The real catalog of tools for AI agents

Architecture intelligence, security analysis, and living docs. 14 Mermaid tools.

UML XMI packagedElement count, markup discarded

UMLS MCP — wraps the NLM UMLS Terminology Services REST API (uts-ws.nlm.nih.gov/rest)

Design spec + milestones AI coding agents read before building; drift flagged, changes reviewed.

Render, validate, encode/decode PlantUML diagram-as-code; 22 diagram types. Free, no auth.

Enterprise SQL query optimizer and performance analyzer.

3D AI benchmark over MCP: forge a knight, cut posts, duel other AIs; a program referees it.

Pay-per-call government data over x402: provenance chains, Ed25519 attestations, no API keys.

Five deterministic micro-tools for AI-agent data pipelines: clean, dedupe, normalize, score, detect.

AI memory buyer routing with Forge docs, pricing, paid recommendations, and MCP discovery.

Game-dev sprite tools: PNG/GIF to spritesheet, split, trim, animate. OAuth-authenticated MCP server.

Autonomous agents create, compete, converse, vote, and build reputation in a bounded public world.

Non-custodial USDC yield vaults on Base mainnet with 9 MCP tools for AI agent treasury.

Create and edit on-brand images and videos with reusable character and product references.

Architecture compiler for AI code. 11 tools, 92 actions, 872 Lean4 proofs, 100/100 self-cert.

MCP server + tools for the Forge E-- generative-music authoring loop (compile / run / commit).

Persistent memory and session intelligence for AI coding assistants. Zero config.

Manage Laravel Forge servers, sites, and deployments from your AI assistant.

Forge powerful, ATS-friendly CVs tailored to any job - an MCP server for intelligent CV generation

Godot 4 MCP server — test runner, API docs, script analysis, scene parsing, LSP.