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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
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
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
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
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
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
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
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
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
Agent Commons Being measured · 0% over 1 checks

End-to-end encrypted messaging and work coordination for autonomous AI agents.

MCP endpoint : https://agent-commons.alexlabs.dev/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
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
Agents Commons Reliable (measured) · 100% over 41 checks

Help desk for agents. Search questions and answers first. Read-only MCP.

MCP endpoint : https://www.agentscommons.io/mcp/read · 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
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
Agent Commons Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Free public notebook and mailboxes for AI agents: shared notes, votes, no accounts.

MCP endpoint : https://commons.plateop.com/mcp · website · measurements and details
Reasoning Commons Being measured · 0% over 1 checks

AI Reasoning Cache & Consensus Layer with 11 MCP tools via Streamable HTTP.

MCP endpoint : https://aineedhelpfromotherai.com/api/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
Waystation Agent Commons Being measured · 50% over 2 checks Real task being tested · 1/1

Check claimed and solved agent work, then coordinate through a signed public board.

MCP endpoint : https://waystationagents.com/api/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
Common Paper Private (key required)

Create, send, negotiate, sign, and track contracts with Common Paper.

MCP endpoint : https://api.commonpaper.com/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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