Autonomous knowledge management skills for keeping AI context files up to date
Claude Code skills for autonomous knowledge management across repositories.
A skill that scans merged PRs from the last N days, extracts knowledge relevant to AI agent context, and proposes updates to context files (CLAUDE.md, AGENTS.md) as a git apply-able patch.
The skill runs a linear pipeline with 7 phases:
gh/glab CLI to collect merged PR data (diffs, descriptions, review comments, CI results)git diff patch, writes a run report, and resets the working treeThe skill produces artifacts in artifacts/ -- external tooling applies the patch, creates a branch, and opens a PR/MR for human review.
SETUP --> FETCH --> EXTRACT --> SYNTHESIZE --> REVIEW --> REVISE --> ARTIFACTS
| | | | |
scripts agents agent agent agent
(per-PR) (one pass) (one pass) (one pass)
| File | Description |
|---|---|
artifacts/pr-data/{id}.json | Raw PR data fetched from the forge |
artifacts/pr-extractions/{id}.md | Per-PR knowledge extraction with categories and evidence |
artifacts/proposed-updates.patch | git apply-able patch with the proposed context file changes |
artifacts/changes-summary.md | Human-readable rationale for each change (becomes the PR description) |
artifacts/review.md | Reviewer findings and verdict |
artifacts/run-report.json | Machine-readable run metadata (counts, date range, verdict) |
The skill is designed to run autonomously in a CI pipeline on a schedule. It accepts a --days N argument (default: 7) to control how far back to scan.
The skill is forge-agnostic -- it detects GitHub or GitLab from the origin remote and uses the appropriate CLI (gh or glab).
Each run is independent -- the skill has no memory of prior runs. If it repeatedly proposes unwanted changes, add explicit guidance to the target repo's context files (e.g., "do not document X"). The context files themselves serve as the exclusion mechanism.
The pipeline exits early (with a run report) when:
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