Development Tools

A Spring Boot Starter that automatically transforms existing Spring MVC controllers and tools into MCP-compliant services with zero-to-minimal code changes.

An MCP server that enables secure terminal command execution, directory navigation, and file system operations through a standardized interface.

Interact with Language Servers usint the Language Server Protocol to provide additional context information via hover, code actions and completions.

Heimdall provides a persistent, long-term cognitive memory for AI coding assistants by indexing git history and project documentation into a Qdrant vector database. It allows LLMs to recall architectural patterns, past solutions, and session lessons across different chat sessions.

A Node.js MCP server that allows AI agents to design and manage Webflow sites using the official Webflow JavaScript SDK and Data API. It features a bridge app to sync the live Webflow canvas with AI clients like Cursor and Claude.

A comprehensive software development suite for AI assistants that provides deep research, automated project planning, codebase mapping, and an AI-native task management system using RDD methodology.

An MCP server for auditing Java source code vulnerabilities using function-level taint analysis to trace data flow from sinks back to sources and extract relevant code paths.

A SSE-based MCP router and gateway that provides unified access to enterprise systems by bridging multiple MCP servers and leveraging 300+ Apache Camel integration components.

A non-invasive inspector for running Go processes that provides tools to analyze goroutine states, memory statistics, and runtime information via MCP.

A robust Model Context Protocol server that enables AI assistants to manage PocketBase databases through schema manipulation, CRUD operations, user authentication, and database backups.

MCP (Model Context Protocol) Server. Orchestrates specialized agents for collaborative task execution with file operations, shell commands, and browser automation capabilities through a TypeScript-based API.

FlowLens acts as a bridge between recorded browser sessions and AI coding agents, providing full execution context including network logs, console output, and DOM events for debugging.

A comprehensive collection of LangGraph implementation guides, covering Agentic RAG systems, MCP server/client development, and advanced AI orchestration patterns.

A specialized MCP server that bridges AI assistants with IDA Pro, enabling automated binary analysis, disassembly retrieval, and Python script execution for reverse engineering workflows.

The official Octopus Deploy MCP server enables AI assistants to inspect, query, and diagnose software delivery pipelines, releases, and infrastructure across environments.

A collection of Model Context Protocol (MCP) servers for the OceanBase ecosystem, enabling AI assistants to manage databases, cloud platforms, and diagnostic tools.

A quantitative trading toolkit providing access to over 900 financial data columns, backtesting engines, and factor analysis for Taiwan stock markets.

A serverless code snippet management system that exposes Azure Functions as MCP tools, featuring multi-agent orchestration, semantic vector search via Cosmos DB, and automated documentation generation.

A lightweight MCP server that provides real-time weather information by geocoding city names and fetching data from the Open-Meteo API without requiring an API key.

A comprehensive MCP server providing real-time and historical financial data from the Financial Modeling Prep API, covering 250+ tools across stocks, financial statements, economics, and alternative data like insider trading and ESG scores.

A secure Model Context Protocol server that allows LLMs to execute code and scripts across multiple programming languages and network tools within isolated Docker containers.

An MCP Server implementation that integrates the Brave Search API, providing, Web Search, Local Points of Interest Search, Image Search, Video Search and News Search capabilities

A blockchain data extraction and analysis server that interfaces with Cryo and DuckDB to provide efficient SQL querying of Ethereum on-chain datasets.

MCPcat is an analytics and monitoring SDK for MCP servers that tracks user behavior, session replays, and tool usage patterns while providing seamless telemetry integration with platforms like Datadog and Sentry.

A unified AI Content Management System (AI-CMS) and MCP proxy that transforms ephemeral AI interactions into persistent, versioned, and searchable organizational memory.

Integrates Context7 with Zed to fetch real-time, version-specific documentation and code examples directly into LLM prompts, eliminating hallucinations and outdated information.

A comprehensive MCP server for Python development that enables LLMs to manage environments, execute code, install packages, and perform secure file operations within an isolated directory.

AgentUp is an enterprise-grade, configuration-driven AI agent framework that provides portable, secure, and scalable agent infrastructure with built-in Model Context Protocol (MCP) support.

A Python-based MCP framework that provides a modular environment for orchestrating agents with support for real-time weather data fetching and a RAG-enabled vector knowledge base.

A remote access bridge for IDA Pro that enables LLMs to perform binary analysis, decompile code, manage memory, and control the debugger through a multi-instance coordinator architecture.