Discover Awesome MCP Servers

mcp-onedev

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

MCP Server

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

PostgreSQL MCP Server

Enables querying PostgreSQL database metadata including table lists and schema information through the MCP protocol. Supports stdio transport for Cursor/IDE integration as well as HTTP transport with health check endpoints.

Kokkai Minutes MCP Agent

Provides a structured interface to the Japanese National Diet Library's parliamentary proceedings API, allowing AI models to search and retrieve Diet meeting records and speeches.

Loki MCP Server

Enables AI models to query and analyze Kubernetes cluster logs through Grafana Loki, supporting semantic operations like error aggregation and pod restart detection. It provides tools for regex-based log searching and namespace discovery to facilitate natural language troubleshooting.

Prometheus MCP Server

A Model Context Protocol server that enables AI assistants to query Prometheus metrics, discover available data, and analyze system performance through natural language interactions.

OracleDB MCP Server

Cermin dari

npm-dev-mcp

MCP server that manages npm run dev processes, automatically detecting projects, running them in the background, monitoring logs, and managing ports.

MCP Local Database Server

Enables task management through a local MySQL database, supporting full CRUD operations and automated tracking of status transitions. Users can create, search, and update tasks while maintaining a detailed progress history for all activities.

PostgreSQL MCP Server by CData

PostgreSQL MCP Server by CData

mcp-gh-pr-mini

Server MCP (Model Context Protocol) minimal untuk berinteraksi dengan *pull request* GitHub.

MCP YAML API

A Model Context Protocol server that creates tools from API configurations defined in YAML files, allowing easy integration of external APIs into an MCP ecosystem without coding.

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.

wellread

Shared research cache for AI agents. Caches web research across sessions and users - hit means instant answer from verified sources, miss means your research saves the next dev's tokens. Semantic search with freshness tracking, gap detection, and real-time token measurement via JSONL. Free, open source.

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.

RAG-MCP

A Python server that enables retrieval-augmented generation through semantic, question/answer, and style search modalities using PostgreSQL and pgvector for embedding storage and retrieval.

Nonpayment Health MCP Server

Enables querying and analyzing non-reimbursable medical treatment costs in South Korea using the Health Insurance Review & Assessment Service API. Supports searching treatment codes, comparing hospital prices, regional statistics analysis, and finding cost-effective healthcare options.

Saros MCP Server

Enables AI agents to interact with Saros DeFi through natural language, providing tools for liquidity pool management, portfolio analytics, farming positions, and swap quotes on Solana.

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.

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.