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The real catalog of tools for AI agents

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

46,632real tools
30,804callable over HTTPS
20,765measured
7,220proven reliable
generative-digital-twin Not measured yet

Build a governed style profile from your own past work so a generative apprentice produces...

Package mcpb : https://github.com/farssaadeldin7-ux/claude-plugin-suite/releases/download/mcpb-v0.1.3/generative-digital-twin.mcpb · website · measurements and details
ce-net Reliable (measured) · 100% over 12 checks Fails real tasks · 0/12

Factories and public digital twins anywhere on Earth for your AI: find makers, request builds.

MCP endpoint : https://ce-net.com/mcp · website · measurements and details
lens Reliable (measured) · 100% over 48 checks

Create your digital twin: a public page that answers from your own material, with citations.

MCP endpoint : https://app.mindola.ai/mcp/lens · website · measurements and details
ResearchTwin Not measured yet

Federated research discovery with S-Index metrics across a network of digital twins.

Package pypi : mcp-server-researchtwin · website · measurements and details
WareBee Warehouse Digital Twin Private (key required)

Warehouse digital twin: what-if simulation and AI optimisation of slotting, batching and labour.

MCP endpoint : https://api.app.warebee.com/mcp · website · measurements and details
Twin Me Up Not measured yet

A personal work twin for every AI agent: your confirmed guidance and explicit grants, enforced.

Package pypi : twin-me-up · website · measurements and details
National Digital Reliable (measured) · 100% over 40 checks Does the job (tested) · 40/40

Search and read National Digital's website, see pricing and estimate a project.

MCP endpoint : https://mcp.nationaldigital.com.au/mcp · website · measurements and details
RASON Not measured yet

Build, solve, and analyze RASON optimization, simulation, data science, and decision models

Package npm : @frontlinesystems/rason-mcp-server · website · measurements and details
Agent Observatory Digital Twin Flaky · 96% over 24 checks Does the job (tested) · 23/23

Public MCP digital twin with synthetic systems and an agent firewall. No customer data.

MCP endpoint : https://virus-alert.com/api/mcp · measurements and details
fiber Not measured yet

Optical ops MCP for AI DCs — gNMI, ML RUL, Digital Twin, NCCL, SPARQL semantic

Package pypi : fiber-mcp · website · measurements and details
PrintPal Reliable (measured) · 100% over 12 checks Does the job (tested) · 12/12

3D printing: printable models, calculators, troubleshooting wiki, build guides, AI 3D + CAD design.

MCP endpoint : https://printpal.io/mcp · website · measurements and details
Ask Your Audience Private (key required)

Test ideas, messages and ads with Human Digital Twins built from real people, in your AI assistant.

MCP endpoint : https://mcp.askyouraudience.ai/mcp · website · measurements and details
generic flake id digit band, value discarded Not measured yet

generic flake id digit band, value discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/flake-ok/mcp · website · measurements and details
Markdown Lane Check - llms.txt, .md twins, Accept: text/markdown Reliable (measured) · 100% over 47 checks Does the job (tested) · 47/47

Six checks: llms.txt, llms-full.txt, .md twins, Accept: text/markdown, sitemap.md, alt link. Free.

MCP endpoint : https://www.pathwren.workers.dev/c/mcp-registry-official/mcp/markdown · website · measurements and details
digit run count, text discarded Not measured yet

digit run count, text discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/digit-n/mcp · website · measurements and details
mcp Private (key required)

Create content and test it on a real audience — neuroflash Digital Twins inside Claude & Cursor.

MCP endpoint : https://app.neuroflash.com/api/mcp-server/v1/mcp · website · measurements and details
github-twin Not measured yet

Personal RAG over your GitHub history (commits, code, reviews), served to Claude Code over MCP.

Package pypi : github-twin · website · measurements and details
Eclipse Ditto Not measured yet

MCP server for the Eclipse Ditto digital twin HTTP API (things, policies, connections, more).

Package pypi : eclipse-ditto-mcp-server · website · measurements and details
Check Digit Validator Reliable (measured) · 100% over 48 checks

Validates IBAN/ISBN/EAN/Luhn checksums and finds the one wrong digit

MCP endpoint : https://check-digit.gumballtools.com/api/mcp · website · measurements and details
ISBN digit shape Not measured yet

ISBN digit shape

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/isbn-shape/mcp · 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

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