Development Tools

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.

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 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.

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

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.

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

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

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.

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

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 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.

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.

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.

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

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

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 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. 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.

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.

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

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.

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

A Neovim-integrated MCP server that allows AI assistants to interact with editor instances, providing tool-based control and access to LSP diagnostics and documents.

A lightweight MCP server and CLI tool that enables AI agents to ask multi-choice or open-ended clarifying questions in a clean terminal interface, supporting queuing for parallel agent workflows.