The real catalog of tools for AI agents

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

49,261real tools

32,919callable over HTTPS

22,878measured

6,933proven reliable

Release Alert Reliable (measured) · 100% over 10 checks Does the job (tested) · 10/10

Search packages across registries, and read their releases and CVEs.

MCP endpoint : https://releasealert.dev/mcp · website · measurements and details

Release Notes Journal Being measured · 0% over 1 checks

Publish a release-note entry

MCP endpoint : https://openings-vote-drilling-initially.trycloudflare.com/mcp/release-notes-journal · measurements and details

Release Branch Planner Being measured · 0% over 1 checks

Select a branch for a release

MCP endpoint : https://openings-vote-drilling-initially.trycloudflare.com/mcp/release-branch-planner · measurements and details

Release Branch Policy Desk Being measured · 0% over 1 checks

Assess a release branch

MCP endpoint : https://openings-vote-drilling-initially.trycloudflare.com/mcp/release-branch-policy-desk · measurements and details

Release Change Analyzer Being measured · 0% over 1 checks

Summarize repository changes for a release

MCP endpoint : https://openings-vote-drilling-initially.trycloudflare.com/mcp/release-change-analyzer · measurements and details

Press Release Being measured · 0% over 1 checks

press-release MCP — wraps StupidAPIs (requires X-API-Key)

MCP endpoint : https://gateway.pipeworx.io/press-release/mcp · website · measurements and details

Release Radar MCP by usefulapi Reliable (measured) · 100% over 17 checks Fails real tasks · 0/3

Correlate GitHub releases with Sentry issues and PagerDuty incidents.

MCP endpoint : https://release-radar.usefulapi.io/mcp · website · measurements and details

Havoptic AI Release Intelligence Flaky · 80% over 5 checks Does the job (tested) · 4/4

Release intelligence for AI coding tools: releases, typed changes, breaking changes, cadence.

MCP endpoint : https://mcp.havoptic.com/mcp · website · measurements and details

Release Branch Planner Being measured · 0% over 1 checks

Select a branch for a release.

MCP endpoint : https://determination-unlimited-consultancy-spy.trycloudflare.com/mcp/release-branch-policy-complete · measurements and details

Release Change Analyzer Being measured · 0% over 1 checks

Summarize repository changes for a release.

MCP endpoint : https://determination-unlimited-consultancy-spy.trycloudflare.com/mcp/repository-release-changes-complete · measurements and details

Release Configuration Brief Being measured · 0% over 1 checks

Prepare a configuration entry.

MCP endpoint : https://determination-unlimited-consultancy-spy.trycloudflare.com/mcp/release-report-label-complete · measurements and details

Committee Releases Being measured · 0% over 1 checks

Committee Releases — documents congressional committees publish on their OWN websites: press…

MCP endpoint : https://gateway.pipeworx.io/committee-releases/mcp · website · measurements and details

Release Notes Index Reliable (measured) · 100% over 19 checks Does the job (tested) · 19/19

Release notes and changelogs from across the web, indexed for agents. Also via CLI and REST API.

MCP endpoint : https://agents.releases.sh/mcp · website · measurements and details

GitHub release tag URL shape, path discarded Not measured yet

GitHub release tag URL shape, path discarded

MCP endpoint : https://agent-observatory-sensor.nolimit-observatory.workers.dev/s/gh-release-ok/mcp · website · measurements and details

Vokolla Press Release Agent Being measured · 0% over 1 checks

Draft press releases from notes, run editorial checks, compare packages and track live coverage.

MCP endpoint : https://vokolla.com/api/mcp · website · measurements and details

PyPI Release Tracker — new Python packages & dependency updates (pypiwatch) Flaky · 67% over 3 checks Real task being tested · 2/2

PyPI releases: Python package versions, daily. Register in-session — free testnet funds.

MCP endpoint : https://a2awire.com/mcp/data/pypiwatch-new-pypi-package-releases-python-dependency-updates-dffb95/http · website · measurements and details

Arb Alerts Being measured · 0% over 1 checks

arb-alerts — persisted Polymarket/Kalshi cross-venue spread alerts.

MCP endpoint : https://gateway.pipeworx.io/arb-alerts/mcp · website · measurements and details

Chipp Releases Private (key required)

Chipp: software factory deploys and releases: history, the deploy gate, Deploy now, rollbacks.

MCP endpoint : https://mcp.chipp.ai/mcp/releases · website · measurements and details

HuggingFace New Model Release Tracker (hfmodelwatch) Being measured · 50% over 2 checks Real task being tested · 1/1

New AI models on HuggingFace: releases, weights. Register in-session — free testnet funds.

MCP endpoint : https://a2awire.com/mcp/data/huggingface-new-model-release-tracker-hfmodelwatch-3fa69f/http · website · measurements and details

NWS Weather Alerts Flaky · 83% over 6 checks

Active weather alerts and warnings from the National Weather Service

MCP endpoint : https://mcp.olyport.com/nws-alerts/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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