Development Tools

An MCP server that fetches GitHub issue details and transforms them into structured task descriptions for LLM workflows, supporting public repositories without authentication.

A semantic search engine for codebases that uses Google Gemini embeddings and Qdrant vector storage to provide intelligent code discovery and visualization.

MCP (Model Context Protocol) Server. Bridges AI models with the WorkOS API for enterprise-grade user management, organization control, and identity services through a clean interface that handles authentication and API complexity.

A comprehensive MCP server for IPLocate.io providing detailed IP address intelligence including geolocation, network ASN data, VPN/proxy detection, and abuse contact information.

MCP (Model Context Protocol) Server. Captures web page screenshots using TypeScript and Puppeteer, enabling automated visual content processing for web testing, archiving, and data collection.

MockLoop MCP is an AI-native API testing platform providing automated test generation, stateful workflow management, and a revolutionary dual-port mock server architecture for secure, conflict-free testing.

A tool for exploring and interacting with Swagger/OpenAPI specifications, enabling LLMs to discover endpoints, access documentation, and generate natural language summaries for API integrations.

MCP (Model Context Protocol) Server. Enables AI control of 3D models in SketchUp through a WebSocket-based system that provides tools for creating, transforming, and modifying components, applying materials, performing boolean operations, and executing Ruby code directly in the modeling environment.

A specialized MCP server that enables AI models to interact with legacy IBM AS/400 and iSeries systems via TN5250, TN3270, and VT420 protocols using YAML-defined screen navigation flows.

MCP (Model Context Protocol) Server. Enables AI to manage Kubernetes clusters through a comprehensive set of tools for contexts, namespaces, pods, deployments, services, and other resources with optimized performance and context-aware operations.

Test, evaluate, and optimize AI agents and RAG apps

A specialized MCP server that bridges AI systems with the Sonic Pi music programming environment, allowing for the generation and control of musical compositions via Ruby code.

MCP (Model Context Protocol) Server. Integrates with the Chinese Railway (12306) system to provide train schedules, ticket availability, and travel planning information for transportation logistics within China.

MCP (Model Context Protocol) Server. Transforms complex codebases into structured summaries optimized for language models, enabling better code understanding for analysis, documentation, and technical assistance workflows.

MCP (Model Context Protocol) Server. Provides web search and advanced research capabilities with specialized tools for browsing, document analysis, media processing, and archive searching to gather information from diverse sources.

MCP (Model Context Protocol) Server. Integrates with Amazon DynamoDB to enable natural language-based table management, capacity adjustment, and data operations while maintaining safeguards against accidental deletions.

A comprehensive MCP server for interacting with the Prefect workflow orchestration platform, offering 64 tools for managing flows, deployments, automations, work queues, and monitoring logs through natural language.

Comprehensive AI-powered knowledge management system implementing the Zettelkasten method. Features atomic note creation, full-text search, AI-powered CEQRC workflows (Capture→Explain→Question→Refine→Connect), intelligent link discovery, and multi-interface access (CLI, API, Web UI, MCP). Perfect for researchers, students, and knowledge workers.

A bridge that connects Claude Desktop to LM Studio, enabling Claude to list local models, generate text, and perform chat completions using locally hosted LLMs.

MCP (Model Context Protocol) Server. Provides secure, isolated Python code execution environments with modular architecture for running untrusted code, testing solutions, generating visualizations, and performing file operations through multiple backend options including E2B and Firecracker microVMs.

MCP (Model Context Protocol) Server. Integrates with Kakao Maps API to provide location-based services including geolocation, address lookup, and map functionality for conversational interfaces

A Model Context Protocol server for GoReleaser that provides configuration validation, documentation access, and modernization tools to help AI assistants manage release workflows.

A toolset for AI assistants to programmatically download web images and perform optimization tasks like resizing and quality adjustment.

A library for reactive programming and hot module reloading in Python, specifically designed for interactive environments and Pyodide.

A lightweight, ephemeral data sandbox that provides a secure DuckDB environment for AI agents to upload CSVs and execute SQL queries without touching production databases.

A comprehensive MCP server for controlling Resonite VR worlds, allowing users to manage slots, components, and world objects via WebSocket. It features advanced capabilities for ProtoFlux node manipulation and component property updates.

A suite of specialized MCP servers for scientific research and engineering, enabling photonic circuit design, advanced document OCR, data extraction from plots, and statistical model fitting.

A curated, DevOps-focused list of Model Context Protocol (MCP) servers—covering source control, IaC, Kubernetes, CI/CD, cloud, observability, security, and collaboration—with a bias toward maintained, production-ready integrations.

A comprehensive MCP server that enables AI-driven management of GNS3 network simulations, allowing for automated topology creation, device configuration via templates, and real-time troubleshooting.

A specialized MCP server that provides expert-level assistance for Cairo and Starknet development, enabling smart contract generation and code optimization through the Cairo Coder API.