Discover Awesome MCP Servers

HDFS MCP Server

A Model Context Protocol server that enables interaction with Hadoop Distributed File System, allowing operations like listing, reading, writing, and managing HDFS files and directories.

AskDocs MCP Server

Enables semantic search and retrieval of information from technical documentation PDFs using RAG-powered natural language queries with Ollama embeddings and LLMs.

File MCP Server

A Model Context Protocol (MCP) server that enables AI assistants to perform comprehensive file operations including finding, reading, writing, editing, searching, moving, and copying files with security validations.

Medicine Carousel MCP Server

Displays FDA-approved Lilly Direct pharmaceuticals in an interactive carousel interface and provides authenticated user profile access through OAuth 2.1 integration with AWS API Gateway.

chatExcel

A Model Context Protocol server for intelligent Excel processing and data analysis, offering tools for reading, validating, executing code, and generating interactive visualizations with Excel files.

Rust Minidump MCP

Analyzes application crash dumps and extracts debug symbols, transforming Windows minidump files into readable stack traces and providing AI-powered crash analysis to help identify root causes and fix critical issues.

qyweixin_bot_mcp_server

企业微信群通知机器人

Liana-MCP

Enables natural language interface for single-cell RNA-Seq analysis using Liana. Supports reading/writing scRNA-Seq data, cell-cell communication analysis, and visualization through circle plots and dotplots.

Spix

Give AI agents a real phone number and voice. Make calls, send email, manage contacts — 26 tools, 12 resources.

Zendesk MCP Server

Enables AI agents to interact with Zendesk ticket data for customer support analysis and insights. It supports searching tickets by tags or keywords, retrieving ticket details, and analyzing agent performance and service trends.

mcp-server

Demo MCP

Bitso MCP Server

Enables interaction with the Bitso cryptocurrency exchange API to access withdrawals and fundings data. Provides comprehensive tools for listing, filtering, and retrieving withdrawal and funding transactions with proper authentication and error handling.

mediawiki-mcp-server

Model Context Protocol (MCP) server for MediaWiki

Delphi Build MCP Server

Enables AI coding agents to compile Delphi projects programmatically by parsing .dproj files, executing the Delphi compiler, and returning structured error results with multi-language support and automatic configuration generation from IDE build logs.

Remote MCP Server Authless

A serverless MCP implementation on Cloudflare Workers that allows connecting AI models to custom tools without requiring authentication.

FinanceMCP

Professional financial data MCP server integrating Tushare API, providing real-time financial data and technical indicators analysis for stocks, indices, funds, bonds, and cryptocurrencies across multiple markets (A-share, US, HK, crypto).

MCP Server Validation

Repositori pengujian untuk validasi server GitHub MCP

mcp-server-python

Cermin dari

Grafana MCP Server

Enables AI assistants to interact with Grafana dashboards, datasources, alerts, incidents, and monitoring data through 43 comprehensive tools. Supports querying Prometheus metrics, Loki logs, managing incidents, and dashboard operations with full authentication support.

mcp-onedev

Interact with OneDev for CI/CD spec editing, pull request review, and issue workflow automation etc.

Graphiti MCP Server

Enables AI assistants to build and query temporally-aware knowledge graphs from conversations and data, maintaining persistent memory of entities, relationships, and facts across interactions.

universal-mcp-toolkit

A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.

Bulk WhatsApp Validator

Enables validation of single or bulk WhatsApp numbers and retrieval of account metadata, such as business status and profile info, via the Bulk WhatsApp Validator API.

Omega

Persistent memory for AI coding agents

razorpay-mcp

Server MCP Razorpay tidak resmi

Weather MCP Server

Provides real-time, historical, and forecasted weather data for any location worldwide using the Open-Meteo API. It includes specialized tools for agricultural growing conditions, weather alerts, and up to 16 days of forecasts across multiple transport modes.

Local Stock Analyst MCP

Provides comprehensive stock intelligence workflows by integrating data from multiple providers for market analysis, technical indicators, and fundamental data. It enables users to perform technical, fundamental, and risk analysis alongside options and news tracking through a unified tool registry.

Screeps World MCP Service

Integrates live Screeps game data into AI development workflows, providing comprehensive tools for room operations, market analysis, and user management. It enables AI agents to monitor game status and interact with the game world through the Model Context Protocol.

MCP Server

Manages query validation, database connection, and security for a system that transforms SQL databases into interactive dashboards using natural language queries.