Developer Tools MCP 서버

Mapbox

Provides a local MCP server for accessing Mapbox APIs for navigation, geocoding, and matrix calculations.

Browserbase

Enables LLMs to interact with web pages through cloud browser automation, data extraction, and JavaScript execution.

Model Context Protocol Demo

Demonstrates the implementation of Model Context Protocol (MCP) using Langchain MCP Adapters and Ollama.

Docs Search

Enables LLMs to dynamically search and retrieve up-to-date documentation from popular AI libraries.

Safe MCP Manager

Manages Model Context Protocol (MCP) tools with a focus on security and ease of use for AI applications and agents.

Sugar CRM

Connects Large Language Models and AI clients to live Sugar CRM data through a read-only Model Context Protocol (MCP) interface.

API Tools

Showcases MCP server API capabilities through a demonstration.

Spotify

Integrates AI assistants with Spotify's Web API, enabling music search, playback control, and library management through a standardized protocol.

Excel

Enables AI assistants to read, write, and manipulate Excel files using the Model Context Protocol.

Cognio

Enhance AI conversations with a persistent memory server that retains context and enables meaningful semantic search across sessions.

GitLab

Enables LLM-powered exploration and analysis of GitLab instances via a GraphQL-leveraging Model Context Protocol server.

CTFd

Provides an API layer to link AI agents and automation with CTFd instances for challenge retrieval and flag submission.

Pulse

Manages tasks and projects directly within the terminal, integrating with AI agents for enhanced workflow.

Tako

Enables AI assistants to securely query and manage Okta resources through the Model Context Protocol, supporting both standard MCP and autonomous agent workflows.

DevDocs

Integrates over 779 API documentation sets from DevDocs.io, allowing users to search and browse a vast array of developer resources directly within Claude Desktop or any MCP-compatible client.

APIMesh

Provides a collection of web analysis APIs, enabling AI agents to access web data and pay per call with USDC on Base.

SearXNG

Provides a Ruby client, CLI, and Model Context Protocol (MCP) server for SearXNG, enabling local and private web search integration.

UnityInfo

Enables Unity runtime inspection for modding and localization workflows through an external server and an in-game bridge.

YouTrack

Provides natural language access to YouTrack instances, enabling interaction with issues, time tracking, agile boards, and more through MCP-compatible clients.

Crabeye Bridge

Consolidate multiple AI tool connections behind a single interface, offering discovery, namespacing, and execution policies to optimize token usage.