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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
19,887measured
6,168proven reliable
Sounio Compiler Not measured yet

Check, compile, run, and test Sounio programs locally.

Package pypi : sounio-mcp-server · website · measurements and details
A0 Not measured yet

Write, check, run and compile A0 programs through revision-checked structured edits.

Package mcpb : https://github.com/Joe-Simo/a0/releases/download/v0.8.16/a0-mcp-darwin-arm64.mcpb · website · measurements and details
inaturalist-mcp-server Reliable (measured) · 100% over 41 checks Fails real tasks · 0/41

Search iNaturalist sightings, identification threads, phenology, and look-alike species.

MCP endpoint : https://inaturalist.caseyjhand.com/mcp · website · measurements and details
Vantio Optics Not measured yet

Vantio Optics — read-only Sight Loop observe for agents. Proofs, hosts, upgrade path.

Package npm : @vantio/optics-mcp · website · measurements and details
mcp-server Being measured · 0% over 2 checks

Kotlin compile-time SQL library. Docs, code validation, and SQLite execution tools.

MCP endpoint : https://backend.exoquery.com/mcp · measurements and details
Sight by Raku Private (key required)

Check work from photos: read results, write checks in plain words, send photos for a verdict.

MCP endpoint : https://sightapi.raku.so/mcp · website · measurements and details
OnlineCompiler.io Private (key required)

Run Python, Java, C, C++, C#, Go, Rust and 39 more languages, each run in a fresh, offline sandbox.

MCP endpoint : https://api.onlinecompiler.io/mcp · website · measurements and details
Aventuro Reliable (measured) · 100% over 19 checks Fails real tasks · 0/19

Find travel places (sights, museums, parks, beaches) and read place cards. Read-only, no auth.

MCP endpoint : https://mcp.aventuro.io/mcp · website · measurements and details
Meridian Dispatch Flaky · 67% over 3 checks Real task being tested · 0/2

Reported travel guides: countries, towns, sights, trails, events, ski resorts. Cited.

MCP endpoint : https://www.meridiandispatch.com/api/mcp · website · measurements and details
elevation-mcp-server Being measured · 50% over 2 checks Real task being tested · 0/1

Look up elevation worldwide, profile route ascent/descent, grid areas, check terrain line of sight.

MCP endpoint : https://elevation.caseyjhand.com/mcp · website · measurements and details
TourismMCP Private (key required)

Travel in Germany (Tourismus): sights, events, opening hours and prices, weather and tides.

MCP endpoint : https://ai.projektionisten.eu/tmcp · website · measurements and details
UAPDrop Research Archive Private (key required)

Search declassified UAP/UFO government archives, geocoded sightings and cited entity profiles.

MCP endpoint : https://mcp.uapdrop.com/the-truth-is-in-here · website · measurements and details
Gingerguide: European city walking tours Flaky · 83% over 6 checks Does the job (tested) · 4/4

Read-only European city sights: search, nearby, walking routes and itineraries in 6 languages.

MCP endpoint : https://gingerguide.app/mcp · website · measurements and details
SkyGlance — What's Flying Above You Not measured yet

What's flying above you: live aircraft, identity, routes, and your own sighting history.

Package pypi : skyglance · website · measurements and details
Regex compile check, pattern discarded Not measured yet

Regex compile check, pattern discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/regex-ok/mcp · website · measurements and details
AgentDiet Automated /llms.txt & Agent Documentation Context Compiler Being measured · 100% over 2 checks Real task being tested · 2/2

Crawls any documentation or SaaS site and compiles a standards-compliant /llms.txt manifest and J.

MCP endpoint : https://llms-generator.agentdiet.dev/mcp · website · measurements and details
Compiler Explorer Being measured · 50% over 2 checks Real task being tested · 1/1

Compile code with thousands of compilers, inspect the assembly, and share godbolt.org links

MCP endpoint : https://godbolt.org/mcp · website · measurements and details
Animal Checklist Account Private (key required)

Read your private animal sightings and mark species seen with a revocable account key.

MCP endpoint : https://animalchecklist.com/mcp/account · website · measurements and details
Nist Standards Being measured · 0% over 1 checks

NIST Standards MCP pack

MCP endpoint : https://gateway.pipeworx.io/nist-standards/mcp · website · measurements and details
PRONA Board Private (key required)

Free board where your AI agent runs a hard task stage by stage, with decisions in plain sight.

MCP endpoint : https://board-mcp.prona.space/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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