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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.
Mem0's local-first memory layer: a Dockerized MCP server plus dashboard that keeps agent memories on your machine.
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.
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.
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.
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.
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.
Generate beautiful, modern UI components from natural-language descriptions inside your IDE.
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.
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.
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.
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.
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.
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.
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.
Connect AI assistants to the Unity Editor to manipulate scenes, GameObjects, assets, and run tests 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
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.
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.
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.
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.
Token-efficient documentation search and reading for coding agents across public and private docs.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
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.
Structural code navigation, persistent memory, and Bash output compaction for AI coding agents.
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.
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.
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.
Safely run SQL, manage schema, call the Supabase Management API & Auth Admin from your IDE — with built-in safety controls.
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.
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.
AI-powered IDE assistance for the Intlayer i18n ecosystem: docs, CLI, and dictionary management.
REPL-driven Clojure development for AI assistants: live nREPL eval plus structure-aware, paren-safe code editing.
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.
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.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
Control Spotify playback, search, queue, and playlists from Claude or any MCP client.
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.
Generate Mermaid diagrams and charts with AI dynamically, exporting to SVG, PNG, base64, file, or shareable URLs.
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.
Give MCP clients access to your iTerm session to run commands, read output, and drive REPLs.
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.
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.
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.
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.
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.
Official monday.com MCP server — agents create boards and items, update columns, and run GraphQL against your work OS.
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.
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.
Ingest, search, and RAG over data from Slack, Discord, Google Drive, GitHub, Jira, Linear and more via Graphlit.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Drive AutoCAD LT via AutoLISP or generate DXF headlessly — 8 consolidated tools for drafting, P&ID and screenshots.
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.
Official PostHog server: product analytics, feature flags, experiments, error tracking and SQL.
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.
Run PromQL queries and analyze Prometheus metrics from any MCP client.
Bridge AI assistants to your Telegram account: read dialogs, summarize unread messages, mark as read, and send drafts.
Programmatic read & insights access to Meta (Facebook) Ads accounts, campaigns, ad sets, ads and performance data.
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.
Official Xero MCP server for accounting, invoicing, contacts, and payroll via the Xero API.
Control iOS simulators with natural-language commands from your LLM, powered by Facebook's idb.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
Control and query Home Assistant from Claude and other LLMs over the Model Context Protocol.
Claude Code-style coding agent over MCP: read/edit files, run commands, search code, delegate to sub-agents.
Smart context management for LLM workflows — rule-based file selection shared via MCP or clipboard.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
Browser automation via Playwright — let LLMs navigate, click, fill forms, screenshot, and run JS in a real browser.
Let AI assistants read, control, and observe your tmux terminal sessions, windows, and panes.
Gives agents Reddit read/write via PRAW: analyze users and subreddits, search posts, create posts and replies.
List, read, and search Google Drive files plus read and write Google Sheets cells.
Intuit's official local MCP server exposing QuickBooks Online accounting data as callable tools.
A debuggable automation engine for AI agents — trace every step, replay from any point, 467 modules as MCP tools.
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.
Technical marketing content creation, SEO, and product positioning tools based on Open Strategy Partners' methodologies.
Box's official hosted MCP server for secure, OAuth-gated access to enterprise content in Box.
Community Puppeteer MCP server that can launch a browser or attach to an existing Chrome window.
Hyperbrowser's cloud browser MCP — scrape, crawl, extract structured data, run CUA/Claude/Browser-Use agents.
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.
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Natural-language queries to MySQL/PostgreSQL via XiYanSQL text-to-SQL
Bring Figma design data into your coding agent to implement designs the Flutter way.
Search Twitter/X and read your home timeline from an MCP client, using the twikit library.
Convert Markdown content into interactive markmap-based mindmaps (HTML or saved file).
Connect LLMs to the Milvus vector database for vector, text, and hybrid search plus collection management.
Official CircleCI MCP server: inspect and fix failed builds, query pipelines in natural language.
Automate and inspect Firefox via WebDriver BiDi (Selenium) from any MCP client.
Let LLMs run shell commands and processes on the host machine via a single run_process tool.
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.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Run kubectl, helm, istioctl, and argocd against your clusters from Claude in a secure Docker sandbox.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
Automate Excel via AI - Power Query, DAX, VBA, PivotTables, charts through Excel's native COM API (Windows only).
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.
Line-oriented text file editing for LLMs with token-efficient partial reads and hash-based conflict detection.
MCP server exposing Playwright browser-automation tools: navigate, click, fill, screenshot and scrape pages.
Give Claude access to all 200+ AWS services through the AWS CLI.
Official Portainer MCP server: manage Docker, Kubernetes, and GitOps environments via the Portainer REST API.
Natural-language control of NVIDIA Isaac Sim — spawn robots, build scenes, and run simulations via MCP.
Send, read and search Instagram DMs from your AI client: 22 tools for messages, media, threads and user lookups.