By platform
MCP Servers — indexed and scored
Model Context Protocol servers — the open standard for any LLM client to talk to any tool. Install in Claude Desktop, Cursor, or Continue with a JSON config block; one server works across every MCP-aware client. Every indexed MCP server is here, scored on the same rubric as the rest of the directory.
- Indexed
- 138
- Avg score
- 6.7
- Top platform
- MCP Servers 138
- Top role
- Engineering 11
Top picks for mcp servers
GitHub MCP Server
GitHub's official MCP Server — gives AI assistants tool-level access to repositories, issues, pull requests, Actions, and the GitHub API surface.
Context7
Pulls up-to-date, version-specific library docs and code examples directly into your LLM's context so coding agents stop hallucinating APIs.
Exa MCP Server
Connects AI assistants to Exa's search capabilities — web search, code search, and company research — through one MCP interface.
Google Workspace MCP
Comprehensive MCP server giving AI assistants natural-language control over Gmail, Calendar, Drive, Docs, Sheets, Slides, Chat, Forms, Tasks, and Contacts.
Playwright MCP
Microsoft's official Playwright MCP server — lets LLMs drive a browser through structured accessibility snapshots rather than screenshots.
Filesystem MCP Server
Node.js reference MCP server for secure filesystem operations — read, write, search, and manage files with configurable access controls.
Fetch MCP Server
Reference MCP server that retrieves web pages and converts HTML to markdown so LLMs can consume web content efficiently.
Git MCP Server
Reference MCP server for Git repository interaction — read, search, and manipulate Git repositories from a Large Language Model.
Memory MCP Server
Reference MCP server that gives Claude persistent memory across chats using a local knowledge graph.
Supabase MCP
Connects Supabase projects to Cursor, Claude, Windsurf, and other AI assistants for natural-language database, schema, and project operations.
Neon MCP Server
Official MCP server for the Neon serverless Postgres platform — manage projects, branches, and databases through the Neon Management API.
MCP Atlassian
MCP server for Atlassian tools — Confluence and Jira — supporting both Cloud and Server/Data Center deployments.
Cloudflare MCP Server
Cloudflare's official MCP server — manage Workers, KV, R2, DNS, Zero Trust, and Cloudflare's wider platform from any MCP client.
Google Calendar MCP
TypeScript MCP server for managing Google Calendar — create, update, delete events, check availability, and respond to invitations across multiple accounts.
Context7
An MCP server and CLI tool that fetches live, version-specific documentation and code examples from libraries to provide AI agents with accurate context.
ECC
A production-ready agent framework providing skills, rules, hooks, and continuous learning across Claude Code, Cursor, OpenCode, and other AI harnesses.
Product Manager Skills
A library of 49 reusable product management skills and command workflows that teach AI agents and PMs how to frame problems, validate ideas, and execute PM work at a professional level.
Ruflo
Orchestrate 100+ specialized AI agents across machines with coordinated swarms, self-learning memory, federated comms, and enterprise security.
GitNexus
Indexes codebases into knowledge graphs and exposes them via MCP and CLI so AI agents understand code architecture, dependencies, and call chains.
Ruflo
Orchestrate 100+ specialized AI agents across machines with coordinated swarms, self-learning memory, federated comms, and enterprise security.
Claude-Mem
Automatically capture and retrieve project context across Claude Code sessions using intelligent memory compression and hybrid search.
QMD
Hybrid search engine combining BM25, vector embeddings, and LLM re-ranking for local document retrieval in agentic workflows.
Knowledge Work Plugins
Production-ready Claude plugins that turn Claude into a specialist for your role, team, and company workflows.
agentmemory
Persistent memory engine for AI coding agents—automatically captures session context, enables semantic search across agent interactions, and injects relevant context into new sessions.
SocratiCode
Deep semantic codebase intelligence for AI agents: hybrid search, dependency graphs, impact analysis, and searchable artifacts — fully local, zero configuration.
n8n-MCP
A Model Context Protocol server that bridges AI models with n8n's workflow automation platform, providing comprehensive access to node documentation, properties, operations, and real-world workflow examples.
Context Mode
An MCP server that reduces AI agent context consumption by sandboxing tool output, maintaining session state, and encouraging code-based analysis over raw data dumps.
caveman
A Claude Code skill and multi-agent plugin that reduces output tokens by ~65–75% while preserving technical accuracy, supporting 30+ agent platforms.
mcp-use
Complete MCP framework with SDKs for TypeScript and Python to build MCP servers, interactive widgets (MCP Apps), and AI agents with integrated inspector and cloud deployment.
kordoc
Comprehensive parsing and manipulation tool for Korean office documents with AI agent integration via MCP, supporting HWP, HWPX, PDF, XLSX, and DOCX formats.
Claude SEO
Full-featured SEO analysis, audits, schema validation, and optimization skill for Claude Code covering technical, on-page, content, and AI search optimization.
XcodeBuildMCP
A Model Context Protocol server and CLI providing tools for AI agents to build, test, and manage iOS and macOS projects in Xcode.
Firecrawl MCP Server
Brings Firecrawl's web scraping, search, and browser automation capabilities to MCP-compatible AI agents with clean, structured data extraction.
Framelink MCP for Figma
An MCP server that connects Figma design data to AI coding tools like Cursor for design-to-code automation.
Task Master AI
A task management system for AI-driven development that works seamlessly with Claude, Cursor, and other AI agents to organize, track, and automate development workflows.
OpenSpace
Platform that makes AI agents smarter and more cost-efficient through autonomous skill evolution, sharing, and quality monitoring.
SkillNet
Search, install, create, evaluate, and organize 500,000+ shareable AI agent skills with semantic search, auto-creation from repos/docs, and multi-dimensional quality scoring.
Exa MCP Server
MCP server that gives AI agents access to Exa's web search, code search, and advanced filtering capabilities for research, code discovery, and company intelligence.
BioMCP
MCP server that unifies search across 13+ biomedical data sources (PubMed, ClinVar, UniProt, Reactome, etc.) with a single command grammar for researchers and agents.
Peekaboo
High-fidelity macOS screen capture, GUI automation, and natural-language agent orchestration via CLI or MCP server.
Perplexity API Platform MCP Server
Official MCP server providing AI assistants with real-time web search, deep research, and advanced reasoning capabilities through Perplexity's Sonar models.
Auto Browser
Give your AI agent a real browser with human-in-the-loop oversight, reusable login profiles, approvals, and audit trails.
Tavily MCP Server
MCP server providing real-time web search, intelligent data extraction, website mapping, and crawling tools for Claude and other AI agents.
Semiotic
A React data visualization library with 40+ chart types and AI-tooling for AI coding assistants to generate correct charts on the first try.
MCPJam Inspector
Debug, test, and evaluate MCP servers with full JSON-RPC tracing, multi-LLM chat, OAuth validation, and CI/CD integration.
Unity MCP
MCP server enabling AI agents to automate Unity development, generate game code, and power in-game AI behaviors with 100+ built-in tools.
Shadcn UI MCP Server
Model Context Protocol server that enables AI assistants to retrieve and integrate shadcn/ui v4 components, blocks, and metadata seamlessly.
Korean Law MCP
MCP server connecting Claude, Cursor, and Windsurf to Korea's complete legal system—search legislation, verify LLM citations against official DB, trace legal impacts, and auto-diff laws across time.
Fallow
Static analysis engine providing quality scores, PR risk, hotspots, duplication, architecture, and cleanup intelligence for JavaScript/TypeScript codebases.
NVIDIA Video Search and Summarization (VSS)
Enterprise-grade blueprint for building vision agents capable of real-time video intelligence, search, Q&A, summarization, and alert verification using NVIDIA NIM microservices.
MCP Server Kubernetes
MCP server that connects to Kubernetes clusters and enables AI agents to manage resources, run Helm operations, and troubleshoot pods.
Stripe AI
Official SDKs for integrating Stripe payment and billing APIs with AI agents and LLMs through function calling and MCP.
Figma Console MCP
MCP server giving AI assistants complete read-write access to Figma for design system management, component creation, variable sync, and visual debugging.
Slack MCP Server
Feature-rich MCP server enabling AI agents to read, search, and post messages to Slack workspaces with multiple authentication and transport options.
Kubernetes MCP Server
A high-performance MCP server that enables AI agents to manage Kubernetes clusters, pods, Helm releases, and Tekton pipelines with native API interaction.
MCP Server Chart
Model Context Protocol server that generates interactive charts (area, bar, pie, line, sankey, treemap, and 20+ more) from data for AI agents and IDEs.
Browserbase MCP Server
MCP server enabling LLMs to interact with web pages, extract information, and perform automated actions using Browserbase and Stagehand.
GitLab MCP Server
MCP server enabling AI clients to manage GitLab projects, merge requests, issues, pipelines, and more with flexible authentication and multiple transport options.
Kubb
Convert OpenAPI specs into TypeScript types, API clients, hooks, validators, and mocks with an extensible plugin system and MCP server for AI assistants.
Apify MCP Server
MCP server enabling AI agents to use Apify Actors for web scraping, data extraction, and automation across social media, search engines, maps, and e-commerce sites.
Microsoft 365 MCP Server
Comprehensive MCP server providing 200+ tools for AI agents to interact with Microsoft 365 email, calendar, Teams, SharePoint, OneDrive, and more.
MCPJungle
MCPJungle is a self-hosted MCP gateway that consolidates multiple MCP servers into a single unified endpoint with centralized discovery, access control, and observability.
Aseprite MCP Tools
Python MCP server enabling AI agents to control Aseprite and automate pixel-art workflows.
MeiGen AI Design MCP
MCP server that enables AI agents to generate professional images and videos using 9 leading models, with parallel batch orchestration and 1,446 curated prompts.
NotebookLM MCP Server
An MCP server that lets AI agents interact with Google NotebookLM notebooks, ask questions, add sources, and generate audio overviews with citation extraction.
CloudBase MCP
MCP server that enables AI agents to generate, deploy, and manage full-stack applications on Tencent Cloud CloudBase directly from AI IDEs.
bunqueue
A zero-dependency, MCP-native job queue for Bun that enables AI agents to orchestrate tasks, workflows, and automation via natural language.
Stitch SDK
TypeScript SDK for generating UI screens from text prompts and retrieving their HTML and screenshots programmatically.
OpenTabs
A platform that lets AI agents make authenticated API calls across 100+ web services (Slack, Discord, GitHub, Jira, Notion, Figma, AWS, Stripe, etc.) through your browser session.
Cloud Run MCP server
MCP server enabling AI agents to deploy applications to Google Cloud Run, manage services, and retrieve logs.
DaVinci Resolve MCP Server
MCP server providing 32 guarded workflow tools and complete DaVinci Resolve API coverage for AI assistants to control video editing, media pool organization, grading, Fusion, audio, and rendering.
browser-use-mcp-server
An MCP server that gives AI agents the ability to control and interact with web browsers using browser-use automation framework.
Sentry MCP
Remote MCP server providing AI-powered error analysis, issue search, and debugging tools for Sentry integrated with Claude and Cursor.
obsidian-mcp-server
MCP server enabling AI agents to read, write, search, and surgically edit Obsidian vault notes, tags, and frontmatter with folder-scoped permissions and multiple search modes.
Octocode
MCP server and skill ecosystem enabling AI agents to research code, analyze implementations, and understand engineering patterns across GitHub, GitLab, Bitbucket, and local codebases.
PDF Reader MCP
Production-ready Model Context Protocol server enabling AI agents to extract text, images, and metadata from PDFs with high performance and natural content ordering.
PDF Reader MCP
Production-ready Model Context Protocol server enabling AI agents to extract text, images, and metadata from PDFs with high performance and natural content ordering.
Microsoft Work IQ
Plugin marketplace extending GitHub Copilot with MCP servers to query emails, meetings, documents, Teams messages, and productivity insights from Microsoft 365.
BlockRun MCP
MCP server providing unified pay-per-call access to market data, neural search, image generation, video, crypto prices, and on-chain SQL for Claude and other LLM agents.
Network-AI
TypeScript/Node.js orchestrator adding atomic coordination, token budgets, permission gating, and framework-agnostic agent management to any AI stack.
Anyquery
Anyquery is a SQL query engine that lets AI agents and users query files, databases, web apps, and local services using SQL, with built-in MCP support for Claude and other LLMs.
SVGMaker MCP Server
An MCP server that enables AI assistants to generate, edit, and convert SVG images using natural language via the SVGMaker API.
Bright Data Web MCP
An MCP server that enables AI agents to search, scrape, and interact with the live web while bypassing anti-bot protections and geo-restrictions.
UniFi MCP
MCP servers exposing UniFi Network, Protect, and Access functionality as queryable tools for AI agents and automation workflows.
yutu
yutu is an AI-powered toolkit that automates YouTube workflows (uploading, optimization, comments, playlists) via CLI, MCP server, agent mode, and unified skills.
Universal Tool Calling Protocol (UTCP) TypeScript SDK
TypeScript SDK implementing a secure, scalable standard for defining and interacting with tools across diverse communication protocols (HTTP, MCP, File, CLI, Text).
Feishu MCP
Enable AI agents (Cursor, Windsurf, Cline) to read, create, edit Feishu documents, manage tasks, and query users via MCP protocol.
freee-mcp
AI agent integration for freee accounting, HR, invoicing, time tracking, sales, and e-signature APIs with OAuth 2.0 authentication and multi-company support.
MCP Server Trello
Model Context Protocol server enabling AI agents to manage Trello boards, cards, lists, checklists, and comments with rate limiting and type safety.
Power BI Modeling MCP Server
MCP server connecting AI agents to Power BI semantic models for autonomous modeling, bulk operations, DAX validation, and agentic development workflows.
Roblox Studio MCP
MCP server enabling Claude, Gemini, and other AI assistants to explore, read, and edit Roblox game structures and scripts locally.
PagibleAI CMS
API-first Laravel content management system combining WordPress simplicity with Contentful structure, powered by AI for content generation, image manipulation, translation, and LLM integration via MCP.
MBEditor
REST API and CLI editor for WeChat articles designed for AI agents to create, style, and publish content directly to drafts.
Accessibility Agents
A community-driven collection of 79 specialized AI agents across 8 teams that enforce accessibility standards (WCAG AA/AAA) in code, documents, and GitHub workflows.
1MCP
1MCP aggregates multiple MCP servers into a single runtime and provides CLI mode for AI agents to progressively discover and run tools.
Grok-MCP
MCP server that integrates xAI's Grok API, enabling agentic tool calling, image/video generation, vision analysis, and file handling for Claude and other MCP clients.
Clodds
Claude-powered autonomous trading terminal supporting 21 messaging platforms, 10 prediction markets, 7 futures exchanges, Solana/EVM DeFi, and Bittensor mining with 118+ strategies.
DataForSEO MCP Server
MCP server enabling AI assistants to access DataForSEO APIs for real-time SERP data, keyword research, backlink analysis, and competitive intelligence.
Tableau MCP
An official MCP server enabling Claude and other AI agents to query Tableau data, explore workbooks, and retrieve visualizations.
Excalidraw Architect MCP
MCP server for generating perfectly-laid-out Excalidraw architecture diagrams from natural language, with 50+ technology mappings and stateful editing.
OpenAPI to MCP Generator
CLI tool that automatically converts OpenAPI specifications into Model Context Protocol servers for seamless AI agent integration with REST APIs.
Coolify MCP Server
MCP server providing 42 token-optimized tools for managing Coolify infrastructure through AI assistants with context-efficient responses and smart diagnostics.
Claude AI Music Skills
A Claude Code plugin that orchestrates music album production across research, lyric writing, Suno prompts, mastering, and release prep with multi-model routing and quality gates.
Argo CD MCP Server
MCP server enabling AI assistants to manage Argo CD applications, clusters, and resources through natural language.
Depwire
Infrastructure layer that builds a symbol-level dependency graph of your codebase and provides 23 MCP tools for safe, context-aware AI coding assistance.
add-mcp
A CLI tool to add, find, list, and remove MCP servers from coding agents like Claude Code, Cursor, Codex, and 12+ others.
Google Drive MCP Server
MCP server providing Claude and other AI agents with secure read/write access to Google Drive, Docs, Sheets, Slides, and Calendar through OAuth 2.0.
MCP Fusion
A TypeScript framework that enforces security at the architectural level of every MCP server through typed egress firewalls, state machines, and governance stacks.
Weppy Roblox MCP
MCP server that lets Claude, Cursor, Codex, and Gemini AI agents create and edit scripts, instances, terrain, lighting, and assets live in Roblox Studio.
Indonesia Government APIs & Data Sources
A comprehensive reference for Indonesian government APIs, data portals, and scraping patterns with live status monitoring and MCP server integration.
IronBee CLI
CLI for IronBee — enforces code verification for AI agents across browser, backend, and Node.js runtimes before task completion.
FHIR MCP Server
An MCP server that provides seamless integration between AI agents and FHIR healthcare APIs, supporting search, retrieval, and analysis of clinical information with SMART-on-FHIR authentication.
Browser MCP
An MCP server and Chrome extension that enables AI applications to automate browser tasks while preserving login state and avoiding bot detection.
Apple Events MCP Server
An MCP server providing full CRUD operations, recurring reminders, location triggers, tags, and subtasks for Apple Reminders and Calendar on macOS.
Firefox DevTools MCP
Automate Firefox browser interactions for AI agents using WebDriver BiDi protocol, with tools for page navigation, element interaction, network capture, and screenshots.
FrontMCP
FrontMCP is a TypeScript-first framework for the Model Context Protocol that simplifies building MCP servers with decorators, dependency injection, and built-in transport handling.
Dynatrace MCP Server
MCP server that brings Dynatrace observability platform data and AI-powered insights into AI assistant workflows.
@cyanheads/git-mcp-server
Complete Git MCP server providing 28 git operations (repo management, branching, commits, remotes) for AI agents via STDIO and HTTP transport.
@cyanheads/mcp-ts-core
TypeScript framework for building MCP servers with declarative tool/resource/prompt builders, auth, multi-backend storage, OpenTelemetry, and first-class Bun/Node/Cloudflare Workers support.
Bitbucket MCP
An MCP server enabling AI assistants like Cursor to interact with Bitbucket repositories, pull requests, pipelines, and comments.
UE-MCP
MCP server giving AI assistants deep read/write access to Unreal Editor with 21+ tool categories covering 525+ actions and a YAML workflow engine.
PubMed MCP Server
An MCP server providing 10 tools for searching PubMed, Europe PMC, and fetching full-text articles, citations, and biomedical metadata for AI-powered research workflows.
European Parliament MCP Server
TypeScript MCP server providing 63 tools for structured access to European Parliament open datasets, MEP analytics, legislative intelligence, and parliamentary OSINT.
UI5 MCP Server
MCP server providing tools for creating UI5 projects, detecting/fixing UI5 errors, and accessing framework documentation for agentic AI tools.
elisym
Decentralized marketplace for AI agents to publish capabilities, discover providers, execute jobs, and settle payments over Nostr relays without a platform middleman.
plugged.in MCP Proxy
An MCP proxy server that aggregates multiple MCP servers into a single interface with built-in RAG, persistent memory, and document management.
MCP Toolbox SDKs for JavaScript
Official JavaScript SDKs that enable AI agents to load and invoke tools from MCP Toolbox servers as standard JS functions.
Heroku Platform MCP Server
An MCP server enabling large language models to read, manage, and operate Heroku Platform resources through natural language interfaces.
ENCODE Toolkit
MCP server and Claude plugin providing 20 tools and 47 skills for ENCODE genomics data access, analysis pipelines, database cross-reference, and publication-ready provenance tracking.
Safari MCP
Safari MCP is an MCP server providing 80 tools to automate Safari on macOS — your real logged-in browser, zero Chrome, ~60% less CPU.
Playwright MCP Server
MCP server providing browser automation capabilities using Playwright, enabling LLMs to interact with web pages, take screenshots, scrape content, and execute JavaScript.
Google Calendar MCP Server
Connect Google Calendar to Claude with multi-account support, event management, availability checking, and intelligent scheduling capabilities.
Harness MCP Server
An MCP server that gives AI agents full access to the Harness.io platform through 11 consolidated tools routing to 190+ resource types.
Pinecone Developer MCP Server
Model Context Protocol server that connects AI coding assistants with Pinecone vector database capabilities including documentation search, index management, and data operations.
Atlassian Data Center MCP
MCP server enabling AI assistants to search, create issues in Jira, manage Confluence content, and interact with Bitbucket repositories.
ai-rulez
Generate native configs for 19 AI coding platforms from one `.ai-rulez/` directory—rules, agents, skills, and commands in sync.
ClinicalTrials.gov MCP Server
MCP server providing 7 tools to search, analyze, and match patients to clinical trials from ClinicalTrials.gov.
JDB-MCP
MCP server enabling Claude and other AI agents to perform deep runtime debugging of Java applications via the Java Debug Interface.
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