Developer Tools & Repos MCP Servers for Perplexity

Full-featured Gitee MCP server covering all Gitee API v5 endpoints

MCP server for the Handbook API – manage handbook entries via CRUD, overview and tag search.

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

MCP server for Inductive Automation Ignition: tags, alarms, history, and Perspective

Download, transcribe, and get metadata for any video/audio URL. Managed yt-dlp + speech-to-text.

Audit, scaffold, and triage agent intent specs against a 9-section template.

Independent verification that a change kept its declared constraints. No model in the verdict path.

MCP server for Java class file analysis and decompilation

MCP server for compiling and running Java/Maven/Gradle projects with structured test results

MCP server providing JSON and data manipulation tools for AI agents

KARUKIA MCP Server v3.1 — AI-powered development methodology with 27 tools, 20 skills, 1800+ checkpoints across 11 audit dimensions

MCP tool and CLI that reduces log files for AI consumption — strip noise, deduplicate, shorten IDs, fold stack traces

Magento 2 Development MCP Server for AI agents - provides cache management, module tools, and system diagnostics

Audit MCP tool activation locally and compile bloated APIs into lean, agent-optimized MCP servers

Review markdown plans before AI agents build. Annotate, gate-check, apply fixes, session handoffs.

Markdown to WeChat HTML MCP server (Node.js)

🚀 The Ultimate All-in-One MCP Server - 172 tools for Claude Desktop & AI Agents. Git, GitHub, System Monitoring, Tmux, Logs, Network

MCP server that lets AI agents create, fetch, verify, and publish Molpha oracle data.

An MCP server for neovim

A CLI companion for Next.js App Router developers that scans API routes and provides quick insights from the terminal

Generate visual AI automation workflows from any MCP client. No API key required.