Discover Awesome MCP Servers

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.

Semantic Scholar MCP Server

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

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.

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.

Test MCP Server

A simple learning-focused MCP server that demonstrates basic functionality with tools for mathematical operations, system information, and email validation, plus sample file resources. Perfect for understanding MCP protocol basics and testing integrations.

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.

Capillus Hermes MCP

Enables tracking and monitoring of Capillus Bluetooth caps for treatment sessions, adherence, and device status using local BLE data, without requiring cloud APIs.

MCP Containers

Versi terkontainerisasi dari ratusan server MCP 📡 🧠

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.

second-brain-mcp

Turns an Obsidian vault into semantic memory for coding agents, providing read-only semantic search and a human-approved write workflow via MCP.

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.

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.

pronote-mcp

A local MCP server that exposes Pronote (French school management system) data via MCP, enabling AI assistants to retrieve schedules, homework, grades, absences, and more. Supports token-based authentication with QR code setup.

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.

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.

Sahmk MCP

Enables AI agents to access Saudi market data, including company profiles, market details, and historical data from Tadawul, through the MCP protocol.

Brainbase MCP Server

Provides 70 tools to interact with the Brainbase API, enabling management of workers, chat/voice deployments, flows, resources, and more via natural language.

Salesforce Metadata-Aware RAG MCP

Enables AI copilots to understand and query Salesforce org configurations through intelligent metadata chunking and semantic search. Provides access to Apex classes, custom objects, flows, layouts, and other metadata with hybrid vector and keyword search capabilities.

markupR MCP Server

Enables AI coding agents to capture screen and voice recordings, extract timestamped frames, and receive structured Markdown reports with context for bug fixing and UI feedback.

Qwen3-Coder MCP Server

Integrates the Qwen3-Coder 30B parameter model with Claude Code through 5 specialized tools for code review, explanation, generation, bug fixing, and optimization. Optimized for 64GB RAM systems with advanced performance settings including flash attention and parallel processing.

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.

Template MCP

A secure MCP server using FastMCP and Eunomia Authorization, providing granular access control with dynamic JSON policies.

local-llm-delegation-mcp

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

INDIAN MEDICINES (MCP SERVER)

Server API komprehensif untuk pencarian informasi obat, saran alternatif, dan analisis komposisi. Server ini menyediakan berbagai endpoint untuk mencari, memfilter, dan menganalisis data obat dengan fitur-fitur canggih seperti pencocokan fuzzy dan perbandingan harga.

ANSES Ciqual MCP Server

Provides SQL access to the ANSES Ciqual French food composition database, enabling query of nutritional data for over 3,000 foods with full-text search support.

ForeverVM

Interpreter kode tanpa sesi. Jalankan kode yang dihasilkan AI secara aman di dalam sandbox stateful yang berjalan selamanya.