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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.
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.
Up-to-date, version-specific library documentation injected into your coding agent.
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.
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.
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
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.
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.
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.
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.
Cloudflare's hosted remote MCP server for searching Cloudflare developer docs; no auth required.
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.
Give AI assistants full access to shadcn/ui v4 components, blocks, demos, and metadata across React, Svelte, Vue, and React Native.
Official Supabase server: manage tables, run SQL, branches, configs and edge functions from your AI client.
Render charts, validate configs, and get chart recommendations from a React data-viz library via MCP.
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.
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.
Read-only (optionally write) access to MySQL databases for LLMs — inspect schemas and run SQL queries.
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.
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.
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.
Manage Google Calendar events across multiple accounts with natural-language scheduling.
Gmail MCP with auto OAuth: send, search, label and manage email
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。
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Interact with Trello boards — cards, lists, comments — with built-in rate limiting and type safety.
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.
Snowflake Labs server for Cortex AI, object management, and SQL orchestration over Snowflake.
Official PostHog server: product analytics, feature flags, experiments, error tracking and SQL.
Run PromQL queries and analyze Prometheus metrics from any MCP client.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
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.
Stock fundamentals, prices, SEC filings, news, and crypto data from Financial Datasets.
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.
Read and send macOS iMessage/SMS from your Messages database, with attachments and contacts.
Remote MCP bridging assistants to Slack, Gmail, Teams and thousands of comms apps
Browser automation via Playwright — let LLMs navigate, click, fill forms, screenshot, and run JS in a real browser.
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.
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.
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.
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.
Upload, search, edit, and generate videos through Video Jungle from your LLM.
Give AI agents access to 200+ accessible KoliBri Web Component samples, specs, and docs over MCP.
Provider-agnostic email MCP over IMAP/SMTP — read, search and send from any mailbox
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.
Official Docker Hub MCP server for searching images, reading metadata and managing repositories.
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.
Honeycomb observability via AI: query datasets, alerts and boards (community + official).
MySQL CRUD plus anomaly analysis: SQL optimization, health checks, lock and index diagnostics, with role-based permissions.
Let AI assistants work directly with Firebase Firestore, Storage, and Authentication.
Generate Apache ECharts charts locally from AI for chart generation and data analysis.
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.