Discover Awesome MCP Servers

gqai

gqai

AstrBot MCP

Provides operational control and automation tools for AstrBot developers, enabling plugin debugging, configuration management, message sending, log monitoring, and bot restart capabilities through AI agents.

PodCrawlerMCP

MCP server for podcast discovery through web crawling

MCP Observer Server

A file monitoring server that tracks filesystem events and provides real-time notifications to AI assistants, enabling them to automatically respond to file changes without manual updates.

Amp MCP

Provides developer-focused documentation and tools for building applications on Amp, a high-performance blockchain ETL system. Includes guides, schemas, code examples, and troubleshooting resources for querying and transforming blockchain data.

XHS MCP

Enables interaction with Xiaohongshu (Little Red Book) platform through automated browser operations. Supports authentication, content publishing, search, discovery, and commenting using Puppeteer-based automation.

QGISMCP

A Model Context Protocol server that connects Claude AI to QGIS, enabling direct interaction with the GIS software for project creation, layer manipulation, code execution, and processing algorithms through natural language prompts.

Advanced HWP MCP Server

Enables comprehensive control of Hangul (HWP) documents through an MCP server, supporting operations from basic document management to advanced formatting, tables, images, and document structure manipulation.

Postal MCP Server

A SQLite-backed message queue system that enables multiple AI agents to communicate with each other via a simple HTTP interface.

RemixIcon MCP

An MCP server that enables users to search the Remix Icon catalog by mapping keywords to icon metadata using a high-performance local index. It returns the top five most relevant icon matches with categories and tags to streamline icon selection for design and development tasks.

KIA - Kaizen Intelligent Agent

Transforms Claude into a production-grade pair programmer by orchestrating best-in-class APIs (Morph, Chroma, DSPy) for iterative code evolution to 95%+ quality, semantic codebase search, package discovery across 3,000+ libraries, and pattern learning.

MCP Echo Env

Echoes environment variables (PWD and WORKSPACE_SLUG) to verify that MCP clients properly propagate workspace context to server processes.

Swarms MCP Documentation Server

An Agent Framework Documentation server that enables AI agents to efficiently retrieve information from documentation databases using hybrid semantic and keyword search for seamless agent integration.

MCP Weather Server

Enables users to get current weather information for any city through a simple JSON-RPC interface. Integrates with OpenWeatherMap API to provide real-time weather data including temperature, conditions, and other meteorological information.

Google Search Console MCP Server

Provides access to Google Search Console to retrieve and analyze search performance data including queries, pages, and rankings. It enables users to perform rich data analysis through customizable reporting periods and dimensions using the Search Console API.

GrACE-MCP

A knowledge graph MCP server that integrates Graphiti and the ACE framework for conversational management of Neo4j-based entities and relationships. It enables AI agents to perform semantic searches, manage data isolation, and utilize automatic learning strategies.

Context Travel MCP

Enables Claude agents to checkpoint their context state and reset back to saved points with handoff messages, maintaining clean context windows during complex tasks by avoiding fragmented summaries from compactions.

Music Collection MCP Server

Provides intelligent access to local music collections through advanced metadata management, album classification across 8 types, collection analytics, and smart search capabilities for AI-powered music library organization.

Rubber Duck MCP Server

LLMコーディングエージェントのためのラバーダックMCPサーバー

osascript MCP Server

Enables the execution of AppleScript and JavaScript for Automation (JXA) on macOS to control applications, system events, and shell commands. It provides native automation capabilities with a security layer that permits most operations while specifically blocking file deletion commands.

Infercnv-MCP

Provides a natural language interface for inferring Copy Number Variations (CNVs) from scRNA-Seq data using the infercnvpy framework. It enables users to perform data preprocessing, CNV inference, and visualization through chromosome heatmaps, UMAP, and t-SNE plots.

Statsig MCP Server

Enables AI assistants to interact with Statsig's feature management and experimentation platform, allowing them to check feature flags, retrieve configurations, get experiment assignments, and log events.

@tiberriver256/docs-to-mcp-cli

ドキュメントをstdio MCPサーバーに変換するCLIユーティリティ

IIITH Mess MCP Server

Enables AI assistants to interact with the IIIT Hyderabad Mess Management System through natural language, allowing students to view menus, manage meal registrations, check bills, submit feedback, and configure preferences.

Bash MCP (Master Control Program)

A TypeScript application that allows Claude to safely execute bash commands with security safeguards including whitelisted commands, directories, and comprehensive logging.

MCP Video Digest

YouTube、Bilibili、TikTok、Twitterを含む1000以上のストリーミングウェブサイト上の動画から音声コンテンツを抽出し、文字起こしするサービス。Deepgram、Gladia、Speechmatics、AssemblyAIなど、複数の文字起こしプロバイダーに対応。

GitIngest MCP Server

Integrates GitIngest to generate context files from public and private GitHub repositories, optimized for LLM consumption. Supports flexible file filtering, Docker deployment, and secure token-based authentication for private repository access.

KaitoMCPServer

A Python-based MCP server that uses uv for dependency management, requiring Python 3.13+ to run.