MCP Server Directory

Implement semantic memory layer on top of the Qdrant vector search engine

The private, owned conversation-memory layer for AI. Record, transcribe, and search every meeting.

Web search using DuckDuckGo, with content fetching and parsing.

Connect AI models like Claude & ChatGPT with ROS robots using MCP

Control robots by converting natural language commands into ROS or ROS2 control commands.

Visit https://brave.com/search/api/ for a free API key. Search the web, local businesses, images,…

Provides Draw.io services to MCP Clients

Open-source agent that observes and fixes your application. Query logs, traces, metrics, incidents.

Deterministic orchestrator for CLI coding agents such as Claude Code, Codex and Aider, with per-agent git worktrees, an audit trail and cost-aware routing.

1285 professional Agent Skills + workflow recipes — searchable & fetchable over MCP.

Automated time series forecasting with model search, anomaly detection, and event risk analysis

Layered memory for AI trading agents (trades, patterns, strategy), supporting MT5, Binance and Alpaca.

A Model Context Protocol server implementation for Nx

Get to the root cause of mobile app crashes, errors & slow traces with Measure MCP

MySQL database integration with configurable access controls, schema inspection and security guidelines.

Voice interaction: speech-to-text, text-to-speech and real-time voice conversations via local microphone, OpenAI-compatible APIs and LiveKit.

Natural voice conversations for AI assistants - STT/TTS via MCP

Write and preview emails: render Markdown into email-safe HTML for Outlook and Gmail, lint drafts for deliverability and get a live preview link.

MCP server that gives Claude Code the ability to watch and understand videos — extracts frames via ffmpeg and processes audio via multiple backends

Search and read Empryo's documentation. Read-only, no auth, no local access.

3D & AR SDK for Android, iOS, Web — API docs, samples, validation, and code generation.

Format Markdown articles with Wenyan and publish them to WeChat Official Accounts.

Local-first personal memory and model server for trusted MCP agents on macOS.

RAG platform combining Graph RAG, vector search and full-text search for building knowledge graphs and context engineering.

is an open source command line tool designed to be a simple yet powerful platform for creating and executing MCP integrated LLM-based agents.

Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG.

Valkey and Redis observability: query real-time metrics, analyze slow commands, detect hot keys and investigate performance issues.

Remote MCP server to interact with Meta Ads API - access, analyze, and manage Facebook, Instagram, and other Meta platforms advertising campaigns.

Self-hosted MCP server registry for enterprise AI agents.

Open-source, Self-hosted MCP server Gateway that connects your AI Agents to MCP Servers (for developers and enterprises)

MCP server for SearXNG — privacy-respecting web search with pagination, URL reading

Manage FireCMS Cloud from an AI agent: Firestore data, collections, schemas and users.

Local-first long-term memory for AI agents, with byte-recomputable signed verification receipts.

Self-hosted gateway aggregating upstream MCP servers behind one authenticated HTTP endpoint.

MCP server for Gearboy Nintendo Game Boy / Game Boy Color emulator

The Power BI Authoring MCP server lets an AI agent create and change Power BI semantic models.

Generate secured CRUD APIs over your database, run SQL, manage files, tasks and a headless browser

Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support.

Read and search a folder of Markdown notes: search, backlinks, tags, tasks, outlines, git history.

Up-to-date documentation for your coding agent. Covers 1000s of public repos and sites. Built by ref.tools

A server that provides local, full web search, summaries and page extration for use with Local LLMs.

Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.

Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start auto-recall, secret redaction and SSH sync.

An MCP server that provides build analysis and optimization recommendations for Rspack projects.

Backend services for WeChat Mini Programs and full-stack apps: serverless cloud functions, databases and one-click deployment.

Securely run LLM-generated code in isolated containers across 7 languages and 3 container backends.

Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface.

connects QGIS Desktop to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.