Developer Tools MCP Servers

Github Workflow Debugger

Diagnoses and fixes GitHub Actions workflow failures through a structured decision tree using the GitHub API.

Goose

Provides a modern, responsive website template for crypto trading platforms.

Chainlit Demo

Facilitates testing Model Context Protocol (MCP) Servers using Chainlit.

AskTheApi Team Builder

Enables the construction and management of agent networks designed to interact with OpenAPI-defined APIs.

Yapi

Implements a Model Context Protocol server featuring a simple notes system with creation, listing, and summarization capabilities.

Typescript Roland

Serves a simple MCP server to introduce Roland.

Layered Code

Enables AI-assisted software development with context-aware coding using the Model Context Protocol (MCP).

CodeToPrompt

Exposes the codetoprompt library through the Model Context Protocol (MCP), enabling LLM agents to programmatically generate prompts and analyze code.

Hong Kong Law Data

Provides access to Hong Kong law and security related data through a FastMCP interface.

HiveServer2

Provides an HTTP interface for executing queries against Apache HiveServer2 instances.

GitLab Code Review

Integrates AI assistants with GitLab's merge requests to facilitate automated code review processes.

Ollama

Facilitates remote interaction with Ollama language models directly from a VS Code client.

Database

Manages SQLite databases, tables, and data through comprehensive CRUD, import/export, and advanced SQL execution.

PrimeNG

Provides access to PrimeNG component documentation and generates code snippets via a Model Context Protocol (MCP) server.

Amadeus

Enables large language models to search for flight options using the Amadeus Flight Offers Search API.

Yggdrasil

Provides a production-ready memory server for AI coding tools, offering persistent semantic memory with vector database integration and multi-project support.

Run TypeScript Skills

Enables AI agents to execute TypeScript code with access to modular APIs defined in local skills directories.

Windows Notify

Deliver customizable Windows desktop notifications, including those with interactive action buttons and custom sounds.

Animagine XL

Facilitates the Animagine XL 4.0 image generation experience by providing prompt validation, optimization, explanation, and checkpoint/LoRA management tools.

Feishu

Provides comprehensive integration capabilities for Feishu enterprise applications via a standardized Model Context Protocol (MCP) interface.