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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.
Give your agent Microsoft's MarkItDown: convert PDFs, Office docs, images, and URLs into LLM-ready Markdown.
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.
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.
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.
Lets LLMs reverse engineer binaries in Ghidra: decompile functions, rename symbols, trace imports, exports and xrefs.
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.
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.
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.
Zero-dependency, token-efficient database MCP server for Postgres, MySQL, SQL Server, MariaDB, and SQLite.
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.
Built-in MCP server for the open-source Kubernetes UI — lets AI assistants query and operate your cluster.
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.
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.
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.
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.
Computer-use MCP server that automates Windows desktop and browser apps via the accessibility tree.
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.
Official Apify MCP server — search and scrape the web via thousands of ready-made Actors; local or remote.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
Multi-agent collaboration protocol: orchestrate specialized AI agents over MCP with a shared knowledge graph.
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.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
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.
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.
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.
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.
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.
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.
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.
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.
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.
Control Spotify playback, search, queue, and playlists from Claude or any MCP client.
Run Manim animation code from your MCP client and get back rendered videos.
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.
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.
Auto-generate a secure, LLM-optimized MCP server or REST API for your database in minutes.
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.
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.
Fetch YouTube video transcripts (plain or timestamped), metadata, and available caption languages — no API key.
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.
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.
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.
Chat with your EPUB and PDF books — extract metadata, table of contents, chapters, and pages as Markdown.
Terraform MCP server letting AI assistants read, plan, apply, analyze, and manage Terraform infrastructure.
Analyze BloodHound Active Directory attack paths with natural language via 75+ Cypher-backed MCP tools.
Official Polygon.io server with tools for stocks, options, forex, and crypto market data.
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.
Programmatic read & insights access to Meta (Facebook) Ads accounts, campaigns, ad sets, ads and performance data.
Search, create, update and aggregate Odoo ERP records from AI assistants via XML-RPC.
Stock fundamentals, prices, SEC filings, news, and crypto data from Financial Datasets.
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.
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.
Ranks every file by importance, maps dependencies, and keeps AI summaries fresh in the background.
Offload large-context file analysis to 500+ OpenRouter models (up to 2M tokens) from any MCP agent.
Let AI agents generate audited smart contracts using OpenZeppelin Contracts libraries.
Let AI assistants read, control, and observe your tmux terminal sessions, windows, and panes.
Manage multiple SSH servers from Claude Code or OpenAI Codex — execute commands, transfer files, backups, DB ops, health monitoring.
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.
Technical marketing content creation, SEO, and product positioning tools based on Open Strategy Partners' methodologies.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Box's official hosted MCP server for secure, OAuth-gated access to enterprise content in Box.
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.
Search and analyze any brand's public Facebook ads — images, videos, messaging, and competitor strategy.
Bring Figma design data into your coding agent to implement designs the Flutter way.
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.
Grounded access to the FLOX trading framework surface for AI coding agents.
MCP server + embedded terminal that lets Claude Code see, edit, and run your ComfyUI workflows.
Run kubectl, helm, istioctl, and argocd against your clusters from Claude in a secure Docker sandbox.
Drive your Opik LLM-observability workspace from your AI host — read traces, log scores, save prompts, ask Ollie.
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).
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.
Search TikTok, pull post details, and extract video subtitles into your AI agent via the TikNeuron API.
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.
Render Mermaid diagrams in Claude Code with live-reload browser preview and SVG/PNG/PDF export.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
Manage Confluent Cloud, Confluent Platform & Apache Kafka via natural language — 50+ tools across Kafka, Flink, Schema Registry & more.
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.
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.
Manage Postman collections, environments, and APIs through the Postman API.
Multi-cluster Kubernetes MCP server with 59 tools for resources, pods, nodes, deployments and YAML.
Manage Google Tasks from your AI assistant — list, search, create, update, and delete tasks.
Secure, read-only access to Google BigQuery datasets for LLMs, with field-level PII/PHI protection.
Community server bridging LLMs to 100+ crypto exchanges via the CCXT library for data and trading.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
AI-powered financial research over SEC filings, earnings calls, stock & crypto data, and prediction markets.
Webflow's official MCP server: agents manage CMS, pages and the live Designer canvas via OAuth at mcp.webflow.com.
Unified MCP hub that aggregates all your MCP servers into one connection, with knowledge, memory, and tools.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
Turn architecture into a queryable knowledge graph and render auto-laid-out Excalidraw diagrams. Offline, no API keys.
Expose any FHIR server or API as MCP tools to search, read, and write clinical data with SMART-on-FHIR auth.
Real-time framework docs (types + prose + examples) for any npm package via MCP.
Get a second opinion in Claude Code: query Codex, Gemini, OpenCode and more, with structured multi-model deliberation.
Plaid's local MCP server to generate mock financial data and exercise sandbox APIs.
Structured on-chain data: contract state, ABIs, source code, event logs, and transaction history.
Official Figma server that brings design context, variables, and components into AI coding tools.
Behavior regression gate for AI agents — snapshot behavior, diff tool calls, and catch silent regressions, exposed to Claude Code over MCP.
Semantic code search & navigation for AI agents — jump to the exact functions and chunks instead of reading whole files.
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.
Chat with Chronulus AI forecasting and prediction agents directly from Claude.
Integrate the LLDB debugger with Claude via MCP for AI-assisted debugging sessions.
Community server generating images and SVG assets via Replicate's Flux models.
MCP server for OpenAI GPT-4o / gpt-image-1 image generation and editing.
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
Discord MCP for messaging, channel/forum management, reactions and webhooks
Connect AI to Last9 production observability: logs, metrics, traces, exceptions and alerts.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Official Recraft server for raster and vector image generation, vectorization, and editing.
Amplitude's hosted MCP server — query charts, dashboards, experiments, flags, and session replays in plain English.
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.
Bridge Dune Analytics on-chain query results to AI agents as CSV.
Manage Storyblok spaces, stories, components, assets, and workflows from your AI assistant.
MCP server for xAI's Grok API: agentic tool calling, image/video generation, vision, and file support.
Autonomous browser automation for Claude Desktop via Playwright, plus an HTTP API client.