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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
Shareglow Reliable (measured) · 100% over 3 checks

Shareglow MCP server: scan link previews, generate OG images, short links and stats.

MCP endpoint : https://mcp.getshareglow.com/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
optics-mcp Being measured · 0% over 1 checks

Search Sunex lenses and imager sensors, match compatible optics, get pricing. No API key needed.

MCP endpoint : https://mcp.sunex-ai.com/sse · 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
Optics Not measured yet

Drive Android, iOS, smart TV and web apps from an agent; save the steps as CSV/YAML test suites.

Package mcpb : https://github.com/mozarkai/optics-agent-plugins/releases/download/mcpb-v1.11.0/optics-framework-1.11.0.mcpb · website · measurements and details
DiffBeam Gaussian Beam Optics Being measured · 0% over 2 checks

Read-only optical catalog search plus DiffBeam server, schema, and catalog revision metadata.

MCP endpoint : https://catalog-api.gaussian-beam.com/mcp/ · website · measurements and details
Optical Context MCP Not measured yet

Compress OCR-heavy PDFs into dense packed images so agents can work with long visual documents.

Package pypi : optical-context-mcp · 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
Thorlabs Optical Power Meter Not measured yet

MCP server for Thorlabs optical power meters (PM100 family, PM400, PM101, PM5020) over SCPI.

Package pypi : labmcp-thorlabs-pm · website · measurements and details
Commonlands Optics: M12 Lens and C-Mount Lens Finder + Field-of-View Calculator Flaky · 75% over 4 checks Does the job (tested) · 3/3

M12 lens and C-mount lens finder with image-sensor matching and field-of-view calculator.

MCP endpoint : https://mcp.commonlands.com/mcp · website · measurements and details
optics-mcp Not measured yet

MCP Server for Optics Design System documentation and token usage.

Package npm : optics-mcp · website · measurements and details
fiber Not measured yet

Optical ops MCP for AI DCs — gNMI, ML RUL, Digital Twin, NCCL, SPARQL semantic

Package pypi : fiber-mcp · website · measurements and details
MVisionPro Engineering Tools Reliable (measured) · 100% over 43 checks Fails real tasks · 0/43

Read-only machine-vision calculations for optics, interfaces, line scan, sensors, and models.

MCP endpoint : https://mvisionpro.com/tools/mcp · website · measurements and details
optical-intelligence Flaky · 75% over 4 checks Does the job (tested) · 3/3

Optical education, prescription transposition, horizontal decentration and approximate prism. PT/EN.

MCP endpoint : https://lensas.com.br/optical-api/mcp · website · measurements and details
blender-optics-simulator Not measured yet

Build, align & render a real optical bench in Blender; drivable by an AI agent over MCP.

Package pypi : blender-optics-mcp · website · measurements and details
SPLIDIA — operational notes and capabilities Reliable (measured) · 100% over 43 checks

Fibre optics, OTDR, network design and data centre notes from SPLIDIA, plus its service catalogue.

MCP endpoint : https://mcp.splidia.com/mcp · 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
dispense-record-mcp Not measured yet

GOC-compliant optical dispense record validation. Captures prescription, lens choice, fitting

Package pypi : dispense-record-mcp · 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
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

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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