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Load context for data fixes, page count corrections, and quality issues. Use when fixing specific books, debugging data problems, or running maintenance scripts.
Codex または Claude でインストール この Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。
SOC 職業分類に基づく
Run OCR and translation quality evaluations across scripts and languages. Produces research-grade reports with MCR, cross-model agreement, embedding-space hallucination detection, and corpus readiness scores.
Run a Glass Bead Game session — a parlor game played against the Source Library corpus. Players connect verified passages from different books, times, and traditions into a growing string of 'beads,' with Claude as librarian, verifier, and scribe. Trigger when the user says 'glass bead game,' 'let's play beads,' or asks to start/resume/publish a game session. Claude runs the search-verify-display loop; humans do the noticing, choosing, and judging.
Stage-2 verification of first-translation flips using INDEPENDENT Claude subagents (subscription, not API key) with full evidence capture. Use to verify proposed badge changes (demotes/promotes) before writing any public claim — the binding step that catches AI-fabricated priors. Each subagent reports its actual search queries + sources, persisted to the first_translation_attempts provenance log.
Triage and respond to the user-feedback queue — pull open feedback, detect items already fixed but never marked, route translation-requests and metadata-corrections, mark items resolved, and (on approval) email submitters. Use when asked to check/triage/answer/clear feedback, "what are people saying?", or "respond to feedback."
Sweep Claude's private per-machine memory for team-relevant operational knowledge and propose moving it into the shared repo (or the private ops repo) as draft PRs. Use to promote lessons that accreted privately, or run on a schedule. Never auto-merges; never leaks.
One-shot audience & usage report — signups, DAU/MAU, time on-site, traffic, top content, search behavior, referrers, countries, and user journeys. Use when asked "what's our usage?", "how many signups?", "time on site?", "traffic?", or any audience/engagement metrics question.
| name | maintenance |
| description | Load context for data fixes, page count corrections, and quality issues. Use when fixing specific books, debugging data problems, or running maintenance scripts. |
Read these files before proceeding with maintenance work:
memory/data-quality.md — Known issues by date rangememory/lessons-learned.md — Postmortem patterns.claude/docs/thumbnails.md — Cover selection and thumbnail fixesBooks imported before Dec 30, 2025 may have wrong page counts. See docs/ia-page-count-bug-report.md.
npx tsx scripts/maintenance/fix-ia-page-counts.ts --book-id=XXX --correct-count=YYYPOST https://sourcelibrary.org/api/books/{id}/reimportpipeline_auto.status to metadata_enriched, clear retry_count and errorjobs with status: 'processing', updated_at: { $lt: 2h ago }, set to cancelledCoverImagePicker or fixStaleThumbnail() in pipeline cronPOST /api/books/restore/[id]pipeline_auto.status: 'empty_shell' — don't delete, may have metadataAfter reading the memory files above, flag anything that contradicts what you observe in the codebase:
.claude/docs/image-archiving.md.claude/docs/import-apis.md