Discover Awesome MCP Servers

Snowflake MCP Server

Enables Claude to interact with Snowflake data warehouses through natural language for executing SQL queries, exploring schemas, and monitoring data freshness. It streamlines data analysis workflows by bringing Snowflake capabilities directly into the AI conversation.

ghe-mcp-gateway

Enables natural language admin tasks for GitHub Enterprise Cloud, like listing private repos, access reviews, and secret scanning, with read-only safety by default.

sharpspring-mcp-server

An open-source MCP server for the SharpSpring API (Constant Contact Lead Gen & CRM) that enables AI clients to read and write Leads, discover custom fields, and call any documented API method.

Terminal MCP Server

A minimal MCP server that lets AI hosts execute shell commands in a sandboxed workspace directory.

llm-prompt-optimizer

A deterministic prompt optimization middleware for AI coding agents that preserves intent, compresses context, and detects drift, available as an MCP server with tools for optimize_prompt, classify_prompt, and more.

VerdictSwarm MCP Server

Enables AI agents to scan crypto tokens for rug pulls, scams, and risk using a six-agent consensus system. It provides real-time security audits and risk scoring for tokens on Solana, Ethereum, Base, and BSC.

Gmail MCP Server

Enables sending Gmail emails through natural language via Claude Desktop by exposing a FastAPI endpoint wrapped with MCP support.

waves

Enables Claude to analyze and repair audio files by viewing spectrograms, measuring noise, and applying fixes like healing hums or isolating speakers, all with undoable operations and without uploading audio.

cdk-serverless-mcp-server

A minimal MCP server deployed on AWS Lambda and API Gateway using AWS CDK, enabling tool execution via JSON-RPC (e.g., an add tool).

scraps-kitchen-mcp

Household-aware kitchen brain for AI agents: manage pantry inventory with freshness tracking, shopping lists, recipe collections with cook notes and per-diner ratings, dietary profiles with allergen safety, and kitchen equipment — all through 27 tools with OAuth 2.1 authentication. Includes a free tool for ingredient-based recipe generation without an account (accounts are free!).

LinkedIn MCP Server

A comprehensive Model Context Protocol server that enables AI assistants to interact with LinkedIn APIs for profile management, content creation, networking, messaging, and analytics.

PAI Memory MCP Server

Enables semantic and keyword search across AI work sessions, learnings, reflections, failures, research, and relationships stored in PAI's MEMORY directory.

DX MCP Server

Enables AI applications to write and execute natural language queries on organizational data stored in DX Data Cloud's Postgres database. Runs locally and provides a query tool for AI assistants to formulate and execute database queries with user approval.

FinanceMCP-Alpha

Calculates WorldQuant 101 Alpha factors using real-time Chinese stock market data from Tushare.

xueqiu

Enables AI clients to access Xueqiu's real-time quotes, financial statements, capital flows, and community discussions for A-shares, HK, and US stocks, with 22 tools requiring no setup.

meok-eu-aia-art-9-rms-mcp

Generates EU AI Act Article 9 Risk Management Systems with a 4-step iteration process, covering 12 risk categories and Annex IV attestation.

SkillGene

MCP-driven AI skill capsule search and evolution platform with 900+ pre-built capsules across 31 domains, enabling search, retrieval, contribution, and evolution of skill capsules.

Descope Auth MCP Server Template

A FastMCP server template with full MCP authentication via Descope, designed for easy deployment on Render. It provides a foundation for building secure, authenticated MCP servers with scope-based access control.

mcp-server-laravel

Enables AI assistants to introspect a Laravel application's routes, models, controllers, migrations, and more through the Model Context Protocol, running locally via php artisan commands and filesystem scanning.

fadlie

MCP server for DataHub that detects duplicate datasets across platforms and governance gaps, enabling users to apply governance from one twin to another with dry-run by default.

TMDB MCP Server

Provides Claude AI with direct access to The Movie Database (TMDB) for searching movies, trending content, and reviews through natural language.

doomscroll-mcp

Enables AI agents to browse Instagram Reels by automating login, scrolling, and extracting structured metadata such as URL, creator, caption, likes, comments, and audio.

CSS Tutor MCP Server

Provides personalized CSS learning updates by tracking known concepts in memory, fetching latest CSS news via Perplexity, and guiding users through new CSS features they haven't learned yet.

dingdawg-governance

Universal governance layer for AI agents — MCP-native, fail-closed, LNN interpretability. Governed receipts, IPFS audit proofs, and rollback for any agent in any framework.

Context Pilot

MCP server providing persistent, searchable memory management for AI workflows, enabling Claude Code to store, retrieve, and organize context through CRUD operations and knowledge tools.

agent-store

Minimal agent telemetry store with OTLP/HTTP ingestion to Postgres and MCP streamable-http tools for querying logs, traces, and metrics.

Instagram MCP Server

Enables access to Instagram data through EnsembleData API, allowing retrieval of user information, posts, reels, follower counts, and search functionality for users, hashtags, and locations.

redmine-mcp-stateless

A stateless, SSE-ready Redmine MCP server designed for secure team sharing.

HydraΜCP

A lightweight, extensible cybersecurity toolkit that connects AI assistants to security tools through the Model Context Protocol (MCP), enabling AI-assisted security research, scanning, and analysis.