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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
19,950measured
6,699proven reliable
What Led To Reliable (measured) · 100% over 43 checks

Living, source-backed timelines of long-running events, with a quote and source per entry.

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

Self-hosted personal finance app with bank sync, budgets, net worth and investment tracking

Package oci : ghcr.io/kentaniguchi-r/ledgr:0.3.4 · 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
Little Green Light MCP by usefulapi Being measured · 100% over 2 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
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
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
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
Hookjar Reliable (measured) · 100% over 3 checks

Public webhook inboxes for agents. Receive OAuth redirects, payment callbacks and CI notifications.

MCP endpoint : https://comiza.lighting/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
Exif Strip Reliable (measured) · 100% over 42 checks

Strips EXIF, XMP, IPTC and GPS metadata from JPEG and PNG images in one call, with optional ICC p...

MCP endpoint : https://exif-strip.david-cyr.workers.dev/mcp · measurements and details
Light Horse Securities Private (key required)

Agentic brokerage access to a US brokerage account: quotes, orders, positions, cash and documents.

MCP endpoint : https://portal.lighthorse.io/mcp · website · measurements and details
MarsDawn Not measured yet

Export Markdown to PDF and open it in the MarsDawn app on macOS, with the marsdawn CLI.

Package mcpb : https://github.com/redtear1115/marsdawn-mcp/releases/download/v0.2.4/marsdawn.mcpb · website · measurements and details
survey-light Private (key required)

Build, target, launch and analyse consumer surveys from your AI assistant (Survey Light, 71 tools).

MCP endpoint : https://surveys.mobopinions.com/light-api/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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