Developer Tools MCP Servers

Shortl

Provides a minimal, extensible Python library for URL shortening, supporting both built-in and custom providers, with an optional MCP server for LLM integration.

Spec-Driven Development

Establishes a robust server architecture through a specification-driven approach, streamlining development of requirements, design documents, and code.

Searxng

Runs a Searxng meta-search instance from a remote script.

Code Review

Automates GitHub Pull Request reviews by integrating local development toolchains and AI.

Better Memory

Provides an enhanced knowledge graph memory system for AI models like Claude, enabling persistent recall with advanced data management and semantic search capabilities.

Fgbio

Wraps fgbio bioinformatics tools, enabling their deployment as modular MCP servers.

Database Updater

Facilitates updating databases from CSV and Excel files via a Model Context Protocol server.

N8n

Implements a Model Context Protocol (MCP) server with a simple notes system to demonstrate core MCP concepts.

MyBatis Mapper2SQL

Extracts SQL statements from MyBatis Mapper XML files, generates mock parameters, and executes tests against databases.

Linear Issues

Enables AI assistants to retrieve Linear issue details and comments using API tokens for read-only access.

Discord

Enables AI assistants to interact with the Discord platform.

Chess UCI

Interfaces with UCI chess engines like Stockfish to provide chess analysis and move generation.

Groq

Integrates the Groq API as a Model Context Protocol (MCP) server, enabling clients like Claude Desktop to utilize Groq's language models, audio transcription, and vision analysis capabilities.

Bybit

Enables AI assistants to integrate with Bybit cryptocurrency exchange APIs for automated trading, market data access, and account management.

GIMP

Integrates GIMP 3 with the Model Context Protocol, enabling external AI models and applications to remotely control the image manipulation program.

Claude-Gemini Bridge

Integrates Google's Gemini AI with Claude Code to enable AI-to-AI collaboration and provide dual AI perspectives on development tasks.

Basilisp Bridge

Enables Claude Code to interact with a Basilisp nREPL server for code execution, documentation retrieval, and namespace exploration.

Zoho CRM

Integrates with Zoho CRM by exposing its functionalities as callable tools for AI assistants via the Model Context Protocol.

Constrained Optimization

Solve complex combinatorial and numerical optimization problems with a unified interface to multiple powerful solvers, empowering AI assistants.

Github Issue

Provides a Model Context Protocol (MCP) server with a simple notes system.