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GitHub's official server for repos, issues, PRs, and Actions — local Docker or hosted remote.
Microsoft's official browser-automation MCP using Playwright's accessibility tree (no vision model).
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 that fetches a URL and returns its content as clean Markdown, with chunking.
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.
Structured step-by-step reasoning tool for breaking problems into revisable thought sequences.
Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
Lets coding agents drive a real Chrome: automate input, read console and network, record performance traces.
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.
AI-powered task-management system for AI-driven development that drops into Cursor, Windsurf, Claude Code, and more.
Pack any local or remote repository into one AI-ready file your agent can grep and read incrementally.
Control Blender from Claude and other LLMs for prompt-assisted 3D modeling, scene creation, and asset generation.
Gives AI assistants deep knowledge of 2,000+ n8n nodes, plus optional workflow management on your own n8n instance.
Background computer-use MCP server that drives native macOS, Windows, and Linux desktop apps without stealing focus.
Code intelligence engine that indexes repos into a persistent knowledge graph for AI coding agents.
Google's official MCP server with prebuilt BigQuery tools, querying datasets via Application Default Credentials.
Popular community server that feeds Figma layout data to coding agents via a Figma API token.
LSP-powered coding agent toolkit: semantic symbol search, references and structural edits.
The renamed zen-mcp-server: routes Claude Code, Codex or Cursor to Gemini, GPT, Grok and local models in one context.
One hosted MCP server for 2,800+ apps and 10,000+ tools, with Pipedream Connect managing OAuth for your users.
Create, manage, and query your InstantDB apps, schemas, permissions, and data from your AI editor.
AI-powered reverse engineering: bridge IDA Pro to LLMs for vibe reversing via MCP.
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.
Official AWS Labs MCP server to manage and query S3 Tables (table buckets, namespaces, tables).
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.
Build, run, and debug iOS & macOS apps in Xcode from your AI coding agent.
Connect your personal WhatsApp: search, read and send messages and media locally
Self-hosted MCP server for Jira and Confluence Cloud and Server/Data Center.
Platform-agnostic mobile automation for iOS & Android — simulators, emulators, and real devices.
Connect MCP clients to a running JetBrains IDE (IntelliJ, PyCharm, WebStorm, Android Studio).
All-in-one web access MCP — Web Unlocker, SERP, Scraper API, and a cloud Scraping Browser.
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.
Free remote MCP that turns any GitHub repo into a live documentation source to cut hallucinations.
Popular community Playwright + API testing MCP server with codegen, screenshots, and device emulation.
Let AI agents launch the Godot editor, run projects, capture debug output, and edit scenes.
Generate 26+ chart types and data visualizations using AntV, for chart generation and data analysis.
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.
Isolated, containerized dev environments for coding agents — each agent works in its own git branch.
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.
Cloudflare's hosted remote MCP server for searching Cloudflare developer docs; no auth required.
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.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
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.
Lets agents read LinkedIn profiles, companies, jobs and messages through your own logged-in browser session.
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.
Microsoft's official Azure MCP server, including Azure Blob Storage container and blob tools.
Official Perplexity MCP server — web search, ask, deep research, and reasoning via Sonar models.
Intelligent task management for AI agents: plan, decompose, and execute dev tasks with persistent memory.
Production-ready MCP server for real-time web search, content extraction, site mapping, and crawling.
Grafana's official server for dashboards, Prometheus/Loki queries, alerts, and incidents.
Control and inspect iOS simulators — UI taps, swipes, text input, screenshots, video, and app install/launch.
Control Unreal Engine 5.5 from AI clients — spawn actors, build Blueprints, and wire node graphs via natural language.
Bring Azure DevOps context — work items, repos, pipelines, wikis, test plans — to your AI agents.
Read-only (optionally write) access to MySQL databases for LLMs — inspect schemas and run SQL queries.
Connect AI assistants to the Unity Editor to manipulate scenes, GameObjects, assets, and run tests via MCP.
Run SQL over files, databases, and 40+ apps (GitHub, Notion, Chrome, Todoist) — and expose them to LLMs via MCP.
Popular community GitLab MCP server for projects, MRs, issues, pipelines, wikis and releases.
Powerful Slack MCP with stdio/SSE/HTTP, DMs, group DMs and no-admin token auth
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Turn Claude Desktop into a pair programmer that edits files, runs tests, and Git-versions every change.
Linear's official hosted MCP server — find, create, and update issues, projects, and comments.
Gives MCP-enabled clients semantic code tools: definition, references, rename, diagnostics, and more.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
Official MongoDB server connecting Atlas, Community, or Enterprise deployments to AI tools.
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.
HashiCorp's official server for Terraform Registry providers, modules, and IaC workflows.
Official Apify MCP server — search and scrape the web via thousands of ready-made Actors; local or remote.
Secure, structured access to MySQL databases for AI clients — query, sample, and inspect schemas via MCP.
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.
Multi-agent collaboration protocol: orchestrate specialized AI agents over MCP with a shared knowledge graph.
Autonomous browser agent that evaluates and debugs your web app end-to-end from your IDE.
Popular no-API-key MCP server for DuckDuckGo web search plus page fetching and parsing.
Full Telegram user-account MCP via MTProto: read chats, manage groups, send messages
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.
Free, no-rate-limit Figma MCP server with full read/write via a plugin bridge — no REST API token needed.
Token-efficient documentation search and reading for coding agents across public and private docs.
Official Qdrant server using a vector collection as semantic memory: store and find embeddings.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
Gmail MCP with auto OAuth: send, search, label and manage email
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.
把腾讯云 CloudBase 接入 AI IDE，让 AI 生成的应用从提示词一键部署上线。
Run Facebook & Instagram (Meta) Ads end to end from your AI client — launch campaigns, upload creatives, edit budgets, analyze performance.
AI-powered discovery and documentation for the @reactuses/core React Hooks library.
Official ClickHouse server: read-only SQL queries plus database/table exploration and chDB support.
Let Claude control QGIS Desktop — create projects, load layers, run processing algorithms, and execute PyQGIS code.
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
Locally hosted multi-engine web search and page content extraction for local LLMs — no API keys required.
Automattic's archived plugin exposing WordPress posts, users and WooCommerce to MCP clients; superseded by mcp-adapter.
Control your entire Kubernetes infrastructure through natural language conversations with AI.
Your AI assistant's gateway to Google Sheets — read, write, format, and chart spreadsheets via MCP.
AI-friendly MCP server for the Notion API — find, read, query, and update Notion workspaces with compact, agent-ready responses.
Google's gcloud-mcp Storage server for managing GCS buckets and objects via natural language.
Selenium WebDriver MCP server — cross-browser automation for Chrome, Firefox, Edge, and Safari.
Coinbase's AgentKit MCP extension for onchain actions: transfers, swaps, and contract calls.
Private metasearch via your own SearXNG instance — popular community MCP server for self-hosted search.
Search and explore any OpenAPI spec in simple language, via oapis.org.
Research code like a senior staff engineer: GitHub, local FS, and LSP intelligence wired into your AI assistant.
AI-driven mini Kubernetes dashboard with a built-in MCP server exposing 49 cluster operation tools
Local Apple documentation index served to AI agents over MCP — docs, HIG, Swift Evolution, packages, and sample code.
Let AI agents control a real web browser to browse, navigate, and extract data via browser-use + Playwright.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
Fetch web content as HTML, JSON, text, Markdown, readable article, or YouTube transcript.
Atlassian's official hosted MCP server for Jira and Confluence Cloud — search, create, update.
Control Android devices from MCP clients via ADB — run shell commands, capture screenshots, inspect UI, manage packages.
Next.js development tools for coding agents: runtime diagnostics, upgrades, docs, and Cache Components migration.
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.
Real-time NixOS, Home Manager, nix-darwin, and Nixvim data so your AI stops hallucinating package and option names.
Official Redis server: natural-language access to keys, search, and data structures in Redis.
Official Elastic server: list indices, read mappings, and search with Query DSL.
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.
Official Chroma server: create collections and run vector, full-text, and metadata search.
Run Apify's RAG Web Browser and 5,000+ Actors as MCP tools — web search and scrape to clean markdown.
Run Manim animation code from your MCP client and get back rendered videos.
Connect AI agents to a LINE Official Account via the LINE Messaging API.
Surgical Obsidian vault editing — read, write, search, and patch notes, tags, and frontmatter.
Generate Mermaid diagrams and charts with AI dynamically, exporting to SVG, PNG, base64, file, or shareable URLs.
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.
Retrieve transcripts and subtitles from YouTube videos through a simple MCP interface.
Give MCP clients access to your iTerm session to run commands, read output, and drive REPLs.
Your personal data scientist assistant — explore CSV datasets with Claude through autonomous Python analysis.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
Let AI assistants trade on MetaTrader 5 using natural language.
Official Resend MCP to compose and send transactional email from your assistant
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
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.
CLI and MCP server for YouTube — upload, optimize, and manage videos, playlists, comments, and channel branding.
Doist's official Todoist MCP server — manage tasks, projects, and labels on your behalf.
Let any LLM interactively debug your code in VS Code via breakpoints and expression evaluation.
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.
Document format conversion (Markdown, HTML, LaTeX, DOCX, PDF, and more) via Pandoc over MCP.
Community server to manage Railway.app projects, services, and deployments via your agent.
Research-backed mentor layer that interrupts agent pattern inertia to prevent over-engineering and reasoning lock-in.
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.
Free web search via Google results scraping — no API keys required.
Read and write access to Airtable bases — inspect schemas, query, and modify records, tables, fields, and comments.
Salesforce's official DX server: run SOQL, deploy and retrieve metadata, run Apex tests and manage orgs from your agent.
Deploy HTML, folders, or full-stack projects to Tencent EdgeOne Pages and get a public URL.
Official Kagi MCP server (Python/uvx) — privacy-first web search and URL/video summarization.
Fetch YouTube video transcripts (plain or timestamped), metadata, and available caption languages — no API key.
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.
Cut Claude Code context usage 60-90% via caching, Brotli compression, and smart tool replacements.
Control Android devices with AI through the Model Context Protocol via ADB.
Post tweets and search Twitter/X from Claude or any MCP client using your Twitter API keys.
Run model-generated code in a secure, isolated E2B cloud sandbox.
Turn any web page into structured data — AgentQL's prompt-driven extraction as a single MCP tool.
Lightweight community Todoist server for natural-language task create, update, and search.
AI-powered Bazi (Chinese Four Pillars) calculator for accurate destiny and personality data.
Semantic search and progressive loading of Claude Agent Skills for any MCP-compatible AI assistant.
Give AI assistants structured access to MySQL, PostgreSQL, SQLite, Oracle, and TimescaleDB simultaneously.
Connect your LLM/MCP client to Binary Ninja for AI-assisted reverse engineering and malware analysis.
Connect Claude Desktop to any Hugging Face Space (Gradio app) with minimal setup — image gen, vision, TTS, STT and more.
Chat with your robotics, drone, and IoT data — deterministic SQL over ROS, PX4, ArduPilot & Betaflight logs.
Golang-based MCP server connecting to Kubernetes — list, get, create and modify resources, read logs, run commands.
Interact with 60+ EVM chains: balances, transfers, contracts, ENS, and ABI fetching.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
Read, post and reply to Teams channel messages and mention members via Azure bot