Discover Awesome MCP Servers

ai-visibility-mcp

Audits AI-bot visibility: robots.txt per-bot for 22 AI user-agents (GPTBot/ClaudeBot/PerplexityBot/etc), Cloudflare flags, JSON-LD, sitemap, llms.txt, SPA shell, plus cross-model brand mentions via Perplexity + OpenRouter. 0-100 score. SSRF-guarded, spend-capped.

drawio-mcp

Enables AI assistants to generate professional UML diagrams (class, use case, activity, sequence) from natural language descriptions, producing editable .drawio files compatible with diagrams.net.

codesafer

CodeSafer is an MCP server that scans AI-generated code for 9 categories of hidden security threats — including invisible Unicode, Trojan Source, homoglyphs, and rules file backdoors — using static analysis plus CodeBERT deep learning. Runs locally, free tier available.

Piazza MCP Server

Enables AI agents to browse, search, and read content from Piazza course forums. It provides tools to list enrolled classes, search posts by keywords or folders, and retrieve full discussion threads including answers and follow-ups.

todo2code

MCP server that extracts and links code, tasks, documentation, and git history into a graph, then diagnoses discrepancies and generates reports.

mcp-google-contacts

A remote MCP server for Google Contacts, deployed on Cloudflare Workers, that enables Claude to create, search, list, get, and update your Google contacts via the People API. Designed as a custom connector for claude.ai, it supports OAuth and can extract contact details from business card photos.

max2021-mcp

Enables execution of Python and MaxScript code inside Autodesk 3ds Max 2021 from Cursor or other MCP clients via HTTP+TCP bridge.

MCP Agent & Server Ecosystem

An autonomous agent ecosystem that leverages Groq for high-performance reasoning and Playwright for web automation via the Model Context Protocol. It features an interactive CLI and a custom server providing a run_task tool for orchestrating multi-server workflows.

@noticed/cli

CLI and stdio MCP server for noticed. Exposes ~50 noticed agent capabilities (network search across GitHub + LinkedIn, missions, PRM, memory, workspace, web search, cron, ...) via two meta-tools — search + execute — to any MCP-aware client (Claude Code, Claude Desktop, Cursor, ChatGPT).

Enhanced Gemini MCP Server

Leverages Google's Gemini AI with a 1M token context window for comprehensive codebase analysis, enabling intelligent code search, architecture analysis, and targeted improvement suggestions.

Spiral MCP Server

Spiralの言語モデルとやり取りするための標準化されたインターフェースを提供する、Model Context Protocolサーバーの実装。プロンプト、ファイル、またはウェブURLからテキストを生成するためのツールを提供します。

ONE-MCP

MCP server for the ONE Framework ERP that enables Claude to explore data models, run queries, and understand business logic through autonomous access.

uniprot-link

An MCP server that grounds protein research in the UniProt SPARQL endpoint, providing tools for querying proteins, sequences, variants, diseases, and more via intent-named tools and raw SPARQL.

Gemini Search MCP Server

An MCP server that generates answers using Gemini 2.0 and Google Search, providing relevant search results alongside the response.

img-src MCP Server

Enables AI assistants to interact with img-src.io for uploading, searching, and managing images through natural language. It provides tools for image transformations, CDN URL generation, and account usage monitoring.

MCP on My SAMP

Enables AI agents to start, control, and verify local open.mp/SA-MP game servers via MCP stdio, using a headless RakClient to send allowed slash commands and assert round-trip responses.

Freedcamp MCP Server

A Model Context Protocol server that enables seamless integration with Freedcamp API for enterprise-level project management with advanced filtering, full CRUD operations, and extensive customization options.

reminders-mcp

An MCP server for managing Apple Reminders via remindctl on macOS, integrating with Claude Desktop and CoWork.

Crankly

MCP server for structured public vehicle data from StartMyCar, providing tools to list makes, models, problems, reviews, fuse box data, manuals, guides, and compare models.

mesh

A cross-agent communicator MCP server providing presence, resource locks, and durable messaging for coordinating multiple agents on the same repository.

pentest-mcp-server

Enables authorized penetration testing and security assessments with CVE monitoring, vulnerability scanning, and reporting features.

LeadEnrich MCP Server

Waterfall lead enrichment for AI agents. Cascades through Apollo, Clearbit, and Hunter to build the most complete lead profile in a single call.

Docs MCP Server

A search-and-retrieve MCP server that queries official documentation sites for modern libraries like LangChain, OpenAI, and Docker, extracting clean text content using Google Serper API and trafilatura.

F-MCP (Figma MCP Bridge)

Enables AI assistants to read, analyze, and modify Figma designs, manage design tokens, and create prototype connections, all while keeping data local.

PostgreSQL MCP Server

Enables secure, read-only PostgreSQL database interaction through natural language, with automatic database discovery and connection management.

mcp-svg-render

Renders SVG to PNG so AI agents can see the SVG they generate.

October Themes MCP Server

Provides 1000+ handcrafted design system themes (colors, typography, components, animations) to inject into AI-generated UI, enabling tools like Claude, ChatGPT, and Cursor to produce polished, non-generic interfaces.

DX Cluster MCP Server

Enables interaction with Ham Radio DX Cluster networks to read and create spots, analyze band activity, and track propagation trends through Claude Desktop. It features secure Auth0 authentication and supports various cluster types including DXSpider and AR-Cluster.

MCP Servers for Teams

MCPサーバーのデプロイ例

mcp-stl

Enables editing of STL 3D model files through the Model Context Protocol, providing tools for reading, writing, transforming, and creating primitive shapes.