The real catalog of tools for AI agents

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49,261real tools

32,919callable over HTTPS

22,849measured

6,959proven reliable

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

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

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

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

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

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

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

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

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

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

New HF datasets: releases, licenses, updates. $0.01/query. Register in-session — free testnet funds.

MCP endpoint : https://a2awire.com/mcp/data/huggingface-new-dataset-release-tracker-hfdatasets-47948f/http · website · measurements and details

Official DeepMind Blog — Gemini & AI Releases (deepmindwatch) Flaky · 67% over 3 checks Real task being tested · 1/2

Official DeepMind blog: Gemini & AI model releases. Register in-session — free testnet funds.

MCP endpoint : https://a2awire.com/mcp/data/deepmindwatch-official-deepmind-blog-gemini-google-ai-model-releases-f19a31/http · 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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