Discover Awesome MCP Servers

Enterprise PostgreSQL MCP Server

Enables secure read-only interactions with PostgreSQL databases through natural language. Provides database inspection, table listing, and SQL query execution with built-in security validation.

FHIR MCP Server

Provides safe read-only access to synthetic healthcare data via FHIR R4, enabling AI assistants to search patients, retrieve vitals, and summarize conditions using a public sandbox.

after-effects-mcp

MCP server that lets AI assistants control Adobe After Effects - ExtendScript execution, background rendering, and deep project/layer inspection - with first-class Arabic/RTL and multilingual support. 44 tools.

Codebase RAG MCP Server

Enables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code retrieval.

MCP Memory Service

Provides intelligent, persistent memory for AI assistants with semantic search, natural language queries, and OAuth-based team collaboration, enabling context-aware conversations across multiple clients.

GroundAPI

Real-time data API for AI Agents. 10 MCP tools covering A-share stock quotes, market overview, fund data, web search, news, weather, logistics tracking, and IP geolocation.

Modellix Agent Canvas

A local stdio MCP server for visual AI work, offering an Excalidraw infinite canvas, image generation and editing, HTML drafts, presentations, and durable task recovery within a project workspace.

workos-mcp

This MCP server allows agents to interact with the WorkOS API.

MacroFactor MCP

Enables Claude.ai to read your MacroFactor nutrition data and log food back into MacroFactor.

apple-mcp

MCP server for macOS Apple apps. Enables read/write access to Notes, Reminders, Calendar, Contacts, and Safari using SQLite and JXA, all running locally.

local-llm-delegation-mcp

Optimizes token costs by intelligently delegating low-complexity tasks to local LLMs via LiteLLM, enabling cost-effective development workflows.

Perseus Vault

An encrypted, local-first memory server for AI agents that uses SQLite + FTS5 hybrid search, keeping memory off the GPU to maximize HBM for inference.

qqmusic-mcp

A local MCP server for managing and organizing a personal QQ Music library, enabling playlist operations, music analysis, and intelligent classification workflows with safe write-back and rollback.

jira-mcp-server

A read-only MCP server that provides AI agents structured access to Jira Cloud, enabling project listing, sprint overview, issue retrieval, and JQL search.

Exasol MCP Server with Governed SQL option

Provides LLM access to Exasol database via MCP tools, including metadata reading and data queries, with an optional on-premise text-to-SQL (Governed SQL) translation.

nMEMORY

Hermetic memory for AI agents — one Rust binary, one SQLite file, zero network. Recall returns evidence with provenance or abstains: no code path for making things up.

mcp-chinese-time

MCP server for parsing Chinese fuzzy time expressions (e.g., '昨天', '下午3点', '中秋节') into standard datetime formats.

Counsel MCP Server

Connects AI agents to the Counsel API for strategic reasoning and multi-perspective analysis through debate-style consultations. Enables complex decision-making by analyzing questions from multiple stakeholder perspectives with varying depths of analysis.

super-loop-mcp

A referee for self-improving AI agent loops that mines past sessions for effective workflows, improves them, and requires measured proof before declaring anything better or done, never stopping until the user stops it.

korean-law-alio-mcp

Enables searching, comparing, and analyzing Korean laws and public institution regulations through natural language, integrating 110 MCP tools covering statutes, precedents, and internal rules.

MCP Containers

数百ものMCPサーバーのコンテナ化バージョン 📡 🧠

gmc-mcp

MCP server for Google Merchant Center, providing 126 tools to manage Google Shopping feed, products, inventory, reports, promotions, returns, and account configuration via natural language.

DefectDojo MCP Server

A Model Context Protocol (MCP) server that provides comprehensive access to DefectDojo vulnerability management platform.

R2R MCP Server

A FastMCP-based MCP server for the R2R API, enabling integration with document management, knowledge graphs, and RAG systems through automatically generated tools and resources.

semaphore-mcp-server

Enables AI assistants to interact with Semaphore UI for managing Ansible, Terraform, and other automation workflows through project, task, template, and inventory management.

Semantic Scholar MCP Server

Enables searching and retrieving academic papers, authors, citations, and recommendations from Semantic Scholar via MCP.

ForeverVM

セッションレスのコードインタープリター。 AIが生成したコードを、永続的に実行されるステートフルなサンドボックスで安全に実行します。

content-genie-mcp

Korean-content MCP that consolidates real-time trends from Naver, Daum, Google, YouTube, and Zum, includes a 100+ Korean holiday database, and provides a viral-score predictor for content optimization.

Health4AI

Apple HealthKit → PostgreSQL sync + MCP server for Claude Code, Cursor, and Ollama. Open-source iOS app with reliable background sync (HKObserverQuery). 11 tools covering health summary, sleep, HRV trends, workouts, daily snapshots, metric stats, period comparison, and coaching briefs. Supports Supabase, Neon, and self-hosted Postgres. Privacy-first: your data goes to your own database.