end from your IDE.
Official Brave Search MCP server: web, local, image, video, news search and AI summarization.
Connect AI to Jupyter Notebooks in real-time — run cells, read outputs, and manage multiple notebooks.
Official Qdrant server using a vector collection as semantic memory: store and find embeddings.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
On-premises RAG over your local files (PDF, DOCX, CSV, MD, TXT), queryable from Claude via MCP.
Run Facebook & Instagram (Meta) Ads end to end from your AI client — launch campaigns, upload creatives, edit budgets, analyze performance.
Locally hosted multi-engine web search and page content extraction for local LLMs — no API keys required.
Selenium WebDriver MCP server — cross-browser automation for Chrome, Firefox, Edge, and Safari.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
Local Apple documentation index served to AI agents over MCP — docs, HIG, Swift Evolution, packages, and sample code.
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
Fetch web content as HTML, JSON, text, Markdown, readable article, or YouTube transcript.
Control Android devices from MCP clients via ADB — run shell commands, capture screenshots, inspect UI, manage packages.
AI-powered IDE assistance for the Intlayer i18n ecosystem: docs, CLI, and dictionary management.
Official Jina AI remote MCP server — read web pages as Markdown and run grounded web search over HTTP.
Community server to manage Docker containers, images, volumes, and Compose stacks via agents.
AI data quality evaluation server exposing Dingo's rule- and LLM-based checks over MCP.
Official Redis server: natural-language access to keys, search, and data structures in Redis.
Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools.
Archived official Mem0 server for long-term agent memory: add, search, update, and delete memories via the Mem0 API.
Secure local filesystem access for MCP clients — read, write, search, and manage files within allowed directories.
Let AI agents open and manage secure HTTP/TCP/UDP tunnels to local services over stdio.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
Surgical Obsidian vault editing — read, write, search, and patch notes, tags, and frontmatter.
Official SonarQube MCP server: bring code quality, security, and coverage analysis from SonarQube Server or Cloud into AI agents.
Give AI agents context of your dbt project — run dbt CLI, query the Semantic Layer, explore lineage, and manage jobs.
Point at browser DOM elements with Option+Click and feed them as context to agentic coding tools via MCP.
MCP-native browser control plane with human takeover, reusable auth profiles, approvals, and audit trails.
Control Figma from the terminal or as an MCP server — full read/write: create shapes, text, components, render JSX, export images.
Let AI assistants trade on MetaTrader 5 using natural language.
One command grammar to search and pivot across PubMed, ClinVar, ClinicalTrials.gov, and dozens of biomedical sources.
Make your meetings accessible to AI agents — let them join, talk, and act in Zoom, Meet & Teams calls in real time.
Doist's official Todoist MCP server — manage tasks, projects, and labels on your behalf.
Execute shell commands on remote Linux and Windows servers over SSH via MCP.
Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs.
Community server to manage Railway.app projects, services, and deployments via your agent.
Real-time data for AI agents — markets, research, X/Twitter, crypto. No API keys, pay per call in USDC.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
Official monday.com MCP server — agents create boards and items, update columns, and run GraphQL against your work OS.
Connect Claude directly to PostgreSQL, MySQL, SQLite, Oracle, MS SQL and other SQLAlchemy databases.
Semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Connect your LLM/MCP client to Binary Ninja for AI-assisted reverse engineering and malware analysis.
Chat with your robotics, drone, and IoT data — deterministic SQL over ROS, PX4, ArduPilot & Betaflight logs.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Analyze BloodHound Active Directory attack paths with natural language via 75+ Cypher-backed MCP tools.
Connect AI assistants to Discord — manage channels, messages, roles, members, events and more via a JDA-powered bot.
Local MCP server that puts a human in the loop: ask the user questions and send OS notifications mid-task.
Geospatial intelligence for AI: geocoding, POI search, routing, isochrones, matrices, and static maps via Mapbox APIs.
Bridge AI assistants to your Telegram account: read dialogs, summarize unread messages, mark as read, and send drafts.
Netlify's official server to create, build, deploy, and manage Netlify sites from your agent.
Local computer-vision image recognition and editing tools for AI assistants — crop, detect, OCR, remove background, all on-device.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
MCP server paired with a Firefox extension for tab management, history search, and reading webpage content.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
Let AI agents generate audited smart contracts using OpenZeppelin Contracts libraries.
Gives AI coding assistants up-to-date, crate-specific Rust documentation via semantic search and LLM summarization.
Intuit's official local MCP server exposing QuickBooks Online accounting data as callable tools.
Let LLMs query, aggregate, and write to MongoDB with schema inference and read-only protection.
Upload, search, edit, and generate videos through Video Jungle from your LLM.
Give your LLM live Wikipedia access: search, full articles, summaries, sections, links and key facts in any language.
Give AI agents access to 200+ accessible KoliBri Web Component samples, specs, and docs over MCP.
Official Plane MCP server: manage projects, work items, cycles, modules, and initiatives from AI agents.
Community Puppeteer MCP server that can launch a browser or attach to an existing Chrome window.
Official PayPal server for invoices, orders, payments, disputes, subscriptions, and catalog.
Official CoinGecko server for real-time and historical crypto prices, market data, and on-chain analytics.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
Generate Apache ECharts charts locally from AI for chart generation and data analysis.
Natural-language queries to MySQL/PostgreSQL via XiYanSQL text-to-SQL
Connect LLMs to the Milvus vector database for vector, text, and hybrid search plus collection management.
Automate and inspect Firefox via WebDriver BiDi (Selenium) from any MCP client.
Drive Autodesk Revit from AI: query, create, modify, and delete BIM elements via a TypeScript server and C# add-in.
Exposes VSCode language-server features (find usages, rename, go-to-definition) to AI coding assistants via MCP.
Grounded access to the FLOX trading framework surface for AI coding agents.
Run kubectl, helm, istioctl, and argocd against your clusters from Claude in a secure Docker sandbox.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
Automate SolidWorks over COM from your AI client: sketches, features, drawings, exports and VBA generation (alpha).
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Query and manage a local DuckDB database from your LLM via the Model Context Protocol.
Natural-language control of NVIDIA Isaac Sim — spawn robots, build scenes, and run simulations via MCP.
MCP server to search Bilibili videos and fetch trending lists, video details, UP-host info, and anime schedules.
Send, read and search Instagram DMs from your AI client: 22 tools for messages, media, threads and user lookups.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
Let LLMs query, inspect, and manage MongoDB databases through natural language.
Official Alpha Vantage remote server for stocks, crypto, forex, and technical indicators.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
Distill large codebases into AI-friendly context — public APIs, types, and structure, 90-98% smaller.
Give Claude Code a browser that thinks — delegate agentic web browsing and deep research to Perplexity Comet.
Search and load Dash documentation docsets and code snippets from MCP clients on macOS.
Deep research for crypto tokens — free and fully local, across CoinGecko, DeFiLlama, and more.
Connect AI assistants to Bitbucket Cloud repositories, pull requests, and code via 6 generic API tools.
Kubernetes MCP server: manage cluster resources and Helm releases through MCP tools, with fine-grained write controls.
Manage Google Tasks from your AI assistant — list, search, create, update, and delete tasks.
Webflow's official MCP server: agents manage CMS, pages and the live Designer canvas via OAuth at mcp.webflow.com.
Query Axiom logs and events with APL via Axiom's hosted remote MCP server.
Plaid's local MCP server to generate mock financial data and exercise sandbox APIs.
Official Figma server that brings design context, variables, and components into AI coding tools.
Operate Alibaba Cloud resources (ECS, VPC, RDS, OSS, CloudMonitor, OOS) from AI assistants via MCP.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
Local MCP server that delegates coding tasks to specialized AI sub-agents (Codex, Claude, Cursor, Gemini) in parallel.
Debug embedded systems (ARM Cortex-M, RISC-V) from AI assistants via probe-rs.
Lets agents fetch, create and update Zendesk tickets and comments, with Help Center articles as a knowledge base.
Databricks Labs server exposing Unity Catalog functions, vector search indexes and Genie spaces as agent tools.
Connect AI to Last9 production observability: logs, metrics, traces, exceptions and alerts.
Query distributed traces in Grafana Tempo with TraceQL (archived; Tempo now has embedded MCP).
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Official Recraft server for raster and vector image generation, vectorization, and editing.
Prisma's official MCP: run migrations, provision Prisma Postgres, execute SQL and manage backups from your agent.
Hosted remote MCP for email, calendar and contacts across Gmail, Outlook, IMAP
MCP server for spatial transcriptomics analysis via natural language
Real-time crypto token, DEX, and DeFi liquidity-pool data across 33+ blockchains. No API key required.
MCP server for xAI's Grok API: agentic tool calling, image/video generation, vision, and file support.
Give AI agents eyes and hands on any desktop via native accessibility APIs — no vision model required.
Manage Bitrise apps, builds, artifacts, pipelines and releases from your AI assistant.
Search and download Kaggle datasets and generate starter EDA prompts from your MCP client.
Access Qiniu Cloud storage, smart multimedia, CDN, and live streaming from your AI client.
Context compaction for AI coders: token-efficient, AST-level code intelligence across 17+ languages.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Official Flowbite MCP server: access 60+ Tailwind CSS components, generate branded themes, and convert Figma to code.
Real-time web search for MCP clients via a self-hosted crawler API over stdio.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
Render screenshots of any website and return them as images, via the ScreenshotOne API.
Search ENCODE, cross-reference 14 genomics databases, run analysis pipelines, and generate publication-ready methods from natural language.
Control robots in ROS2 environments with natural language via topics, services, and actions.
Give AI assistants Roslyn semantic analysis and the Visual Studio Debugger via MCP — 41 tools.
Native macOS markdown preview MCP server — Claude writes markdown, MarkView renders it live in a real native window.
Turn any source code repo into a searchable, AI-queryable knowledge base inside Claude or Cursor.
Universal interface between AI agents and Alibaba Cloud Hologres — query metadata, run SQL, diagnose performance.
Give AI agents control of your real Chrome browser with existing sessions, cookies, and logins.
Turn any OpenAPI spec into an MCP server, exposing your API endpoints as strongly typed tools.
Official MCP server for InfluxDB 3 (Core/Enterprise/Cloud) — query, write, and manage databases and tokens.
Local-first LLM router for AI coding tools — routes prompts to the cheapest capable model with automatic provider fallback.
Render interactive charts, dashboards and KPI widgets directly inside your AI conversation.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Give Claude full access to your Apple Music: search the catalog, browse your library, manage playlists, and explore listening history.
Query genes, variants, chemicals, and taxa from BioThings.io (mygene, myvariant, mychem) in your AI client.
Converts raw HTML into compressed, AI-readable page maps (97% token reduction) so agents can read and act on any web page.
Self-hosted MCP gateway connecting Claude to Odoo ERP (15→19) — 197+ tools, multi-tenant, Bulgaria l10n.
Local MCP server for surgical, formatting-preserving edits to existing Word (.docx) and OpenDocument (.odt) files.
91+ congressional data tools — bills, votes, members, committees, hearings — via the Congress.gov API.
Drive Chrome, Firefox, Edge, Safari and iOS/Android apps with WebDriverIO, locally or on cloud devices.
Query your Bluesky profile, timeline, posts, likes, and search from your AI assistant.
Cross-chain and same-chain crypto swaps, fee estimation, and trade execution for AI agents via the deBridge protocol.