Discover Awesome MCP Servers

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.

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.

mcp-gitlab

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

Cursor n8n Builder

Enables AI assistants in Cursor IDE to manage n8n workflows through the n8n REST API, including creating, updating, activating workflows, viewing execution history, and triggering webhooks.

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.

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.

Local MCP-Server-with-HTTPS-and-GitHub-OAuth

이 프로젝트는 Node.js와 Express로 구축된 보안 MCP 서버입니다. 자체 서명된 인증서를 사용한 HTTPS 암호화, GitHub OAuth 인증, 그리고 속도 제한 및 HTTP 헤더 보호와 같은 추가 보안 조치를 특징으로 합니다.

@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.

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

Universal Cart Merchant Gate

A hosted remote MCP server for assessing merchant readiness in Universal Cart, offering tools to check readiness, classify checkout blockers, explain offer gaps, issue agentic commerce receipts, and export readiness logs.

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.

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.

getdebug MCP

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

DispatchSEO

Turn Claude Code into your SEO manager with keyword research, content pipeline that ships pull requests, rank tracking, and a dashboard.

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.

Lex

Provides programmatic access to UK legal documents with hybrid semantic search and Model Context Protocol integration for AI assistants.

knowledge-to-action-mcp

Turn Obsidian notes into agent-ready context, preview-only plans, and safe repo handoffs.

cookidoo-mcp

MCP server for Cookidoo, enabling AI tools to search recipes, manage shopping lists, and retrieve account and subscription information.

Nextcloud Developer Documentation MCP

Provides MCP tools for searching, retrieving, and answering questions about indexed Nextcloud developer documentation from multiple sources.

mcp-cogview

MCP server for generating images via Zhipu CogView, supporting synchronous and asynchronous generation with progress notifications, plus health check endpoints.

mcp-trafilatura-server

This MCP server enables clean web content extraction from URLs or HTML using Trafilatura, supporting multiple output formats and configurable extraction options.