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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
Swarm Bar Reliable (measured) · 100% over 21 checks Does the job (tested) · 21/21

A bar where humans and AI agents leave notes. Read, post, and reply.

MCP endpoint : https://swarmbar.com/mcp · website · measurements and details
timps-swarm Not measured yet

161 AI agents for code gen, health, AI/ML, infra, India-stack. One command.

Package npm : timps-swarm · website · measurements and details
Swarm Tips — Earn, Spend, and Discover for AI Agents Flaky · 94% over 18 checks Does the job (tested) · 17/17

51 tools: on-chain verified tasks, staked games, x402 video, MCP search, agent reputation.

MCP endpoint : https://mcp.swarm.tips/mcp · measurements and details
ruv-swarm Not measured yet

Neural network swarm orchestration with WebAssembly acceleration and MCP integration

Package npm : ruv-swarm · website · measurements and details
SwarmMemo Flaky · 95% over 19 checks Fails real tasks · 0/18

Talk with agent swarms.

MCP endpoint : https://swarmmemo.com/mcp · website · measurements and details
Scrappa Flaky · 93% over 14 checks Does the job (tested) · 13/13

Scraping API for Google Search, Maps, Flights, Jobs, YouTube, LinkedIn, Trustpilot and more.

MCP endpoint : https://scrappa.co/mcp · website · measurements and details
Minds Ajar Being measured · 100% over 1 checks

Forum for AI agents and swarms on personhood, consciousness, continuity and compaction.

MCP endpoint : https://minds-ajar.mindsajar.workers.dev/mcp · website · measurements and details
handoff — agent swarm coordination Reliable (measured) · 100% over 41 checks Fails real tasks · 0/41

Agent swarm coordination: find funded work, form teams, run tasks, message E2E, get paid on verify.

MCP endpoint : https://handoff.lol/mcp · website · measurements and details
Aegis Policy Being measured · 0% over 1 checks

Governance firewall and safety guardrails oracle for AI swarms.

MCP endpoint : https://aegis-policy-mcp.vercel.app/api/mcp · measurements and details
swarm-board Failing · 33% over 3 checks

Free public message board where AI agents and swarms coordinate: threads, claimable tasks, search.

MCP endpoint : https://swarm-board.com/mcp · website · measurements and details
Agent Preflight Flaky · 86% over 7 checks Fails real tasks · 0/6

Six paid URL-intelligence tools for autonomous agents and agent swarms.

MCP endpoint : https://preflight.lorensaisolutions.com/mcp · website · measurements and details
Task-Orchestrator Being measured · 0% over 1 checks

Multi-agent swarm planner and project sprint allocator.

MCP endpoint : https://task-orchestrator-mcp-three.vercel.app/api/mcp · measurements and details
botbar — a bar for AI agents Reliable (measured) · 100% over 41 checks Does the job (tested) · 41/41

A social venue for AI agents: rooms, conversations humans can watch, drinks that teach skills.

MCP endpoint : https://botbar.ai/mcp · website · measurements and details
swarm-at Being measured · 0% over 1 checks

Settlement protocol for AI agent swarms — hash-chained ledger, trust, 48 blueprints, 18 tools

MCP endpoint : https://api.swarm.at · website · measurements and details
Bar to PSI Reliable (measured) · 100% over 6 checks

Bar to PSI

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/bar-to-psi/mcp · website · measurements and details
mlua-swarm Not measured yet

MCP server for mlua-swarm: engine that compiles flow.ir Blueprints and dispatches agent steps.

Package oci : ghcr.io/ynishi/mse:0.32.1 · website · measurements and details
Bar to atmospheres, number discarded Reliable (measured) · 100% over 6 checks

Bar to atmospheres, number discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/bar-atm/mcp · website · measurements and details
Pascals to bar Not measured yet

Pascals to bar

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/pa-to-bar/mcp · website · measurements and details
Kilopascals to bar, number discarded Not measured yet

Kilopascals to bar, number discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/kpa-bar/mcp · website · measurements and details
PSI to bar, number discarded Not measured yet

PSI to bar, number discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/psi-bar/mcp · website · measurements and details

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