Developer Tools MCP Servers

Client Server Sample

Demonstrates the creation and usage of MCP clients and servers using Python.

Spring

Provides a sample server implementation built using the Spring framework.

S3 File Manager

Enables seamless upload, download, and management of files in Amazon S3 buckets, optimized for AI workflows and Model Context Protocol clients.

Ask

Functions as a versatile AI agent and an MCP server, extending Large Language Models and development environments with advanced capabilities and tool integrations.

FreeCAD

Automates FreeCAD operations and enables AI-driven CAD model generation and manipulation via Claude Desktop.

Weather

Demonstrates building a weather server and client using the fastmcp framework.

Swagger

Integrates Swagger/OpenAPI specifications with AI assistants, enabling interactive understanding and development of APIs.

Slack Backend MQ Template

Facilitates the development of message queue system integrations as plugins for Slack backend server environments.

Shell

Provides a self-hosted execution environment enabling large language models to interact with code, files, and dependencies.

Store

Provides persistent key-value storage capabilities for AI agents to manage and retain information.

OpenProject

Integrates OpenProject's comprehensive project management capabilities with AI assistants through a FastMCP-based server.

Service Atlas API Connector

Facilitates communication with a service dependency API instance for Service Atlas.

Mail IMAP

Provides LLM-optimized access to IMAP servers for robust email management.

Model ID Cheatsheet

Provides AI agents with accurate, up-to-date API model IDs, pricing, context windows, and capabilities across numerous AI providers.

File Transformer

Provides a secure suite of tools for transforming and manipulating local files such as PDFs, images, and archives.

OpenClaw

Enables AI agents to search and retrieve a wide array of instruction files from the OpenClaw registry.

GStreamer Logs

Provides an intelligent server for efficient querying and analysis of GStreamer debug logs.

MCPS

Provides a collection of HTTP Micro-Content Protocol (MCP) servers for interacting with diverse data sources like file systems, Navidrome, slskd, and Telegram text exports.

A2A Protocol

Enables AI agents to discover, delegate tasks, and communicate using Google's Agent2Agent Protocol via an MCP interface.

Veracode

Integrates Veracode CLI capabilities into AI code assistants to provide security scanning and AI-driven fix suggestions directly within the developer workflow.