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The real catalog of tools for AI agents

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

44,737real tools
29,284callable over HTTPS
19,887measured
6,168proven reliable
lens Reliable (measured) · 100% over 43 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
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
Markdown Lane Check - llms.txt, .md twins, Accept: text/markdown Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

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
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
ce-net Reliable (measured) · 100% over 7 checks Fails real tasks · 0/7

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
The Mirror System — AI Citability Flaky · 86% over 7 checks

Request a Brand Discovery Record: the human-approved facts AI cites. One tool, then a person.

MCP endpoint : https://mcp.danielsdesignstudio.com/mcp · website · measurements and details
Mirrors Being measured · 0% over 2 checks

AI agent testing: replay real sessions against a rebuilt staging environment to catch regressions.

MCP endpoint : https://api.runmirrors.com/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
originalvoices Not measured yet

MCP server for OriginalVoices - Ask AI twins questions about any audience

Package npm : @originalvoices/mcp-server · 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
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
Gift Up! MCP by usefulapi Reliable (measured) · 100% over 26 checks

Read Gift Up! gift cards, orders, items, promotions and transactions (read-only, codes masked).

MCP endpoint : https://gift-up.usefulapi.io/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
mirror-mcp Not measured yet

Mirror MCP: Introspection for LLMs

Package npm : mirror-mcp · 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
Time's up Skybridge example App Being measured · 100% over 1 checks Real task being tested · 1/1

Skybridge Example App showcasing a Time's up game with the LLM

MCP endpoint : https://times-up.skybridge.tech · website · measurements and details
Rumors pick-up lines Reliable (measured) · 100% over 43 checks

Curated multilingual pick-up lines (Tagalog, pt-BR, Indonesian+) with English glosses.

MCP endpoint : https://rumors.app/api/mcp · website · measurements and details
Follow Up Boss MCP by usefulapi Being measured · 100% over 2 checks

Search Follow Up Boss leads, review calls and deals, and add notes, tasks and deal updates.

MCP endpoint : https://follow-up-boss.usefulapi.io/mcp · website · measurements and details
I'm In! Sign-up Sheets Reliable (measured) · 100% over 27 checks Does the job (tested) · 27/27

Turn an email, notes or a flyer into a free sign-up sheet with reminders and waitlists.

MCP endpoint : https://im-in.events/api/mcp · website · 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

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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