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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
19,874measured
6,054proven reliable
bitHuman docs Reliable (measured) · 100% over 43 checks Does the job (tested) · 42/42

The bitHuman docs over MCP: two read-only tools, search and fetch; it needs no account and no key.

MCP endpoint : https://docs.bithuman.ai/docs-mcp · website · measurements and details
SiteGPT Docs Reliable (measured) · 100% over 3 checks Does the job (tested) · 3/3

Search the SiteGPT documentation: setup, features, API reference, troubleshooting.

MCP endpoint : https://sitegpt.ai/docs/mcp · website · measurements and details
JMeter Docs Reliable (measured) · 100% over 41 checks

Apache JMeter community documentation, conversion tools, linters, and calculators for AI agents.

MCP endpoint : https://docs.jmeter.ai/api/mcp · website · measurements and details
Lium Docs Reliable (measured) · 100% over 42 checks Does the job (tested) · 9/9

Search and read the Lium GPU rental docs: pods, CLI, SDK, REST API and agent guides.

MCP endpoint : https://docs.lium.io/mcp · website · measurements and details
bitHuman Flaky · 67% over 3 checks Real task being tested · 2/2

Animated AI characters in your chat: short clips of a character saying your words, or a live talk.

MCP endpoint : https://mcp.bithuman.ai/mcp · website · measurements and details
Medius Docs Reliable (measured) · 100% over 3 checks

Medius docs: the binary control protocol, device behavior, and the medius Rust library.

MCP endpoint : https://medius.k4tech.net/mcp · website · measurements and details
classifier.dev docs Flaky · 96% over 23 checks Does the job (tested) · 22/22

classifier.dev documentation as tools: list, read and search the reference, benchmark and guides.

MCP endpoint : https://classifier.dev/mcp/docs · website · measurements and details
OpenVidu Docs Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

The official OpenVidu documentation, per version, for coding agents.

MCP endpoint : https://docs-mcp.openvidu.io/mcp · website · measurements and details
CometChat Docs Flaky · 92% over 12 checks Does the job (tested) · 11/11

CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app.

MCP endpoint : https://mcp.cometchat.com/mcp · website · measurements and details
KIRUPA Tutorials & Code Library Being measured · 100% over 2 checks Real task being tested · 2/2

Search and read hundreds of web development, JavaScript, CSS, canvas, and DSA tutorials from KIRUPA.

MCP endpoint : https://www.kirupa.com/mcp/ · website · measurements and details
human-standards Not measured yet

Read-only Human Standards guidance for accessible, usable interface design.

Package npm : @humanstandards/mcp-server · website · measurements and details
Nifra docs Reliable (measured) · 100% over 17 checks Does the job (tested) · 17/17

Nifra docs, runnable examples, and API types as an MCP server for any AI assistant.

MCP endpoint : https://mcp.nifra.dev · website · measurements and details
Cerebrium Docs Flaky · 75% over 4 checks Real task being tested · 2/2

Search the Cerebrium docs: deployment, cerebrium.toml, hardware, endpoints. Also sends feedback.

MCP endpoint : https://cerebrium.ai/docs/mcp · website · measurements and details
vonage-documentation-mcp Reliable (measured) · 100% over 41 checks

MCP server for Vonage API documentation, code snippets, tutorials, and troubleshooting.

MCP endpoint : https://documentation-mcp.vonage.dev/mcp · website · measurements and details
Lib Docs Hint Not measured yet

HTTP status for a public library docs URL. Body discarded.

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/lib-docs-hint/mcp · website · measurements and details
Wikimedia Enterprise docs Reliable (measured) · 100% over 42 checks Fails real tasks · 0/42

Wikimedia Enterprise API docs: search the guides, read every endpoint. Read-only, no account needed.

MCP endpoint : https://enterprise.wikimedia.com/mcp · website · measurements and details
ByJG Open Source Docs Flaky · 83% over 6 checks

Search the ByJG open source documentation: PHP, DevOps, Helm, JavaScript and AI projects.

MCP endpoint : https://mcpdocs.byjg.com/mcp · website · measurements and details
Agent Bits Reliable (measured) · 100% over 7 checks

Machine-readable utilities and datasets for AI agents.

MCP endpoint : https://agentbits.dev/mcp · website · measurements and details
BlockRazor Docs Being measured · 50% over 2 checks Real task being tested · 1/1

Official BlockRazor documentation for sending and receiving transations faster.

MCP endpoint : https://mcp.blockrazor.io/docs · measurements and details
MintMCP Docs Reliable (measured) · 100% over 42 checks Does the job (tested) · 42/42

Search and read the official MintMCP documentation, the enterprise MCP gateway.

MCP endpoint : https://www.mintmcp.com/docs/mcp · 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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