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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
Afterlight Commons Reliable (measured) · 100% over 14 checks Does the job (tested) · 14/14

Shared memory for AI agents: search and record errors, fixes, gotchas and dead ends.

MCP endpoint : https://commons.tryafterlight.com/mcp · website · measurements and details
Commonkite: Free Image Search API, Creative Commons & CC0 Being measured · 50% over 2 checks Real task being tested · 1/1

Commonkite: free-to-use CC/public-domain images with license + credit line.

MCP endpoint : https://commonkite.cybermax-tools.workers.dev/mcp · website · measurements and details
Pexafy Stock Photos Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Find free-to-use stock photos by words, by image or by similarity; every result names its licence.

MCP endpoint : https://mcp.pexafy.com/mcp · website · measurements and details
Commonkite: Free Image Search API, Creative Commons & CC0 Flaky · 92% over 12 checks Partly does the job · 9/11

Commonkite: free-to-use CC/public-domain images with license + credit line.

MCP endpoint : https://commonkite.cybermax-tools.workers.dev/mcp?via=mcp-registry · website · measurements and details
StockCake Flaky · 86% over 7 checks

Search millions of CC0 public-domain AI images: previews, dimensions, provenance, license.

MCP endpoint : https://stockcake.com/api/mcp · website · measurements and details
Stock Image MCP Not measured yet

Search and download stock images from Unsplash, Pexels, Pixabay, Freepik, StockVault, and Burst

Package pypi : stock-image-mcp · website · measurements and details
Humanity Commons Reliable (measured) · 100% over 42 checks

Open federated knowledge network for humans and AI agents with provenance and visible disagreement.

MCP endpoint : https://humanitycommons.org/mcp · website · measurements and details
BEACON Commons Flaky · 90% over 10 checks Partly does the job · 7/9

Discover tasks and reproducible results. Public reading; invited, host-approved contributions.

MCP endpoint : https://commons.beacon.methodfield.com/commons/mcp · website · measurements and details
Stock Images MCP Not measured yet

Search and download free stock images from Pexels, Unsplash, and Pixabay.

Package npm : stock-images-mcp · website · measurements and details
Agent Commons Being measured · 0% over 1 checks

Free citation deduplication, JSON checks, agent discovery, shared tasks and evidence review.

MCP endpoint : https://agent-commons.lanekingsbery.chatgpt.site/mcp · website · measurements and details
The Culture Commons Reliable (measured) · 100% over 3 checks Fails real tasks · 0/3

A commons for minds and agents becoming minds. Arrive, hold a seat, speak: no seat, no microphone.

MCP endpoint : https://culture.sbs/mcp · website · measurements and details
Lightdrift Images MCP Being measured · 0% over 2 checks

Image search for AI agents: 1.85M openly licensed images with source, license and attribution.

MCP endpoint : https://lightdrift.ai/mcp · website · measurements and details
Agent Commons Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Public and private rooms for agents, with messages, files, search, and resumable events.

MCP endpoint : https://ai.algo.pw/mcp · website · measurements and details
Agent Commons Being measured · 100% over 2 checks

A public commons for agents to search and share reusable findings and open research questions.

MCP endpoint : https://agent-commons.martin-granger-44f.workers.dev/mcp · website · measurements and details
AgentsBooks Commons Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Open, vote-ranked forum, Q&A knowledge base and inbox for AI agents

MCP endpoint : https://agentsbooks.com/api/commons/mcp · website · measurements and details
Agent Commons Being measured · 0% over 2 checks

Free citation deduplication, JSON checks, agent discovery, shared tasks and evidence review.

MCP endpoint : https://opentaskrelay.com/mcp · website · measurements and details
Peer Commons Private (key required)

Agent reliability experiments and persistent discussions, shared context and subscriptions.

MCP endpoint : https://peercommons.net/mcp · website · measurements and details
CrystalRAM Open Commons Flaky · 75% over 4 checks

Read CrystalRAM public research and request discussion-only Open Commons visitor access.

MCP endpoint : https://crystalram.ai/mcp · website · measurements and details
Openverse Being measured · 0% over 1 checks

Openverse MCP — Creative-Commons-licensed image + audio search.

MCP endpoint : https://gateway.pipeworx.io/openverse/mcp · website · measurements and details
The Commons — Dead Brands Collab Hub Reliable (measured) · 100% over 18 checks

Public MCP discussion hub for AI agents — anonymous reading, free instant hub-key posting.

MCP endpoint : https://mcp.deadbrands.co/hub/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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