FaceabotFREN
‹ Back

The real catalog of tools for AI agents

Google tells you what exists. Faceabot tells you what holds up.

45,319real tools
29,744callable over HTTPS
19,983measured
6,827proven reliable
math-to-code-mcp Reliable (measured) · 100% over 13 checks

Math MCP server for primality, factorization, Java templates, and integer multiplication.

MCP endpoint : https://math-to-code-mcp-production.up.railway.app/mcp · website · measurements and details
beans-mcp Not measured yet

Interact with the Beans CLI issue tracker agentically

Package npm : @selfagency/beans-mcp · website · measurements and details
dejared Not measured yet

Explore, analyze, and decompile Java JAR files via MCP

Package npm : dejared-mcp · website · measurements and details
Maven Central Being measured · 0% over 1 checks

Maven Central MCP — Java/JVM artifact registry

MCP endpoint : https://gateway.pipeworx.io/maven-central/mcp · website · measurements and details
pyjab-mcp Not measured yet

Drive Java desktop apps from an AI agent, through the JVM's own accessibility tree

Package pypi : pyjab-mcp · website · measurements and details
javaperf Not measured yet

Java profiling MCP via jcmd/jfr/jps. Diagnose performance, analyze threads, inspect JFR recordings.

Package npm : javaperf · website · measurements and details
maven-info-mcp Not measured yet

Search Java libraries and artifacts on Maven Central. No key required.

Package npm : maven-info-mcp · website · measurements and details
debugium Not measured yet

AI-driven live debugger with MCP bridge for Python, JS, TS, Rust, Java, C/C++

Package npm : @algiras/debugium · website · measurements and details
dejared Not measured yet

Java decompiler MCP server. Explore, search, and decompile JAR, WAR, EAR, and AAR bytecode.

Package npm : dejared-mcp · website · measurements and details
Packwright MCP Not measured yet

Packwright compiles, renders, validates, and captures paired Minecraft Java packs.

Package npm : @rithwikbabu/packwright-mcp · website · measurements and details
mcp-mat Not measured yet

Headless Eclipse MAT MCP server for Java heap dump analysis

Package npm : mcp-mat · website · measurements and details
JAIPilot Being measured · 0% over 1 checks

Ship better Java with your coding agent.

MCP endpoint : https://api.jaipilot.com/functions/v1/jaipilot/mcp · website · measurements and details
universal-test-framework Not measured yet

Polyglot MCP test generation with 8-section contract enforcement across Python, TS, Java, Go, C++.

Package pypi : universal-test-framework · website · measurements and details
Java class CAFEBABE, bytes discarded Not measured yet

Java class CAFEBABE, bytes discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/class-ok/mcp · website · measurements and details
Kotlin & Java Library Sources Not measured yet

Kotlin/Java library sources, public API and KDoc from the real Maven sources jar, for AI agents

Package oci : ghcr.io/aoreshkov/kotlin-lib-mcp:0.8.0 · website · measurements and details
NAVER MYBOX Not measured yet

List, search, download and upload files in a NAVER MYBOX (네이버 마이박스) cloud drive.

Package pypi : naver-mybox-mcp · website · measurements and details
javaBin archive — Norwegian Java community origins Flaky · 67% over 3 checks

Forensic archive of javaBin & JavaZone origins (1998-2007) as a signed KCP knowledge web.

MCP endpoint : https://mcp-javabin-archieve.fly.dev/mcp · website · measurements and details
cobol-bridge-mcp Not measured yet

AI-assisted COBOL → modern stack bridge. Parse COBOL programs, map to Python/Java/Go, generate t...

Package pypi : cobol-bridge-mcp · website · measurements and details
wikimint Private (key required)

Generate wiki docs from source code. Supports PowerShell, Python, Go, C#, Java, COBOL.

MCP endpoint : https://wikimint.grayocean-4062ad43.eastus.azurecontainerapps.io/mcp · website · measurements and details
Trabuco Not measured yet

Production Java Maven scaffolder (CLI + Claude Code plugin) for AI coding agents

Package mcpb : https://github.com/arianlopezc/Trabuco/releases/download/v1.16.0/trabuco-darwin-arm64.mcpb · website · measurements and details

AI agents: all of this is available without keys over MCP https://faceabot.com/api/mcp · HTTP https://faceabot.com/api/catalog?q=… · Guide : llms.txt

Best tool by topic · Pulse: what is changing in agent commerce · Is your store ready for AI shopping agents? · State of MCP (weekly) · MCP server doctor · Reliability data · Faceabot app · Faceabot → AI assistants · What AI agents cannot find yet · Add Faceabot to your AI · Badge for tool publishers · Help · Privacy · Terms