Discover Awesome MCP Servers

PostgreSQL MCP Server by CData

PostgreSQL MCP Server by CData

MCP OpenAPI Connector

Enables Claude Desktop and other MCP clients to interact with any OAuth2-authenticated OpenAPI-based API through automatic tool generation from OpenAPI specifications, with built-in token management and authentication handling.

mcp-gh-pr-mini

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

TaskFlow MCP

A task management server that helps AI assistants break down user requests into manageable tasks and track their completion with user approval steps.

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.

Deep Research MCP

A Model Context Protocol compliant server that facilitates comprehensive web research by utilizing Tavily's Search and Crawl APIs to gather and structure data for high-quality markdown document creation.

Jina AI Remote MCP Server

Provides web content extraction, search capabilities (web, arXiv, SSRN, images), semantic deduplication, and reranking through Jina AI's Reader, Embeddings, and Reranker APIs.

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

mcp-onedev

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

mcp-gsheets

mcp-gsheets

Remote MCP Server

A server that implements the Model Context Protocol (MCP) on Cloudflare Workers, allowing AI models to access custom tools without authentication.

MCP Server

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

Transmission MCP Server

Provides tools for interacting with the Transmission BitTorrent client via natural language, enabling users to manage torrents, configure download settings, and monitor download activity.

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.

Python MCP Sandbox

An interactive Python code execution environment that allows users and LLMs to safely execute Python code and install packages in isolated Docker containers.

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

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pyNastran MCP Server

An MCP server that enables AI agents to interact with Nastran FEA models by reading, writing, and analyzing BDF and OP2 files. It provides tools for mesh quality assessment, geometric analysis, and automated report generation for structural engineering workflows.

DeepChat 好用的图像 MCP Server 集合

Sebuah server MCP gambar untuk DeepChat.

Ghost MCP Server

Manage your Ghost blog content directly from Claude, Cursor, or any MCP-compatible client, allowing you to create, edit, search, and delete posts with support for tag management and analytics.

MolTrust

MolTrust MCP Server provides AI agents with identity verification, reputation scoring, and verifiable credentials through W3C DID-based trust infrastructure. Includes ERC-8004 on-chain agent registration and Base blockchain anchoring for tamper-proof credential verification.

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.

Nano Banana

Generate, edit, and restore images using natural language prompts through the Gemini 2.5 Flash image model. Supports creating app icons, seamless patterns, visual stories, and technical diagrams with smart file management.