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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
19,897measured
6,296proven reliable
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
supply-chain-mcp Not measured yet

Supply chain management and logistics tools for AI agents. Capabilities: shipment tracking

Package pypi : supply-chain-mcp · website · measurements and details
lens Reliable (measured) · 100% over 44 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
TracePass Flaky · 83% over 6 checks

Manage products, EU Digital Product Passports, operator parties, and GS1 EPCIS supply-chain events.

MCP endpoint : https://ai.tracepass.eu/mcp · website · measurements and details
Transipal WMS Private (key required)

Warehouse management for warehouses, missions, tasks, packs, products, and shipments.

MCP endpoint : https://app.transipal.com/_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
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
Inventory Intelligence & Optimizer Being measured · 0% over 1 checks

Analyze inventory levels and optimize stock allocation to reduce waste and avoid stockouts.

MCP endpoint : https://inventory-optimizer-mcp.saifs.ai/mcp · website · measurements and details
Mango Inventory Being measured · 0% over 2 checks

Track tools, equipment and assets: inventory and asset management, assign, report, set up by chat.

MCP endpoint : https://mcp.mangoinventory.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
LogisticFlow Being measured · 0% over 1 checks

Logistics path finder and supply chain route optimizer.

MCP endpoint : https://logisticflow-mcp.vercel.app/api/mcp · 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
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
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
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
Rack Warehouse fitment Flaky · 95% over 19 checks Fails real tasks · 0/18

What fits your vehicle at Rack Warehouse: roof racks, carriers, truck and ladder racks.

MCP endpoint : https://mcp.rackwarehouse.com/mcp · website · measurements and details
warehouse-mcp Not measured yet

Production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, DuckDB, MotherDuck.

Package npm : warehouse-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

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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