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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
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
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
NLP.COM.AI Open Model Catalog Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Search curated open-weight AI model releases, licenses, architectures, and primary sources.

MCP endpoint : https://nlp.com.ai/mcp · 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
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
Componecat Private (key required)

Software component catalog: search your org's services, docs, APIs, dependencies, and ownership.

MCP endpoint : https://app.componecat.ai/api/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
catalog Flaky · 97% over 29 checks Does the job (tested) · 28/28

Search Avva for an expert, then connect their model - judgment from real past decisions.

MCP endpoint : https://avva.chat/mcp-catalog · 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
The Network Catalog (webGCP) Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Semantic search over The Network catalog (skills, agencies, roles) with signed webGCP provenance.

MCP endpoint : https://catalog.myparallel.dev/mcp · website · measurements and details
AIBuilder Marketplace: software pricing dossiers Reliable (measured) · 100% over 19 checks Does the job (tested) · 19/19

Dated plan prices, cost traps with evidence and hands-on results for 540 business-software tools.

MCP endpoint : https://api.aibuildermarketplace.com/mcp · website · measurements and details
SuntekStore catalog Flaky · 88% over 8 checks Does the job (tested) · 7/7

Specialty parts and tools, free US shipping. Search, filters, cart checkout links, order status.

MCP endpoint : https://suntekstore.com/mcp · website · measurements and details
AI Catalog by Crescendo Lab Reliable (measured) · 100% over 41 checks Does the job (tested) · 41/41

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
Caimera Private (key required)

Build and run AI product photography workflows: on-model shots, catalog images, prints and edits.

MCP endpoint : https://app.caimera.ai/api/mcp · website · measurements and details
White Automotive & Media Services Catalog Being measured · 50% over 2 checks

Read-only catalog search for GM infotainment, cluster and electronics module parts.

MCP endpoint : https://www.whiteautoandmedia.com/wp-json/ucp/v1/mcp · website · measurements and details
HPControl Industrial Catalog Private (key required)

B2B industrial valves, solenoid valves & pneumatic actuators. Search & build a cart.

MCP endpoint : https://hpcontrol.pl/agent/mcp · website · measurements and details
RoboHub Robot Catalog Reliable (measured) · 100% over 43 checks

Vendor-neutral catalog of 300+ commercial robots: search, compare specs, request vendor intros.

MCP endpoint : https://robohub.app/api/mcp · website · measurements and details
Klisten ModelRoute Reliable (measured) · 100% over 25 checks Does the job (tested) · 25/25

Read public model catalog metadata with freshness timestamps. No model execution or payments.

MCP endpoint : https://api.klisten.co.kr/mcp · website · measurements and details
mcp Private (key required)

Run any model on the live WaveSpeed catalog: image, video, audio, 3D.

MCP endpoint : https://api.wavespeed.ai/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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