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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 MCP server for reading, searching, and manipulating a local Git repository's files and history.
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.
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.
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.
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
Generate beautiful, modern UI components from natural-language descriptions inside your IDE.
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.
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.
Render Semiotic charts, validate configs, and get chart recommendations via MCP tool calls.
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.
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.
Connect AI assistants to the Unity Editor to manipulate scenes, GameObjects, assets, and run tests 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.
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.
MCP server for AI image & video generation across 9 models, with a 1,446-prompt library and parallel sub-agent orchestration.
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.
Connect Claude, GPT, and Gemini to ROS/ROS 2 robots via rosbridge, with no changes to robot source code.
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.
Free, no-rate-limit Figma MCP server with full read/write via a plugin bridge — no REST API token needed.
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。
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.
AI-friendly MCP server for the Notion API — find, read, query, and update Notion workspaces with compact, agent-ready responses.
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.
Alpaca's official trading server for stocks, ETFs, options, and crypto in plain English.
Access Microsoft 365 and Office services (Outlook, Calendar, OneDrive, Excel, Teams, SharePoint) via the Graph API.
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.
Shell and coding agent for Claude and other MCP clients with tightly integrated shell and file-editing tools.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
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.
Query any PostgreSQL database in natural language via MCP, with safe read-only SQL and streaming.
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.
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.
Cut Claude Code context usage 60-90% via caching, Brotli compression, and smart tool replacements.
Run model-generated code in a secure, isolated E2B cloud sandbox.
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.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
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.
Terraform MCP server letting AI assistants read, plan, apply, analyze, and manage Terraform infrastructure.
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.
Control iOS simulators with natural-language commands from your LLM, powered by Facebook's idb.
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.
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.
List, read, and search Google Drive files plus read and write Google Sheets cells.
Gives AI coding assistants up-to-date, crate-specific Rust documentation via semantic search and LLM summarization.
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.
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.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
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.
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.
MCP server + embedded terminal that lets Claude Code see, edit, and run your ComfyUI workflows.
Drive your Opik LLM-observability workspace from your AI host — read traces, log scores, save prompts, ask Ollie.
Official Dynatrace server: run DQL over logs, events, spans and metrics.
Natural-language control of NVIDIA Isaac Sim — spawn robots, build scenes, and run simulations via MCP.
Secure bridge between Claude.ai/Desktop and a self-hosted OpenClaw AI assistant, with OAuth2 and multi-instance routing.
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.
Search and load Dash documentation docsets and code snippets from MCP clients on macOS.
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.
Run arbitrary JavaScript in ephemeral Docker containers with on-the-fly npm dependency installation.
AI agents search, triage, comment, vote, and manage feedback & changelogs in Quackback.
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.
Integrate LeetCode problems, solutions, contests, and user data into MCP clients, supporting leetcode.com and leetcode.cn.
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.
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.
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).
DigitalOcean's App Platform MCP: deploy apps, tail logs, roll back. Archived — superseded by mcp-digitalocean.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Hosted remote MCP for email, calendar and contacts across Gmail, Outlook, IMAP
MCP server for spatial transcriptomics analysis via natural language
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.
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.
Map clinical terminology to standardized OMOP CDM concepts using LLMs and the OMOPHub vocabulary API.
Give any coding agent instant semantic knowledge of your codebase — one tool call instead of 19, ~20x fewer tokens.
Bring CodeLogic's software dependency and impact-analysis data into your AI coding assistant.
Search ENCODE, cross-reference 14 genomics databases, run analysis pipelines, and generate publication-ready methods from natural language.
Production-grade MCP server for MikroTik RouterOS — 117 typed, auditable tools for safe AI-native network automation.
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.
AI-powered code review automation: analyzes Git diffs to find bugs, security issues, and quality improvements.
Turn any source code repo into a searchable, AI-queryable knowledge base inside Claude or Cursor.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
Turn any OpenAPI spec into an MCP server, exposing your API endpoints as strongly typed tools.
Local-first LLM router for AI coding tools — routes prompts to the cheapest capable model with automatic provider fallback.
Query and manage SingleStore workspaces, jobs, notebooks, and Stage files in natural language.
Self-hosted MCP gateway connecting Claude to Odoo ERP (15→19) — 197+ tools, multi-tenant, Bulgaria l10n.
Multi-model AI orchestration MCP server for automated code review, chat, compare, and debate in Claude Code.
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.
Describe a cloud architecture in English; get Terraform, cost estimates, and compliance checks across AWS/GCP/Azure.
SQL static analysis, linting, and dialect conversion for your AI assistant, powered by SQLGlot.
Compiler-accurate Java code analysis for AI agents, built on Eclipse JDT with 75 semantic tools.
Context-aware knowledge base for Klever blockchain smart-contract development on the Klever VM SDK.
Comprehensive Trello integration for Claude Desktop, Claude Code, Gemini CLI and other MCP clients — 19 tools for boards, cards and lists.
Search and explore The Metropolitan Museum of Art collection, including artwork details and images, via natural language.
Native Rust MCP server giving coding agents a PTY-backed shell, file IO, and tree-sitter code navigation.
AI-powered architectural decision analysis and ADR management for AI coding assistants.
Data scraping, document conversion, AI agents, and code execution via the Dumpling AI API.
Comprehensive Gemini API integration for MCP hosts with intelligent model selection and file handling.
Run arbitrary Python in a secure, throw-away sandbox from your LLM agent via a single run_code MCP tool.
Session-token Slack access for AI agents — no OAuth, no app registration, 21 tools, one command.
Secrets management for AI agents via MCP — agents call your APIs without ever seeing the keys.
Control Kestra workflow orchestration — manage flows, executions, files, KV and more from your AI client.
AI code quality gate that detects hallucinated imports, stale APIs, over-engineering, and security anti-patterns in AI-generated code.
Let AI assistants browse public GitHub repositories, explore directories, and view file contents.
Explore .NET assemblies, namespaces, types and NuGet packages via reflection so AI agents write accurate code.
Generate, validate, and optimize accessible Adaptive Cards for Teams, Outlook, Copilot, and other Microsoft surfaces.
Execute Solana token swaps via Jupiter's Ultra API, combining DEX routing and RFQ for optimal pricing.
Points your AI agent to the most critical design issue in Java code so refactoring fixes what matters.
Exposes build123d CAD operations as MCP tools so AI assistants can build, inspect, and iterate on 3D geometry interactively.
Control JetBrains TeamCity CI/CD — builds, tests, agents, and configs — from AI coding assistants.
Let AI agents run code inside live, stateful R sessions for real data-analysis workflows.
Adaptive prep for the Claude Certified Architect exam: 390 questions, spaced repetition, guided capstone, zero sycophancy.
Wix's official hosted MCP: search Wix docs, generate platform code, and call real site APIs from your AI client.
Asana's official hosted MCP server (V2) for tasks, projects, and workspace analytics.