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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.
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.
Pack any local or remote repository into one AI-ready file your agent can grep and read incrementally.
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.
One hosted MCP server for 2,800+ apps and 10,000+ tools, with Pipedream Connect managing OAuth for your users.
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.
Build, run, and debug iOS & macOS apps in Xcode from your AI coding agent.
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.
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.
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.
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.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
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.
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.
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.
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.
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.
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.
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.
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.
Official hosted Sentry MCP for investigating issues, errors, traces and performance data.
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
AI-powered discovery and documentation for the @reactuses/core React Hooks library.
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.
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.
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.
Query local DuckDB files, in-memory DBs, S3, or MotherDuck cloud with read/write SQL.
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.
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.
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.
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.
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.
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.
Official Pinecone server: manage indexes, upsert/search records, rerank, and search Pinecone docs.
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.
Salesforce's official DX server: run SOQL, deploy and retrieve metadata, run Apex tests and manage orgs from your agent.
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.
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.
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.
Comprehensive Xcode integration for AI assistants: projects, builds, tests, simulators, SPM and CocoaPods.
VS Code extension exposing the editor's file, symbol, diagnostics and shell capabilities to MCP clients.
Official PostHog server: product analytics, feature flags, experiments, error tracking and SQL.
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.
Query SEC EDGAR filings — 10-K/10-Q/8-K sections, XBRL financials, insider trades — with exact numbers and source URLs.
Netlify's official server to create, build, deploy, and manage Netlify sites from your agent.
Claude Code-style coding agent over MCP: read/edit files, run commands, search code, delegate to sub-agents.
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.
Gives agents Reddit read/write via PRAW: analyze users and subreddits, search posts, create posts and replies.
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.
Give AI agents access to 200+ accessible KoliBri Web Component samples, specs, and docs over MCP.
JetBrains IDE plugin exposing an MCP server so AI agents can use the IDE's indexing and refactoring.
Official Plane MCP server: manage projects, work items, cycles, modules, and initiatives from AI agents.
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 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.
Bring Figma design data into your coding agent to implement designs the Flutter way.
Official CircleCI MCP server: inspect and fix failed builds, query pipelines in natural language.
Grounded access to the FLOX trading framework surface for AI coding agents.
On-demand open-source tax & accounting skills for AI agents across 130+ jurisdictions, via MCP.
Manage and search Meilisearch from any MCP client: indices, documents, settings, keys, and multi-index search.
Connect AI agents to crypto: wallets, swaps, DCA, limit orders, and staking on Solana.
Send, read and search Instagram DMs from your AI client: 22 tools for messages, media, threads and user lookups.
Search TikTok, pull post details, and extract video subtitles into your AI agent via the TikNeuron API.
Bridge to query multiple LLMs and CLI coding agents as AI "ducks" for diverse perspectives.
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.
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.
Query Axiom logs and events with APL via Axiom's hosted remote MCP server.
Official VictoriaMetrics server: MetricsQL/PromQL queries plus embedded docs search.
50+ cryptocurrency technical indicators and trading strategies for AI agents, sourced from any ccxt exchange.
Get a second opinion in Claude Code: query Codex, Gemini, OpenCode and more, with structured multi-model deliberation.
Control a Freqtrade crypto trading bot through its REST API from any MCP-compatible AI agent.
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.
Native Safari browser automation for AI agents on macOS — 80 tools, your real logged-in browser, no Chrome.
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.
Chat with Chronulus AI forecasting and prediction agents directly from Claude.
Lets agents fetch, create and update Zendesk tickets and comments, with Help Center articles as a knowledge base.
Official Jenkins plugin that turns your controller into an MCP server — agents query jobs, trigger builds, read logs.
Databricks Labs server exposing Unity Catalog functions, vector search indexes and Genie spaces as agent tools.
Manage Heroku apps, dynos, add-ons, pipelines, and Postgres from your AI agent via the official Heroku CLI.
PagerDuty's official MCP server — agents triage incidents, manage on-call schedules, and query services from your IDE.
Official Buildkite MCP server to inspect pipelines, builds, jobs and tests and fix failed builds.
Amplitude's hosted MCP server — query charts, dashboards, experiments, flags, and session replays in plain English.
Prisma's official MCP: run migrations, provision Prisma Postgres, execute SQL and manage backups from your agent.
Bridge Dune Analytics on-chain query results to AI agents as CSV.
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.
Give AI agents eyes and hands on any desktop via native accessibility APIs — no vision model required.
Search NPM, crates.io, NuGet, PyPI, Go registries and GitHub Security Advisories for up-to-date package info.
Persistent, interactive PTY terminal for AI agents over MCP — SSH, REPLs, password prompts, long-running jobs.
Expose actions from your connected Membrane integrations to AI agents as MCP tools.
Persistent code index + memory, semantic search & live telemetry for AI coding agents — 50x less context than grep.
Automate token swaps on Uniswap DEX across multiple blockchains for AI agents.
AI-friendly electronic signatures: create, edit, send, and manage Markdown-based contracts via the eSignatures.com API.
Community server that captures website screenshots via the ScreenshotOne API.
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.
Production-grade MCP server for MikroTik RouterOS — 117 typed, auditable tools for safe AI-native network automation.
Real-time prediction market odds and prices from Polymarket, PredictIt, and Kalshi. No API keys required.
AI-powered code review automation: analyzes Git diffs to find bugs, security issues, and quality improvements.
Universal interface between AI agents and Alibaba Cloud Hologres — query metadata, run SQL, diagnose performance.
Give AI agents control of your real Chrome browser with existing sessions, cookies, and logins.
Search, govern, and manage Atlan data catalog assets from AI agents via the Model Context Protocol.
Converts raw HTML into compressed, AI-readable page maps (97% token reduction) so agents can read and act on any web page.
Multi-model AI orchestration MCP server for automated code review, chat, compare, and debate in Claude Code.
Local MCP server for surgical, formatting-preserving edits to existing Word (.docx) and OpenDocument (.odt) files.
Describe a cloud architecture in English; get Terraform, cost estimates, and compliance checks across AWS/GCP/Azure.
Official remote MCP servers for the Infobip CPaaS platform — send SMS, WhatsApp, Email, Voice, run 2FA, and manage customer data.
Compiler-accurate Java code analysis for AI agents, built on Eclipse JDT with 75 semantic tools.
Cross-chain and same-chain crypto swaps, fee estimation, and trade execution for AI agents via the deBridge protocol.
Multi-DEX perpetual futures MCP server for Pacifica, Hyperliquid, Lighter & Aster — market data, trading, and funding-rate arbitrage.
Official Cloudinary server to upload, transform, and manage media assets via natural language.
Let AI agents safely create and update Kubernetes applications via Cyclops Modules and templates.
Give your AI assistant its own AI assistants — outsource text and image generation to 20+ model providers.
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.
Scrape websites, search engines, eCommerce, and social media for AI agents via Decodo's Web Scraping API.
Retrieve from your Agentset RAG knowledge base directly inside Claude, Cursor, and other MCP clients.
Data scraping, document conversion, AI agents, and code execution via the Dumpling AI API.
Bioinformatics MCP server wrapping the gget toolkit for gene, sequence, structure, and enrichment queries.