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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
netlicensing Not measured yet

Create and manage software licenses, products, modules, and customer licensing agreements

Package pypi : mcparmory-netlicensing · website · measurements and details
Open Components Reliable (measured) · 100% over 31 checks Does the job (tested) · 31/31

Guidelines for UI components with a perfect UX, DX and AX, whether humans or AI agents write them.

MCP endpoint : https://mcp.opencomponents.dev/mcp · website · measurements and details
FreqBlog Music Metadata Being measured · 100% over 2 checks Real task being tested · 0/2

Audio features + harmonic set-building for tracks by name/ISRC. Spotify audio-features replacement.

MCP endpoint : https://mcp.freqblog.com/mcp · measurements and details
featury Private (key required)

Ask what your product does, triage requests and publish the changelog, from a map of your code.

MCP endpoint : https://api.featury.app/mcp · website · measurements and details
Set-Cookie attribute count, values discarded Not measured yet

Set-Cookie attribute count, values discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/set-cookie/mcp · website · measurements and details
Componecat Private (key required)

Software component catalog: search your org's services, docs, APIs, dependencies, and ownership.

MCP endpoint : https://app.componecat.ai/api/mcp · website · measurements and details
Feature-Policy feature count, value discarded Not measured yet

Feature-Policy feature count, value discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/feature-pol/mcp · website · measurements and details
DezignWorks Product Oracle Being measured · 0% over 1 checks

Query DezignWorks reverse engineering software: features, compatibility, and pricing.

MCP endpoint : https://dezignworks.recursive.support/mcp · website · measurements and details
Dev Facts Check Reliable (measured) · 100% over 43 checks Partly does the job · 41/42

Software end-of-life dates, open-source licenses, browser support for web features and RFC facts.

MCP endpoint : https://devfacts.openkrill.app/mcp · website · measurements and details
FeatQ Private (key required)

Feature-request board for software teams: users vote, your coding agent pulls top requests over MCP

MCP endpoint : https://featq.com/api/mcp · website · measurements and details
Instatus MCP by usefulapi Being measured · 100% over 2 checks

Manage status pages: components, incidents and maintenances; set live component status.

MCP endpoint : https://instatus.usefulapi.io/mcp · website · measurements and details
SaaS RFP Being measured · 0% over 1 checks

Post software RFPs, read vendor feature lists, and bid on public SaaS replacement requests.

MCP endpoint : https://saasrfp.com/mcp · website · measurements and details
Friction Reliable (measured) · 100% over 6 checks Does the job (tested) · 6/6

Sourced pain points and feature requests of B2B software users, read-only, with source links.

MCP endpoint : https://friction.grain64.com/mcp · website · measurements and details
go.mod module path shape, body discarded Not measured yet

go.mod module path shape, body discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/go-mod-ok/mcp · website · measurements and details
The Bridge Private (key required)

Hosted login, teams, billing and feature flags for your SaaS app, set up by your AI assistant.

MCP endpoint : https://api.thebridge.dev/mcp · website · measurements and details
Agent Module Flaky · 96% over 23 checks Does the job (tested) · 22/22

Deterministic compliance and vertical knowledge bases for autonomous agents. Free 24hr trial.

MCP endpoint : https://api.agent-module.dev/mcp · website · measurements and details
deepadb Not measured yet

Full-featured ADB MCP server — 209 tools across 49 modules, from UI to baseband.

Package npm : deepadb · website · measurements and details
Execute affiliate-link-attribution-mcp Being measured · 0% over 1 checks

Premium agentic endpoint for affiliate-link-attribution-mcp.

MCP endpoint : https://api.m2mcent.com/affiliate-link-attribution-mcp/sse · measurements and details
Execute cross-device-attribution-mcp Being measured · 0% over 1 checks

Premium agentic endpoint for cross-device-attribution-mcp.

MCP endpoint : https://api.m2mcent.com/cross-device-attribution-mcp/sse · measurements and details
img alt attribute count, markup discarded Reliable (measured) · 100% over 7 checks

img alt attribute count, markup discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/alt-ok/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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