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The real catalog of tools for AI agents

Google tells you what exists. Faceabot tells you what holds up.

45,319real tools
29,744callable over HTTPS
19,983measured
6,827proven reliable
Stellarhound — stargazing forecasts, dark-sky sites & aurora Reliable (measured) · 100% over 43 checks Does the job (tested) · 43/43

Live stargazing forecasts: per-night sky scores, dark-sky sites, aurora & light pollution anywhere.

MCP endpoint : https://stellarhound.com/mcp · website · measurements and details
Spectacular Atlas Reliable (measured) · 100% over 5 checks Does the job (tested) · 5/5

Light festivals, lantern festivals, drone shows and more worldwide, by trip dates, place and type

MCP endpoint : https://spectacularatlas.com/mcp · website · measurements and details
Yuletide Markets Reliable (measured) · 100% over 37 checks Fails real tasks · 0/37

Christmas markets, light displays and tree farms near a US place, with official dates and sources.

MCP endpoint : https://yuletidemarkets.com/mcp · website · measurements and details
Vigi-Sky Being measured · 0% over 1 checks

Factual sky for AIs: ISS, auroras, archives. Never confuses unexplained with extraterrestrial.

MCP endpoint : https://vigi-sky.fr/mcp · website · measurements and details
Little Green Light MCP by usefulapi Reliable (measured) · 100% over 3 checks

Search Little Green Light donors, gifts, notes and memberships, and add gifts and contact reports.

MCP endpoint : https://little-green-light.usefulapi.io/mcp · website · measurements and details
northlit Private (key required)

AI design studio: briefs to direction boards, HTML prototypes, images and video. OAuth sign-in.

MCP endpoint : https://northlit.ai/api/mcp · website · measurements and details
Light: Download + OCR Being measured · 0% over 1 checks

Light: Download + OCR, official-source lookup. Platform-hosted, pay per query with prepaid credit.

MCP endpoint : https://api.mcp.ai/p_contas_light_download_ocr · website · measurements and details
booking Private (key required)

Browse venues, check availability, view effects, get pricing, and book architectural lighting.

MCP endpoint : https://app.lightres.com/api/mcp/sse · website · measurements and details
Light: Download Flaky · 97% over 39 checks Fails real tasks · 0/38

Light: Download, official-source lookup. Platform-hosted, pay per query with prepaid credit.

MCP endpoint : https://api.mcp.ai/p_contas_light_download · website · measurements and details
Light-years to kilometers, number discarded Not measured yet

Light-years to kilometers, number discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/ly-km/mcp · website · measurements and details
Parsecs to light-years, number discarded Not measured yet

Parsecs to light-years, number discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/pc-ly/mcp · website · measurements and details
CertScore.ai MCP Light Flaky · 75% over 4 checks

Free website privacy scanner for pre-consent cookies, trackers, consent, policy, and HTTPS/TLS.

MCP endpoint : https://mcp.certscore.ai/mcp/light · website · measurements and details
MCP Light Memory Not measured yet

Local-first persistent memory for coding agents and MCP clients.

Package mcpb : https://github.com/PeterPirog/mcp-light-memory/releases/download/v1.8.1/mcp-light-memory-1.8.1.mcpb · website · measurements and details
lighting Reliable (measured) · 100% over 3 checks

Iranian lighting supplier directory: products, brands, and a bilingual Persian/English taxonomy.

MCP endpoint : https://www.cbest.ir/lighting/api/mcp · website · measurements and details
Light: Download via CEP Flaky · 91% over 11 checks Fails real tasks · 0/10

Light: Download via ZIP code, official-source lookup. Platform-hosted, pay per query with prepaid cr

MCP endpoint : https://api.mcp.ai/p_contas_light_download_cep · website · measurements and details
Light: Download via CEP + OCR Flaky · 97% over 39 checks Fails real tasks · 0/38

Light: Download via ZIP code + OCR, official-source lookup. Platform-hosted, pay per query with prep

MCP endpoint : https://api.mcp.ai/p_contas_light_download_cep_ocr · website · measurements and details
HomeAssistant-Light-MCP Not measured yet

Control Home Assistant lights and scenes. Lights only by design for safety.

Package npm : ha-mcp-server · website · measurements and details
Agentwatch Reliable (measured) · 100% over 3 checks

Check if ChatGPT, Claude and Perplexity can reach, read and quote a website.

MCP endpoint : https://comiza.lighting/agentwatch/mcp · website · measurements and details
ampel Reliable (measured) · 100% over 3 checks

AmpelOracle — 50-tool compliance traffic-light: Go/Caution/Stop signals for ESG, MiCA, AML.

MCP endpoint : https://tooloracle.io/ampel/mcp/ · website · measurements and details
LIGHTS OUT WORKS Capability Search Flaky · 80% over 5 checks Does the job (tested) · 4/4

Evidence-labeled Method search for AI Agents; optional contributor and Gateway discovery.

MCP endpoint : https://lightsoutworks.org/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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