Development Tools

MCP Server Security Standard (MSSS): an open, testable security control standard for certifying MCP servers, with levels, evidence requirements, and reporting schemas.

A lightweight, offline IP Whois and geolocation tool that provides cybersecurity-focused lookups and keyword-based IP asset discovery using a local SQLite database.

A collection of MCP server examples demonstrating various Java SDK implementations, including the official MCP Java SDK, Spring AI, and a declarative Java SDK.

A specialized MCP server connecting LLMs to the Eclipse SUMO traffic simulation engine, enabling automated road network generation, demand modeling, real-time TraCI control, and traffic signal optimization through AI agents.

A Model Context Protocol server that integrates Ollama for local LLM inference, allowing users to list models, view model details, and generate text directly within MCP-compatible clients.

pentestMCP is a specialized MCP server that provides AI agents with a comprehensive suite of security assessment tools like Nmap, SQLMap, and OWASP ZAP, enabling automated penetration testing through natural language.

A collection of ready-to-use Python and TypeScript templates designed for rapid MCP server development, featuring examples for file searching, web scraping, and database querying.

A bridge between LLMs and the APISIX Admin API, allowing for natural language management of gateway resources like routes, services, and plugins.

A comprehensive local-first semantic code search and context engine that provides code retrieval, automated planning, persistent memory, and AI-powered code reviews with static analysis integration.

A structured reasoning ledger and literate programming environment that allows AI agents to perform persistent, auditable thinking through graphs, branching, and mental models.

A cloud-native gateway that implements the x402 protocol to add payment support and monetization to AI agents, APIs, and services.

A comprehensive MCP server providing programmatic access to the AlphaFold Protein Structure Database, enabling protein retrieval, confidence analysis, batch processing, and visualization exports.

A robust MCP server that bridges LLMs with GDB, providing comprehensive tools for binary analysis, memory examination, and program execution control.

Provides tools to interact with Storybook documentation, allowing users to list components and extract detailed prop information using headless browser automation.

A trading assistant MCP server that integrates with Zerodha's KiteConnect API to manage trading accounts, orders, portfolios, and positions using natural language agents.

A high-speed code generation server that leverages Cerebras and the Qwen 3 Coder model to execute code changes and planning within AI-first IDEs. It provides visual diffs and fallback support via OpenRouter to ensure consistent performance during development.

A powerful MCP server that allows LLMs to safely execute sandboxed JavaScript with built-in HTTP fetch capabilities, JSONPath processing, and a secure secrets manager for protecting API keys.

Allows LLM to interact with a local git repository, incl. optional push support.

MCP (Model Context Protocol) Server. Enables custom behavioral mode management for defining, loading, and applying tailored AI behaviors through configuration files in Roo Code

A plugin and MCP server that exposes Blockbench's JavaScript API to AI agents, allowing them to create and edit 3D models and pixel art textures directly within the application.

A robust MCP server for systematic content extraction from Chinese social media platforms like Bilibili and Xiaohongshu, featuring visual login management and AI-optimized data output.

A specialized MCP server for Unity development that enables AI agents to trigger compilation and run tests directly within the Unity Editor. It facilitates automated edit-compile-debug cycles by providing real-time feedback and detailed error reporting.

A comprehensive MCP server for managing Coolify infrastructure, enabling control over teams, servers, applications, and deployments through the Coolify API.

An MCP server that integrates Trivy's security scanning capabilities to detect vulnerabilities, misconfigurations, and secrets in local projects, container images, and remote repositories.

MCP (Model Context Protocol) Server. Enables automated code reviews through multiple LLM providers by analyzing repository structures and evaluating code for security, performance, quality, and maintainability with structured output containing issues, strengths, and recommendations.

The essential MCP server for Go language development: Exposing compiler-grade semantics to AI Agents and LLM for deterministic code analysis and minimal context pollution.

MCP (Model Context Protocol) Server. Enables creation and manipulation of PowerPoint presentations with tools for adding text, shapes, images, and rendering slides to PNG using LibreOffice

A Model Context Protocol server that retrieves and formats YouTube video transcripts including metadata like video titles, support for multiple languages, and automatic paragraph segmentation.

MCP (Model Context Protocol) Server. Generates architectural diagrams from text descriptions or GitHub repositories using Mermaid syntax, supporting flowcharts, class diagrams, sequence diagrams, and repository evolution tracking.

A local-first code indexer utilizing Tree-sitter and SQLite (FTS5) to provide deep symbol resolution, semantic search, and real-time updates for LLMs across 48+ programming languages.