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Microsoft's official browser-automation MCP using Playwright's accessibility tree (no vision model).
Lets coding agents drive a real Chrome: automate input, read console and network, record performance traces.
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.
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.
Official Firecrawl MCP server — scrape, crawl, map, search, and structured extraction for any LLM client.
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).
macOS screen capture, AI visual analysis, and full GUI automation for AI agents.
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.
Create, read, and modify Excel workbooks with your AI agent — no Microsoft Excel required.
Index local code into a graph database to give AI assistants deep, queryable code context.
Connect Claude, Cursor & Windsurf to the Unity Engine for AI-driven game development in Editor and Runtime.
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.
Official Perplexity MCP server — web search, ask, deep research, and reasoning via Sonar models.
Manage serverless Postgres on Neon with natural language: projects, branches, migrations, and SQL.
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.
Go-native MCP server for Kubernetes and OpenShift — manage pods, resources, Helm, Tekton, and more.
Turn Claude Desktop into a pair programmer that edits files, runs tests, and Git-versions every change.
HashiCorp's official server for Terraform Registry providers, modules, and IaC workflows.
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.
MathWorks' official server that lets agents start MATLAB, write and run code, lint scripts, and execute test files.
Run Facebook & Instagram (Meta) Ads end to end from your AI client — launch campaigns, upload creatives, edit budgets, analyze performance.
Your AI assistant's gateway to Google Sheets — read, write, format, and chart spreadsheets via MCP.
Coinbase's AgentKit MCP extension for onchain actions: transfers, swaps, and contract calls.
Search and explore any OpenAPI spec in simple language, via oapis.org.
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.
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.
REPL-driven Clojure development for AI assistants: live nREPL eval plus structure-aware, paren-safe code editing.
Archived official Mem0 server for long-term agent memory: add, search, update, and delete memories via the Mem0 API.
Deploy apps and folders to Google Cloud Run directly from MCP-compatible AI agents.
Run Apify's RAG Web Browser and 5,000+ Actors as MCP tools — web search and scrape to clean markdown.
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.
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.
Let AI assistants trade on MetaTrader 5 using natural language.
One command grammar to search and pivot across PubMed, ClinVar, ClinicalTrials.gov, and dozens of biomedical sources.
Document format conversion (Markdown, HTML, LaTeX, DOCX, PDF, and more) via Pandoc over MCP.
High-performance community ClickUp server for tasks, docs, chat, time tracking, and more.
Official monday.com MCP server — agents create boards and items, update columns, and run GraphQL against your work OS.
Connect Claude directly to PostgreSQL, MySQL, SQLite, Oracle, MS SQL and other SQLAlchemy databases.
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.
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.
Chat with your EPUB and PDF books — extract metadata, table of contents, chapters, and pages as Markdown.
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.
Drive AutoCAD LT via AutoLISP or generate DXF headlessly — 8 consolidated tools for drafting, P&ID and screenshots.
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.
Fast cross-platform file search via Everything SDK (Windows), mdfind (macOS), and locate (Linux).
Programmatic read & insights access to Meta (Facebook) Ads accounts, campaigns, ad sets, ads and performance data.
Query SEC EDGAR filings — 10-K/10-Q/8-K sections, XBRL financials, insider trades — with exact numbers and source URLs.
Search, create, update and aggregate Odoo ERP records from AI assistants via XML-RPC.
Query, explore, and govern Apache Doris databases via MCP — NL2SQL, metadata, and analytics tools.
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.
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.
Offload large-context file analysis to 500+ OpenRouter models (up to 2M tokens) from any MCP agent.
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.
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.
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.
Hyperbrowser's cloud browser MCP — scrape, crawl, extract structured data, run CUA/Claude/Browser-Use agents.
Datadog's managed remote server: query logs, metrics, traces, monitors and incidents.
MySQL CRUD plus anomaly analysis: SQL optimization, health checks, lock and index diagnostics, with role-based permissions.
Generate Apache ECharts charts locally from AI for chart generation and data analysis.
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.
Query your Apple Health data with natural language via Elasticsearch, ClickHouse, or DuckDB.
Full-featured MCP server for querying, aggregating, and managing MongoDB databases via natural language.
Extract text, images, and metadata from local or URL PDFs as structured output, dir-confined.
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).
Connect AI agents to crypto: wallets, swaps, DCA, limit orders, and staking on Solana.
Query and manage a local DuckDB database from your LLM via the Model Context Protocol.
Search TikTok, pull post details, and extract video subtitles into your AI agent via the TikNeuron API.
Access and manage your Langfuse prompts through the Model Context Protocol.
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.
Connect AI assistants to Bitbucket Cloud repositories, pull requests, and code via 6 generic API tools.
Centralize ESP-IDF/ESP32 commands and drive embedded builds, flashing, and tests via LLM-driven MCP tools.
Analyze Korean stocks via official DART disclosures and KRX (KOSPI/KOSDAQ/KONEX) market data.
Connect Claude to Jupyter Notebook 6.x to insert, execute, edit and manage cells via MCP.
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.
Control a Freqtrade crypto trading bot through its REST API from any MCP-compatible AI agent.
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.
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.
Chat with Chronulus AI forecasting and prediction agents directly from Claude.
High-performance Go MCP server that lets AI assistants run SQL queries and explore data across a Trino cluster.
Official Twilio MCP exposing Twilio's public API — SMS, voice, messaging and more
Turn your codebase into a queryable knowledge base: search, impact analysis, ownership, dead code — via MCP.
Databricks Labs server exposing Unity Catalog functions, vector search indexes and Genie spaces as agent tools.
Connect AI to Last9 production observability: logs, metrics, traces, exceptions and alerts.
DigitalOcean's App Platform MCP: deploy apps, tail logs, roll back. Archived — superseded by mcp-digitalocean.
Manage Heroku apps, dynos, add-ons, pipelines, and Postgres from your AI agent via the official Heroku CLI.
Prisma's official MCP: run migrations, provision Prisma Postgres, execute SQL and manage backups from your agent.
Query, write, and manage an InfluxDB v2 instance via the InfluxDB OSS API v2.
MCP server for spatial transcriptomics analysis via natural language
Bridge Dune Analytics on-chain query results to AI agents as CSV.
Manage Storyblok spaces, stories, components, assets, and workflows from your AI assistant.
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.
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.
Official Flowbite MCP server: access 60+ Tailwind CSS components, generate branded themes, and convert Figma to code.
Community server that captures website screenshots via the ScreenshotOne API.
Search ENCODE, cross-reference 14 genomics databases, run analysis pipelines, and generate publication-ready methods from natural language.
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.
Minimal MCP server that drives a web browser via Playwright, with an Azure OpenAI / OpenAI client bridge.
High-performance MCP server for compressing JPEG, PNG, WebP and AVIF images offline.
Render interactive charts, dashboards and KPI widgets directly inside your AI conversation.
Check Maven dependency versions and look up the latest releases from Maven Central in real time.
Query genes, variants, chemicals, and taxa from BioThings.io (mygene, myvariant, mychem) in your AI client.
Converts raw HTML into compressed, AI-readable page maps (97% token reduction) so agents can read and act on any web page.
Let LLMs query Couchbase clusters, run SQL++, manage documents, and analyze query performance.
Local MCP server for surgical, formatting-preserving edits to existing Word (.docx) and OpenDocument (.odt) files.
Manage your Alpaca stock and crypto portfolio, place trades, and access market data via MCP.
Hourly and daily weather forecasts for LLMs via the AccuWeather 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.
Official remote MCP servers for the Infobip CPaaS platform — send SMS, WhatsApp, Email, Voice, run 2FA, and manage customer data.
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.
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.
Bioinformatics MCP server wrapping the gget toolkit for gene, sequence, structure, and enrichment queries.
Manage Homebrew packages on macOS from Claude Desktop or Cursor — install, upgrade, search, and maintain.
Real-time Hyperliquid perp DEX data and insights for bots, dashboards, and analytics.
Comprehensive Gemini API integration for MCP hosts with intelligent model selection and file handling.
Let Claude and other LLMs manage your EduBase e-learning platform — create questions, schedule exams and analyze results.
Control Kestra workflow orchestration — manage flows, executions, files, KV and more from your AI client.
Explore .NET assemblies, namespaces, types and NuGet packages via reflection so AI agents write accurate code.
Give LLMs real-time Brazilian agricultural data — prices, crop estimates, climate and deforestation from public sources.
Run k6 load tests from your MCP client and let an LLM analyze the results.
Manage Turso databases and run SQL from an agent, with separate read-only and destructive query tools.
Wix's official hosted MCP: search Wix docs, generate platform code, and call real site APIs from your AI client.
Vercel's hosted OAuth server for inspecting projects, deployments, and logs from your AI client.
Asana's official hosted MCP server (V2) for tasks, projects, and workspace analytics.
ClickUp's first-party hosted MCP server with OAuth for tasks, docs, comments, and reporting.
Shopify's official dev server: learn Shopify APIs, search docs, and validate GraphQL, Liquid and component code locally.
Cognition's official remote MCP: AI-grounded docs and Q&A for any public GitHub repo — free, no auth.
Klaviyo's official MCP server: manage campaigns, profiles, flows, events, and reporting from AI clients with an API key.