Discover Awesome MCP Servers

RAG Context MCP Server

A lightweight server that provides persistent memory and context management for AI assistants using local vector storage and database, enabling efficient storage and retrieval of contextual information through semantic search and indexed retrieval.

kontra-mcp

Enables users to stress-test decisions and plans with structured contrarian analysis, surfacing blind spots, hidden assumptions, and failure scenarios through multiple modes such as counter, probe, redteam, and premortem.

Simple Memory MCP

Enables AI assistants to store and retrieve persistent memories with a web management interface. Supports creating, searching, and managing memories through natural language commands or a visual web dashboard.

Hong Kong Commerce MCP Server

Provides access to hotel room occupancy rate data in Hong Kong through a FastMCP interface.

Maestro MCP

Enables AI agents to orchestrate a heterogeneous machine fleet via SSH, with unified command execution, file transfer, and dispatch of coding agents across platforms.

git-finder-mcp

Enables natural language code search across multiple local Git repositories, allowing users to register projects, search for code, and explore file structures through Claude.

Scoring Engine MCP Server

Provides programmatic access to all Scoring Engine API functionality for managing Red/White/Blue team cybersecurity competitions, including scoreboard, overview, team management, service management, injects, notifications, and admin tools.

Bugsink MCP Server

Enables AI assistants to query and analyze errors from Bugsink self-hosted error tracking instances. Supports listing projects, teams, issues, and viewing detailed error events with stacktraces.

zar-jobs-ai-connector

MCP server that enables AI assistants to search and normalize job offers from portals like InfoJobs, while keeping the user in control of decisions. It provides read-only tools and respects official APIs and credentials.

mem0-mcp

MCP protocol server exposing Mem0 AsyncMemory API for AI agent context retention

MCP Log Analyzer

An AI-powered server that analyzes system log files to identify errors/warnings and recommend fixes using FastMCP, LangGraph ReAct agents, and Anthropic Claude.

ableton-mcp-extended

Enables natural language control of Ableton Live through Claude, including session management, track and clip creation, device parameter adjustment, and browser browsing.

Homelab MCP

Provides unified access to multiple homelab services including Nginx Proxy Manager, Pi-hole, Uptime Kuma, Portainer, and UPS NUT for monitoring, management, and automation through a single modular interface.

aadc-audit-mcp

A local MCP server that audits software projects against the UK ICO Age Appropriate Design Code (Children's Code) entirely on the user's machine.

container-mcp

MCP server for Apple container to manage, build, inspect, and diagnose Linux containers on macOS directly from AI agents.

vision-mcp

MCP server that provides visual question answering, image description, object detection, OCR, and image manipulation tools using OpenAI-compatible vision models.

boyuan-health-bridge

MCP server for read-only access to Xiaomi Mi Fitness shared family health data, enabling queries for family members, health summaries, and historical metrics via ChatGPT.

Zimbra MCP Server

This server enables managing Zimbra emails, contacts, tags, and calendar via the Model Context Protocol, allowing AI assistants to search, send, and organize emails, as well as handle contacts and events.

OpenSpec MCP

Enables spec-driven development with task tracking, approval workflows, and real-time progress monitoring through OpenSpec CLI functionality. Includes a web dashboard for visual management of change proposals and specifications.

BountyVerdict Agent Decision MCP Server

Provides paid decision APIs for autonomous coding agents to diagnose GitHub Actions failures, classify flaky tests, check MCP tool drift, audit agent instructions, and compare bounties.

mem0-agent-memory

An MCP server that provides persistent memory capabilities for AI agents using Mem0, enabling storage, search, and management of contextual information across conversations with support for multiple backends and LLM providers.

secure-local-mcp

A fully offline, secure MCP server that enables AI agents to search, read, write, and list local markdown notes using SQLite FTS5, with directory traversal protection.

elevenlabs-mcp

Official ElevenLabs MCP server for text-to-speech, voice cloning, audio transcription, and sound generation.

mcp-server-excel

Control Excel with Natural Language through AI assistants like GitHub Copilot, Claude, and ChatGPT. This MCP server enables AI-powered Excel automation for Power Query, DAX measures, VBA macros, PivotTables, and more.

Generate Manual Test Cases

This MCP server provides a tool to generate manual test cases in Markdown or CSV format from documentation files and custom rules. It supports text and PDF inputs and can leverage LLM sampling to automate the creation of detailed test scenarios.

mcp-national-rail

An MCP server to retrieve train schedules from National Rail using the Realtime Trains API, providing tools for live departures and arrivals.

Ghostvault

Enables AI agents to manage multiple Google accounts with persistent sessions and anti-detect browser fingerprints, supporting sign-in, account switching, Gmail access, and interaction with any Google SSO website.

bosch-flow-mcp

MCP server for Bosch eBike Flow (Smart System / BES3). Read-only access to battery health and charge-cycle trends, components and firmware, live state-of-charge, and per-ride activity data (distance, elevation, power, assist-mode, CO2), signing in with your own Bosch account via PKCE.