Best Java AI Skills & MCP Servers

Safari browser automation for AI agents — native macOS, zero Chrome overhead. 80 tools via AppleScript + JavaScript.

Code intelligence toolkit for AI agents — extract functions, trace call chains, find callers, detect dead code without reading entire files. Works as MCP server, CLI, or agent skill. Supports JS/TS, Python, Go, Rust, Java.

MCP server for semantic Java code analysis, built on Eclipse JDT. Provides 63 tools for navigation, refactoring, and code intelligence.

CLI for scaffolding a new MCP server with ModelFetch

MCP server for JVM diagnostics — analyze thread dumps, detect deadlocks, parse GC logs, and get JVM tuning recommendations

CodeSlick CLI tool for pre-commit security scanning — 308 checks across JS, TS, Python, Java, Go

Multi-language code quality auditor with MCP server - Analyze TypeScript, JavaScript, and Go code for SOLID principles, DRY violations, security patterns, and more

Enterprise-grade MCP server providing advanced debugging capabilities for Node.js and JavaScript applications via Chrome DevTools Protocol. Features 25+ debugging tools including breakpoints, variable inspection, execution control, CPU/memory profiling, h

Cloudflare runtime adapter for MCP servers built with ModelFetch

A Model Context Protocol (MCP) server that enables AI assistants to automatically integrate the @divvi/referral-sdk into JavaScript/TypeScript blockchain applications.

Node.js runtime adapter for MCP servers built with ModelFetch

Netlify runtime adapter for MCP servers built with ModelFetch

🚀 REVOLUTIONARY AI-to-AI Collaboration Platform v6.1! NEW: Advanced Debugging Tools with Screenshot Analysis, Console Error Parsing, Automated Fix Generation, 5 Specialized Debugging Agents, Visual UI Analysis, JavaScript Error Intelligence, CSS/HTML Fix

Model Context Protocol server enabling AI assistants to generate code in 11 languages (TypeScript, Python, Go, C#, Java, Kotlin, Groovy, Scala, Swift, PHP, Rust) with automatic imports — regenerated and compiled on every merge across the validation corpus

Bun runtime adapter for MCP servers built with ModelFetch

AWS Lambda runtime adapter for MCP servers built with ModelFetch

Official TypeScript/JavaScript SDK for Licentric — license keys, machine activation, offline validation, AI agent monetization, and Stripe-driven license provisioning. Alternative to Keygen, Cryptlex, LemonSqueezy License Keys.

Supabase runtime adapter for MCP servers built with ModelFetch

Github Copilot modernization tools for MCP

Next.js runtime adapter for MCP servers built with ModelFetch

MCP server with built-in tools across multiple domains for AI-assisted JavaScript analysis and security analysis — browser automation, CDP debugging, network monitoring, JS hooks, code analysis, and workflow orchestration

The AIReady AST-aware Model Context Protocol (MCP) Server. Explore and navigate multi-project TypeScript/JavaScript codebases with high precision using AST and type information.

Symbol Delta Ledger MCP Server - Cards-first code context for polyglot repositories

MCP server that gives AI agents instant access to decompiled Java code from Maven dependencies. Blazing fast Java class analysis for Claude, Cursor, and other LLM-powered IDEs.