Development Tools

A highly extensible and secure MCP server that allows developers to add capabilities using sandboxed WebAssembly plugins written in any language.

A laboratory and experimentation hub for integrating Azure API Management (APIM) with the Model Context Protocol (MCP) to manage AI tools, credential authorization, and security for Large Language Models.

A centralized MCP server for managing multi-project memory banks, providing remote access to file-based state and context for AI assistants.

A minimalistic MCP client with a good feature set.

A structured reasoning server that helps users break down complex problems into methodical, sequential thinking stages with metadata tracking and progress visualization.

A robust, modular Go framework designed for building production-grade backend applications with built-in support for observability and dependency injection.

A declarative framework that turns Markdown files and CLI tools into shareable LLM applications and MCP-compatible services. It allows users to define tools like SQL clients, grep, or curl directly in Markdown frontmatter to create modular AI agents.

Golf is a production-ready framework for building and scaling MCP servers with built-in support for enterprise authentication, OpenTelemetry, and automatic tool discovery.

A security-oriented runtime that enables AI agents to dynamically load and execute WebAssembly components as tools within a secure Wasmtime sandbox.

A unified context engineering infrastructure that provides secure, OAuth-managed MCP connections to 38+ services like GitHub, Slack, and Notion via a single endpoint.

An MCP server that enables AI agents to control web browsers using the browser-use framework, supporting OpenAI's GPT-4o for navigation and task execution.

A self-hosted registry and gateway that centralizes management for multiple MCP servers, allowing organizations to control tool access, monitor interactions, and provide a single endpoint for AI agents.

A design reference project for a compliant, modern Bank API that exposes its OpenAPI operations as tools via the Model Context Protocol.

VectorCode is a repository indexing tool that uses semantic search and chunking to provide task-relevant code context to LLMs, reducing hallucinations in coding tasks.

An MCP server for codebase indexing and semantic search that provides automatic incremental updates, .gitignore integration, and multi-encoding support to find relevant code snippets.

A specialized MCP server that deploys autonomous Browser-Use agents to perform multi-agent QA testing on local or live websites for UI, accessibility, and technical defects.

MCP (Model Context Protocol) Server. Execute code in a secure WebAssembly sandbox supporting Python, JavaScript, C, C++, Ruby, and PHP

connects QGIS to Claude AI through the MCP. This integration enables prompt-assisted project creation, layer loading, code execution, and more.

A comprehensive MCP server that enables natural language management of Kubernetes clusters, supporting pods, deployments, Helm charts, and security auditing.

k8m is an AI-powered lightweight Kubernetes dashboard and MCP server that enables large language models to manage clusters via 49 built-in tools.

Debug your AI agents

`Unity Editor` and `Unity Runtime` MCP integration. Unit Test, Coding, C# Roslyn, Reflection, Assets. Helps to create games with AI. And helps to run AI logic in the game in runtime.

An MCP server that provides AI assistants with real-time access to stock market and cryptocurrency data, including financial statements, historical prices, and company news.

An MCP server that enables web search capabilities using DuckDuckGo and provides intelligent content fetching and parsing for LLM-friendly consumption.

A powerful Model Context Protocol (MCP) server that provides seamless access to Apple Developer Documentation through natural language queries. Search, explore, and get detailed information about Apple frameworks, APIs, sample code, and more directly in your AI-powered development environment.

An all-in-one developer tool and SDK designed for debugging, managing, and deploying Model Context Protocol (MCP) servers with integrated inspector and interactive testing capabilities.

Hyperbrowser is the next-generation platform empowering AI agents and enabling effortless, scalable browser automation.

A static analyzer for Solidity smart contracts that identifies security vulnerabilities and code quality issues in Foundry and Hardhat projects.

A LinkedIn automation server that enables AI assistants to scrape user profiles, analyze company data, and conduct job searches directly through a secure browser session.

MCP (Model Context Protocol) Server. Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel prompt sending and response file saving capabilities.