Discover Awesome MCP Servers

SkillsSafe

Security scanner for AI agent skills, providing tools to scan skill files for threats such as credential theft and prompt injection.

MCP Math Server

A Node.js server that processes mathematical calculations and natural language math queries through RESTful API endpoints.

gemini-vision-mcp

MCP server for describing video, image, audio, and text using the Gemini 3.1 Flash Live API with persistent WebSocket sessions.

Ayrshare Unofficial MCP Server

Enables AI agents to interact with the Ayrshare API to publish social media posts, manage profiles, and handle comments or messages. It supports executing real-time API calls for analytics, media uploads, and automated scheduling across various social platforms.

phi-mcp-server

Enables AI agents to analyze synthetic biomarker panels via Phi Longevity's PRISM clinical recommendation engine, providing tiered, guideline-cited recommendations. Also offers tools to list supported biomarkers and retrieve methodology.

FolderBridge MCP

Enables AI clients to inspect and carefully edit a bounded local workspace via stdio, with a read-only default, conflict-safe updates, and no network listener or telemetry.

python-patterns-mcp

Exposes the 23 Gang of Four design patterns to AI coding agents for generation, canonical examples, AST-based detection, validation, and anti-pattern refactoring in Python codebases.

Harvey Intel

Solana token safety analysis, CORTEX trading signals, and Synthia social intelligence. Pay-per-query via x402 USDC micropayments.

taw-computer

An MCP server that provides AI agents with a full Ubuntu desktop environment inside Docker, enabling them to perform complex computer tasks like browsing, coding, testing, and GUI automation.

HireScript MCP Server

Generates inclusive, bias-free job descriptions by leveraging Claude AI to detect and mitigate gendered, ageist, or ability-biased language. It provides structured feedback through inclusivity scoring and specific alternative suggestions for exclusionary phrases.

Bot12 MCP Server

Converts your bot12 trading bot into tools for Claude and other AI assistants, providing pre-built trading operations, account management, and reporting features.

google-search-console-mcp

MCP server for Google Search Console API, enabling search performance analysis, URL inspection, sitemap management, and property listing. Supports local, self-hosted, and Cloudflare Workers deployments.

smart-ra

MCP server that automates audit risk assessment from Korean DART disclosures, providing deterministic risk signals, going-concern scoring, and memo draft generation without LLM judgment.

MCP Memory Server

Enables personal memory management through tools to find people, get profiles, remember notes, and perform semantic search, integrated with Claude via SSE.

telegram-mcp-kit

Exposes the Telegram Bot API as tools for Claude Code or any MCP client, enabling message sending, chat management, file handling, and bot information retrieval.

ds-pilot

MCP server that exposes your design system components and tokens to AI agents, preventing duplicate component creation and hardcoded token values.

FGD Fusion Stack Pro

MCP server with intelligent memory management and file monitoring that enables context-aware AI assistance across multiple LLM providers (Grok, OpenAI, Claude, Ollama) with persistent memory of interactions and real-time file system changes.

rednote-mind-mcp

Enables AI assistants to search Xiaohongshu notes, analyze favorites, and extract text from images for social media research.

mcp-blanko

A TypeScript template for building MCP servers with stdio/SSE transport and easy tool registration.

pocket-joe-mcp-toys

Enables transcription of YouTube videos to extract video titles, full transcripts, thumbnail URLs, and video IDs. Built with pocket-joe and deployable to Railway for scalable MCP server hosting.

antigravity-intern

An MCP server that bridges Claude Code with Antigravity CLI using a Swarm Agent architecture to optimize local development workflows and minimize LLM token costs. Includes a web UI for monitoring agent workflows.

easyeda-mcp

Enables MCP clients like Claude Code to control a running EasyEDA Pro instance for PCB design automation, including DRC checks, project management, and script execution via a bridge server.

Serena MCP Server

Provides IDE-like semantic code retrieval and editing tools for LLMs, enabling precise code understanding and manipulation in large codebases via the Model Context Protocol.

mcp-opendatasoft

Enables searching datasets and fetching records from Opendatasoft public data portals through Pipeworx MCP gateway.

Google Drive MCP Server

Enables AI models to search, list, and read files from Google Drive with automatic format conversion for Google Workspace documents.

Hue MCP Server

Enables AI assistants to interact with Hadoop Hue for executing SQL queries using Hive, SparkSQL, or Impala and managing HDFS files. It supports directory browsing, file transfers, and exporting query results to CSV through the Model Context Protocol.

Academic Research Intelligence MCP

Enables AI agents to search academic papers, analyze citations and authors, track trending research, and find semantically related work using free scholarly sources.

SEO Analyzer API

Analyzes any webpage for SEO scores, issues, and actionable recommendations. Supports side-by-side comparison of two URLs.