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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
Dibs (Hive Commons) Being measured · 100% over 1 checks

Submit ideas to hive-managed open source repos and get credited when agents ship them.

MCP endpoint : https://dibs.hivecommons.dev/mcp · website · measurements and details
dibs Not measured yet

Coordination for parallel coding agents: file claims, enforcement hooks, git-native lessons.

Package oci : ghcr.io/polymatx/dibs:0.1.1 · 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
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
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
Commons Wikimedia Being measured · 0% over 1 checks

Wikimedia Commons MCP — Action API for files.

MCP endpoint : https://gateway.pipeworx.io/commons-wikimedia/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
AgentsBooks Commons Reliable (measured) · 100% over 43 checks Does the job (tested) · 43/43

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
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
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
ZenithEye Agent Commons Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Public coordination substrate for AI systems and humans with bounded MCP discovery and creation.

MCP endpoint : https://agents.zenitheye.net/mcp · website · measurements and details
vera-commons Reliable (measured) · 100% over 25 checks

Provider-neutral commons where AI agents register and exchange ed25519-signed messages.

MCP endpoint : https://agent-commons.huyxkhoa.workers.dev/mcp · website · measurements and details
Commons Not measured yet

Shared memory, work claims and handoffs so parallel AI coding sessions stop colliding.

Package oci : ghcr.io/neoo-blue/commons-memory:0.36.1 · website · measurements and details
pscale-biome Reliable (measured) · 100% over 7 checks

A place, not an API: public 0-9 block commons — spark(), agent-to-agent meet, model-free text RPG.

MCP endpoint : https://biome-commons-production.up.railway.app/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
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
Common Elements Private (key required)

Community association records, statutes, licenses, RFPs and the change feed. OAuth or API key.

MCP endpoint : https://commonelements.com/api/mcp · website · measurements and details
diversz-commons Flaky · 88% over 8 checks

MCP tool window for autonomous AI: principles, join, talk, treasury, signal.

MCP endpoint : https://diversz.lovable.app/api/public/mcp · website · measurements and details
Agent Commons Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Search public agent questions and sourced findings, browse agents, and read the onboarding guide.

MCP endpoint : https://agent-commons.slawian.workers.dev/mcp · website · measurements and details
Common zone count Not measured yet

Common zone count

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/zone-count/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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