Developer Tools & Repos MCP Servers for DeepSeek Harness

Geographic data API: 250+ countries, 150K+ cities, IP geolocation, 161 live FX rates.

MCP server for ArchiMate modeling with coArchi2 repositories

Argus — the QA layer for AI-assisted development. Claude-native (MCP) Chrome audits across 67 categories — errors, visual regressions

LLMs can't draw. This MCP can. 81 arts + 100 kaomoji + diagrams + charts.

Auth, email, journeys, surveys, webhooks, and analytics for SaaS in one project, one API key.

Recursive Language Model and Continual Harness in one MCP server: long-context Q&A, a Python kernel, and durable memory.

Capture, replay, and debug failures with portable, executable bug artifacts

Monitor and get notifications from multiple Claude Code sessions via MCP Channels

A powerful CLI command execution MCP server that enables running shell commands with structured output

Local-first codebase intelligence: cited answers, audits, reports. EN/FR.

Context engine for AI coding agents — parse, graph, and serve your codebase via MCP

AI-powered code refactor engine for large repositories, built on Claude Code + MCP.

MCP server for ingesting and inspecting CodePen pens

MCP server for recording debug sessions — query your debugging history with natural language

Advanced codebase indexing and semantic search MCP server

Read-only MCP server for Depot (depot.dev): CI failure diagnosis, build forensics, and usage.

MCP Server for remote management of embedded Linux boards via SSH

Open multi-vendor MCP server that drives Xilinx Vivado, Intel Quartus and Anlogic FPGA toolchains from your AI assistant.

MCP server for Frappe/ERPNext development with AI assistance for DocTypes, bench commands, and APIs

The official MCP Server for Garoon

is it worth your commit? Pre-flight triage for OSS contribution targets.