ai-learn
Use when analyzing merged PRs for AI blind spots, extracting patterns from human reviewer feedback, or applying accumulated learnings to context files.
npx skills add majiayu000/claude-skill-registry --skill ai-learn --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Learn ## Purpose Continuous improvement from delivery outcomes. Analyzes merged PRs to find where AI missed what human reviewers caught, identifies false positives, and synthesizes recurring patterns into context updates. The feedback loop that makes the framework smarter over time. ## Trigger - Command: `/ai-learn single <pr>|batch|apply` - Context: after PR merge (single), periodic review (batch), enough patterns accumulated (apply). ## Modes ### single <pr> -- Analyze one merged PR 1. **Fetch PR data** -- `gh pr view <pr> --json body,reviews,comments,files,additions,deletions`. 2. **Collect AI findings** -- read the AI-generated PR description, guard advisories, and verify results from the PR. 3. **Collect human feedback** -- extract all review comments, requested changes, and approval notes. 4. **Cross-reference** -- compare AI findings with human feedback: | Category | Description | |----------|-------------| | **AI miss** | Human reviewer found an issue AI did not flag | | **False positive** | AI flagged something human reviewer dismissed or overrode | | **AI hit** | AI flagged an issue human reviewer agreed with | | **Novel insight** | Human added context AI could not have
- Purpose
- Trigger
- Modes
- single <pr> -- Analyze one merged PR
- batch -- Process unanalyzed PRs
- apply -- Synthesize into context updates
- Pattern Categories
- Quick Reference
- Storage
- Post-Correction Learning
What does the ai-learn skill do?
Use when analyzing merged PRs for AI blind spots, extracting patterns from human reviewer feedback, or applying accumulated learnings to context files.
How do I install it?
Run `npx skills add majiayu000/claude-skill-registry --skill ai-learn --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.