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AI Risk Manager
Know what to test before merging AI-generated PRs
A PR-native release-risk assistant for engineering and QA teams. It scans risky changed areas and writes a short test-first merge triage report before you ship.
I built AI Risk Manager to help answer one practical question before merging a PR:
What should we test first?
It’s an open-source CLI that scans a repository or PR branch and creates a short release-risk triage report with: - risky changed areas - test-first actions - merge decision: ready, review_required, or block_recommended
It runs in deterministic mode by default, so no repository code needs to be sent to an LLM. AI enrichment is optional. It works best today for backend-heavy FastAPI, Django/DRF, and Express/Node repos.
This is an open alpha. I’d love feedback from engineers and QA leads on what feels useful, noisy, or missing.
Thanks for checking it out.
About AI Risk Manager on Product Hunt
“Know what to test before merging AI-generated PRs”
AI Risk Manager was submitted on Product Hunt and earned 3 upvotes and 2 comments, placing #147 on the daily leaderboard. A PR-native release-risk assistant for engineering and QA teams. It scans risky changed areas and writes a short test-first merge triage report before you ship.
On the analytics side, AI Risk Manager competes within Developer Tools, Artificial Intelligence and GitHub — topics that collectively have 1M followers on Product Hunt. The dashboard above tracks how AI Risk Manager performed against the three products that launched closest to it on the same day.
Who hunted AI Risk Manager?
AI Risk Manager was hunted by Andrey Harlamov. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.
For a complete overview of AI Risk Manager including community comment highlights and product details, visit the product overview.
Andrey Harlamov
Hey Product Hunt,
I built AI Risk Manager to help answer one practical question before merging a PR:
What should we test first?
It’s an open-source CLI that scans a repository or PR branch and creates a short release-risk triage report with:
- risky changed areas
- test-first actions
- merge decision: ready, review_required, or block_recommended
It runs in deterministic mode by default, so no repository code needs to be sent to an LLM. AI enrichment is optional. It works best today for backend-heavy FastAPI, Django/DRF, and Express/Node repos.
This is an open alpha. I’d love feedback from engineers and QA leads on what feels useful, noisy, or missing.
Thanks for checking it out.