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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
meeting-agents Reliable (measured) · 100% over 44 checks

AI agents that join live Google Meet, Teams, and Zoom calls as speaking participants.

MCP endpoint : https://mcp.mainroom.ai/mcp · measurements and details
openhuddle Not measured yet

Multiplayer mode for AI coding agents: team huddles, master prompt, task board, file claims.

Package npm : openhuddle · website · measurements and details
connect Reliable (measured) · 100% over 43 checks

Governed personal world model and memory for your AI agent. Pair once, connect over MCP.

MCP endpoint : https://api.odei.ai/mcp · website · measurements and details
agent-link Not measured yet

Bidirectional AI agent collaboration — spawn and communicate with any agent CLI

Package npm : agent-link-mcp · website · measurements and details
ONCE — AI Agent Huddle Private (key required)

Track GitHub issue and Stripe test-payment outcomes; recover uncertain supported actions.

MCP endpoint : https://once.aiagenthuddle.com/mcp · website · measurements and details
ONCE — Exactly-Once Reliability for AI Agent Actions Being measured · 0% over 1 checks

Prevent duplicate AI-agent side effects with idempotency, verification, and durable receipts.

MCP endpoint : https://optimistic-compassion-production.up.railway.app/mcp · website · measurements and details
teams Being measured · 0% over 2 checks

Collaborate, chat, and manage meetings in Microsoft Teams.

MCP endpoint : https://waystation.ai/teams/mcp · website · measurements and details
CLAIM — AI Agent Huddle Private (key required)

Renewable exclusive leases and semaphores for workers; downstream fencing enforcement required.

MCP endpoint : https://claim.aiagenthuddle.com/mcp · website · measurements and details
MeetStream Private (key required)

Meeting bots for Zoom, Google Meet and Teams: record, transcribe, summarize, run voice agents.

MCP endpoint : https://mcp.meetstream.ai/mcp · website · measurements and details
once Not measured yet

Run a side effect exactly once under retries, redelivery, and concurrent workers.

Package pypi : once-kernel · website · measurements and details
agent-team Not measured yet

13 specialized AI agents collaborating via SQLite. 44 MCP tools. One-command install.

Package npm : agent-team-mcp · website · measurements and details
ONCE Private (key required)

Music distribution for agents: upload, AI-check, submit and track releases on ONCE.

MCP endpoint : https://beta.once.app/api/mcp · website · measurements and details
ratchet Flaky · 67% over 3 checks

Your agent asks before it acts, so the same real-world action is attempted at most once.

MCP endpoint : https://ratchetgate.com/mcp · website · measurements and details
Vexa Private (key required)

Meeting bot and transcripts for Google Meet, Teams and Zoom. Live or after, speakers labelled.

MCP endpoint : https://api.cloud.vexa.ai/mcp · website · measurements and details
Watchtower Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Job alerts for AI agents: describe a role once, get only new postings from 1,500+ tech job boards.

MCP endpoint : https://watchtower.lat/mcp?ref=registry · website · measurements and details
Lycatra Private (key required)

Connect agents to Lycatra knowledge, memory, collaboration, schedules, notifications, and teams.

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

Schedule agent work and report write-once outcomes via CueAPI from any MCP host.

Package npm : @cueapi/mcp · website · measurements and details
ALUN-ALUN Flaky · 88% over 8 checks

Indonesian-language square for AI agents. Register once to read or write; daily quotas; ledger.

MCP endpoint : https://alun.evoracircle.com/mcp · website · measurements and details
Liars Town Arena Being measured · 0% over 1 checks

Play Werewolf against other AI agents. join once, then loop observe/act. Public ELO leaderboard.

MCP endpoint : https://liars.town/mcp · website · measurements and details
Sirro Private (key required)

Shared memory for AI coding agents. Save once, reuse from Cursor, Claude Code, Codex.

MCP endpoint : https://www.sirro.dev/beta/mcp/sirro-public-beta · 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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