book-autopilot

name	book-autopilot
description	Automated book maintenance. Runs health checks, prioritizes work, and systematically fixes issues. Use when you want Claude to autonomously improve the book.
allowed-tools	["Read","Edit","Write","Bash","Grep","Glob","Task"]

/book-autopilot [mode]

Autonomous book maintenance system. Modes:

• check - Run health check, generate report (default)
• fix - Fix all issues systematically (CRITICAL → LOW)
• chapter <name> - Focus on single chapter
• images - Generate missing section images
• params - Audit and fix parameter issues
• citations - Find and add missing citations

---

Mode: check (default)

Run comprehensive health check:

python scripts/book-health-check.py

Read the report and summarize top priorities:

cat _build_temp/book-health-report.md | head -100

---

Mode: fix

Step 1: Run Health Check

python scripts/book-health-check.py --json > _build_temp/health-issues.json

Step 2: Process Issues by Priority

Read the JSON output and process issues in order:

1. CRITICAL - Must fix immediately

   • Missing variables → Add to parameters.py, regenerate
   • Broken critical links → Fix or remove

2. HIGH - Fix before next render

   • Missing citations → Use /verify-and-add-sources
   • Broken links → Update paths
   • Missing images → Use /generate-section-images

3. MEDIUM - Batch fix

   • Hardcoded values → Use /replace-hardcoded-values

4. LOW - Opportunistic

   • Stale content → Flag for manual review
   • Readability → Use /peer-review

Step 3: Verify Fixes

python scripts/book-health-check.py --quick

---

Mode: chapter

Focus on a single chapter:

python scripts/book-health-check.py --chapter <name>

Then apply all relevant fixes to that chapter:

1. Read the chapter fully
2. Run /replace-hardcoded-values on it
3. Run /peer-review on it
4. Verify links and citations

---

Mode: images

Generate missing section images:

npx tsx scripts/images/generate-section-images.ts --limit 5

Review generated images and regenerate any that need improvement.

---

Mode: params

Parameter audit and fix:

1. Check for unused parameters:

python scripts/find-unused-parameters.py

2. Check for hardcoded values across all files:

npx tsx scripts/audit-hardcoded-all.ts

3. Regenerate variables:

python scripts/generate-everything-parameters-variables-calculations-references.py

---

Mode: citations

Find claims without citations:

1. Search for statistical claims:

grep -rn "studies show\|research indicates\|according to" knowledge/ --include="*.qmd" | head -20

2. For each uncited claim, use /verify-and-add-sources to find and add proper citations.

---

Continuous Maintenance Loop

For ongoing maintenance, run this sequence periodically:

1. python scripts/book-health-check.py - Find issues
2. Fix CRITICAL/HIGH issues immediately
3. Batch process MEDIUM issues
4. Track LOW issues in todo.md
5. Commit fixes with descriptive messages

---

Progress Tracking

After each fix session, update progress:

# Count remaining issues
python scripts/book-health-check.py --json | python -c "import json,sys; d=json.load(sys.stdin); print(f'Remaining: {d[\"total_issues\"]} issues')"