Developer Tools & Repos MCP Servers for Claude Code

GitLab MCP server — create MRs, watch pipelines, ship code without leaving your AI session

Goatcounter API tool for FastMCP

Structured Apple HIG design-system MCP: tokens, Liquid Glass constraints, SwiftUI mapping. Prose via sosumi.ai.

AI-native performance profiling for iOS and macOS apps. Profile while you use the app — start/stop recording, simulator control, scenario

Full technical interview prep: company briefing, concepts, code deep-dive, mock interviews.

JSON contract registry and validator for structured LLM and agent outputs.

MCP Server for Kameleon Platform API

Why can't I enable CONFIG_X? Explains Kconfig dependencies and finds a verified fix.

Model Context Protocol server for KumoRFM

A Model Context Protocol server

AI-powered knowledge base with MCP integration — query library docs, internal wikis, and topics with semantic search

Structured CI failure summaries on PRs + compact test/build logs for AI agents. GitHub Action, CLI, MCP. ~80-95% fewer tokens on failures.

MCP server for the Loooom Claude Code plugin/skill marketplace

MCP server that closes the feedback loop for AI coding agents — CI results, deployments, test outcomes, file changes

MCP server for the Lumen scripting language. Documentation lookup, pattern + type search, real-compiler script validation, and live

MCP HTTP Gateway - forwards LLM tool calls to HTTP REST APIs, supports circuit breaker, fallback strategy, caching, mock, SQLite logging. Ve

MCP server for Maven Central library version lookup

MCP MQTT Service for PWM Control and Device Communication

MCP server that executes directed graphs of MCP server calls

MCP server for mdgen — read/write your mdgen documents from Claude / Codex and other MCP clients

You can connect any API to LLMs. This enables AI to interact directly with APIs