Developer Tools MCP Servers

Chess

Serves Chess.com player information, statistics, active games, and game archives via a Model Context Protocol server.

Flow

Provides local and remote servers to execute FlowMCP schemas for AI–API integration.

RAG

Provides a Retrieval-Augmented Generation (RAG) server for efficient document ingestion, vector storage, and AI-powered question answering.

Iztro

Provides a Model Context Protocol (MCP) server for precise Ziwei Dou Shu astrological charting and fortune analysis using the iztro library.

Test Project

Provides a user management service leveraging the Model Context Protocol.

MdNotion

Transforms Markdown content into Notion API Blocks, facilitating programmatic integration with Notion.

Utility

Provides a suite of utility tools for computer agent ecosystem integration, enabling tasks like meeting data downloads and server status checks.

Gradio GitHub Runner

Automates building Docker images from remote GitHub repositories and publishes them to either the GitHub Container Registry (GHCR) or Docker Hub.

Server Template

Provides a standardized template for building Model Context Protocol (MCP) servers with TypeScript/Node.js.

Python Docs Server

Fetches Python documentation using the Brave Search API.

Calculator STDIO Demo

Provides a foundational Model Context Protocol (MCP) calculator server demonstrating secure and performant inter-process communication via standard input/output streams.

Movie Database

Provides natural language access and query capabilities for a MongoDB movie database.

Raindrop

Exposes the Raindrop.io API as a set of tools for AI agents and automated workflows via a Model Context Protocol (MCP) server implementation.

Puch AI Tools Starter

Provides a starter template for building custom Model Context Protocol (MCP) servers to extend AI assistant capabilities with external tools and data sources.

Model Context

Standardizes the connection of AI models to various data sources and tools.

Fastapi

Demonstrates how to mount a Model Context Protocol (MCP) server on a FastAPI application.

Interactive Draw

Enables collaborative drawing with Large Language Models using a visual grid interface.

Dotnet

Enables language models (LLMs) to access external data, tools, and custom systems via a .NET-based Model Context Protocol (MCP) server.

Aiven

Integrates Aiven services like PostgreSQL, Kafka, and OpenSearch with Large Language Models to enable full-stack solution building.

Coralogix

Enables AI agents to query Coralogix logs and perform aggregations using Lucene or DataPrime syntax.