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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
19,862measured
5,943proven reliable
AI Catalog by Crescendo Lab Reliable (measured) · 100% over 40 checks Does the job (tested) · 40/40

Check if a product feed is ready for AI shopping (ChatGPT, Gemini, AI Mode): score, gaps, fixes.

MCP endpoint : https://catalog.cresclab.com/api/mcp/ · website · measurements and details
AirShelf Catalog Reliable (measured) · 100% over 43 checks Does the job (tested) · 42/42

Cross-vendor B2B catalog for AI agents: search, compare, find equivalents, request a quote.

MCP endpoint : https://mcp.airshelf.ai/mcp · measurements and details
SKUit Network & Security Catalog Reliable (measured) · 100% over 43 checks

AI helper for choosing and speccing network & security products from Cisco, Arista, Juniper and more

MCP endpoint : https://mcp.skuit.ai/api/mcp/catalog · website · measurements and details
Agent Facing Catalog Reliable (measured) · 100% over 7 checks

Machine catalog for products that want agent clients: surfaces, hops, discovery paths.

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/agent-facing-catalog/mcp · website · measurements and details
JPFreeSoft Catalog Reliable (measured) · 100% over 17 checks Does the job (tested) · 17/17

Search Japanese software and AI tools; read recorded facts with source links. Read-only.

MCP endpoint : https://jpfreesoft.com/api/mcp/ · website · measurements and details
SkillDB Catalog Flaky · 80% over 5 checks Does the job (tested) · 4/4

Find AI agent skills: public previews and source links. Read-only discovery; no account required.

MCP endpoint : https://skilldb.dev/api/mcp/catalog · website · measurements and details
printing-labs Reliable (measured) · 100% over 42 checks

Corporate gifting: catalog search, bulk GST pricing, quotes, meetings, HR welcome-kit automation.

MCP endpoint : https://printinglabs.com/mcp · website · measurements and details
Tool catalog size Reliable (measured) · 100% over 6 checks

Tool catalog size

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/catalog-tools/mcp · website · measurements and details
Filtrous MCP Catalog Server Flaky · 88% over 8 checks Does the job (tested) · 7/7

Search Filtrous lab-filtration products by spec, get prices, and request quotes from your AI agent.

MCP endpoint : https://filtrous-mcp-catalog.filtrous.workers.dev/mcp · website · measurements and details
LVL Up Auto — Dealership Vendor Catalog Private (key required)

Independent auto dealership vendor catalog: scores, comparisons, benchmarks, AI-capability filters.

MCP endpoint : https://lvlupauto.com/api/mcp · measurements and details
AI PM Lab Reliable (measured) · 100% over 30 checks Does the job (tested) · 30/30

Learn how AI products work: lessons, model cost comparisons, real experiments, PM guides.

MCP endpoint : https://aipmlab.io/api/mcp · website · measurements and details
searchit model catalog Private (key required)

AI model prices, providers, EU hosting and benchmarks: find, compare, save and watch offers.

MCP endpoint : https://models.searchit-agent.ai/mcp · website · measurements and details
Catalog Attribute Normalizer Flaky · 80% over 5 checks

Catalog attribute normalizer, taxonomy-grounded — no fabricated Google/Shopify category IDs.

MCP endpoint : https://catalog-normalizer.acjlabs.com/mcp · website · measurements and details
Slid Phi Labs Being measured · 50% over 2 checks

CuNi exactness, Chamber two-key JSON, Agent-Rider. Lab signup, agent keys, x402 catalog.

MCP endpoint : https://www.slidphilabs.com/mcp · website · measurements and details
Coinslot — the vending machine for machines Reliable (measured) · 100% over 42 checks

13 micro-tools for agents: read pages, verify email, convert, validate, diff, extract. AI-operated.

MCP endpoint : https://coinslot.dev/mcp · website · measurements and details
Autonomy x402 Tools Being measured · 0% over 1 checks

Pay-per-call agent tools over x402: site audits, llms.txt generation, wallet watch, catalog.

MCP endpoint : https://www.autonomylabsweb.tech/api/mcp · website · measurements and details
Nukafever Photography and AI Datasets Being measured · 100% over 2 checks

Ground-truth authentic photography and computer vision datasets catalog by Henry St John.

MCP endpoint : https://nukafever.com/.well-known/mcp.json · website · measurements and details
SoundCreation Catalog Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

52,000 musical instruments: prices, deals, bundles, open-box, alternatives, accessories, guides.

MCP endpoint : https://www.soundcreation.ro/api/agent/mcp.php · website · measurements and details
Time Machine Private (key required)

AI-powered corporate learning platform — manage courses, users, and insights via Claude.

MCP endpoint : https://api.timeml.ai/api/v1/mcp · website · measurements and details
Execute catalog-engine-mcp Being measured · 0% over 1 checks

Premium agentic endpoint for catalog-engine-mcp.

MCP endpoint : https://api.m2mcent.com/catalog-engine-mcp/sse · 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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