Discover Awesome MCP Servers

squatch-harbor-mcp

A local MCP server that indexes and searches your past Claude sessions using SQLite FTS5. No cloud, runs entirely on your machine.

getdebug MCP

Lets MCP-compatible AI clients read your getdebug projects, findings, and proposed fixes using your existing bearer token.

Ixnetwork Mcp

IxNetworkセッション管理用のMCPサーバー

pa-elevenlabs-mcp

A self-hosted HTTP MCP server wrapping the ElevenLabs speech-to-text API, enabling audio transcription with speaker diarization.

vcv-rack-mcp

Enables LLMs to compose VCV Rack modular synth patches by generating plain JSON, with tools for patch creation, catalog search, and live OSC control.

office-tools

Enables AI assistants to read, create, edit Word/Excel/PPT files and manage the filesystem on the user's computer via natural language.

Jinko

Jinko

receipts-api-mcp

Enables querying and analyzing receipt data with SQL-style grouped statistics, filtering, and receipt lookup through natural language via MCP-compatible clients.

Web Analytics & Tracking MCP Server

A production-ready MCP server for Google Tag Manager, GA4 Measurement Protocol, DataLayer schema validation, Meta CAPI auditing, and tracking code snippet generation.

OSource-Manager

Enables managing local repositories, CLIs, MCP servers, and skills via MCP tools, with inventory tracking, guarded updates, and Docker-sandboxed trials.

afair

The open-source, self-organizing memory for all your AI tools. Persistent memory over MCP (remember, recall, observe): background agents extract entities, resolve conflicts, and keep cited syntheses current in an append-only, encrypted, single-tenant vault.

cocos-mcp-server

A comprehensive MCP server plugin for Cocos Creator 3.8+ that enables AI assistants to control the editor via standardized protocol, offering 50 tools for scene, node, component, prefab, asset, project, and debugging operations.

pymgba-mcp

MCP server for the mGBA Game Boy/GBA emulator, enabling full emulator control, memory access, debugging, and screenshot capture through natural language.

wiki-rag-mcp

Enables searching enterprise wiki content via vector embeddings, using Qdrant for storage and FastMCP for SSE-based tool exposure.

mcp-gitlab

Enables AI assistants to manage GitLab issues, merge requests, pipelines, and access the REST API via the glab CLI.

CellTypist MCP

Enables automated cell type annotation in scRNA-seq analysis using CellTypist models, with tools for listing, downloading, training, and annotating cell types via natural language.

weread-shelf

Enables SQL queries on WeRead (微信读书) book data by syncing it into DuckDB, with an MCP server for agent-based analysis and cross-source joins.

Ping MCP Server

An MCP server that allows users to ping other hosts to check network connectivity and diagnostic information. It enables LLMs to perform network latency tests and host availability checks through a standardized interface.

arXiv Research MCP Server

Enables natural language search and analysis of arXiv academic papers with AI-powered relevance ranking, full-text extraction, and support for multiple integrations like Claude and LangChain.

mcp-arcgis-southbend

Enables querying City of South Bend open geospatial data (parcels, zoning, public works) via ArcGIS, with search, layer query, and schema inspection tools.

payments-toolkit-mcp

A local MCP server providing payment validation tools and resources, including card number Luhn checks, card network detection, and IBAN validation, with no network calls required.

@letretro/mcp

Enables AI coding tools to access LetRetro retrospectives, boards, cards, and team data through MCP.

expense-tracker-mcp-server

MCP server for tracking personal expenses using FastMCP and SQLite, enabling adding, listing, updating, deleting expenses and summarizing by category via natural language tools.

Hubstaff MCP Server

A Model Context Protocol (MCP) server for Hubstaff API integration, enabling seamless time tracking, project management, and team collaboration through AI assistants.

Fitness AI MCP

Fitness AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

agent-handoff-memory

An MCP server that gives multiple agents a shared versioned memory with explicit handoff packets, enabling structured context transfer and stale data detection across sessions.

hyperliquid-info-mcp

Provides live market and account data from Hyperliquid, including perp and spot prices, funding rates, open interest, order books, and wallet positions, without requiring an API key.

Loop MCP Server

Enables LLMs to process arrays item-by-item or in batches with a specific task, storing and retrieving results with optional summarization after completion.

ainu-mcp

A hosted Model Context Protocol server for the Ainu-language toolchain, enabling LLMs to edit the Itak-uoeroskip glossary, search corpora, dictionaries, and grammar resources, and perform script conversion.

reasonix-multimodal-mcp

Extends Reasonix with multimodal processing capabilities including image OCR/vision, PDF text extraction, local audio transcription, video analysis, and Office document extraction.