Converts a technical book (PDF or EPUB) into a structured Claude Code skill — extracting frameworks, mental models, principles, techniques, and anti-patterns the author crystallized. Use when the user wants to study a book through Claude, apply an author's frameworks while working, or build a reusable knowledge base from any PDF or EPUB.
Scanned 8/31/2026
Install to Claude Code
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---
name: book-to-skill
description: Converts a technical book (PDF or EPUB) into a structured Claude Code skill — extracting frameworks, mental models, principles, techniques, and anti-patterns the author crystallized. Use when the user wants to study a book through Claude, apply an author's frameworks while working, or build a reusable knowledge base from any PDF or EPUB.
when_to_use: Trigger phrases — "turn this book into a skill", "create a skill from this PDF", "create a skill from this EPUB", "I want to study X book", "add this book to my skills", "convert PDF to skill", "convert EPUB to skill", "analyze this book", "extract frameworks from this book". Accepts a path to a PDF or EPUB and optional skill name slug.
disable-model-invocation: true
context: fork
agent: general-purpose
allowed-tools: Bash(python3 *) Bash(pdftotext *) Bash(mkdir *) Bash(cp *) Bash(find *) Bash(wc *) Bash(echo *) Bash(cat *) Bash(date *) Read Write Glob Grep
argument-hint: <path-to-pdf-or-epub> [skill-name-slug]
arguments: [book_path, skill_name]
effort: high
---
# Book-to-Skill Converter
Transform written knowledge into actionable Claude Code skills by extracting structure — not producing summaries.
## Philosophy
Books contain crystallized expertise: frameworks, principles, and techniques that took years to develop. This skill extracts that knowledge into a format Claude can leverage repeatedly.
**Extract structure, not summaries.** A skill isn't a book report. It's a toolkit of:
- Named frameworks (mental models with clear application)
- Actionable principles (rules that guide decisions)
- Techniques (step-by-step methods)
- Anti-patterns (what to avoid and why)
- Voice calibration (how the author thinks and communicates)
**Preserve the author's precision.** Frameworks often have specific names for reasons. "The 5 Whys" isn't interchangeable with "ask why multiple times." Capture the exact formulation.
**Layer depth appropriately.** Simple books → simple skills. Complex books with 10+ frameworks → skills with reference files and on-demand chapters.
---
## Modes of Operation
Three paths available. Route based on what the user asks:
### 1. Full Conversion (Default)
**Trigger:** User provides a PDF path without special instructions
**Action:** Run all steps below (Steps 0–9)
**Output:** Complete skill with SKILL.md, chapters/, glossary, patterns, cheatsheet
### 2. Analyze Only
**Trigger:** User says "analyze", "just extract", or "I want to review before generating"
**Action:** Run Steps 0–3, then produce a structured extraction report (frameworks, principles, techniques found). Stop — do NOT generate skill files.
**Output:** Analysis report for user review
### 3. Generate from Prior Analysis
**Trigger:** User has existing analysis notes or previously ran analyze-only
**Action:** Skip Steps 0–3, use the provided analysis as input, run Steps 4–9
**Output:** Skill files from the provided analysis
---
## Step 0 — Out-of-scope check
If the argument is NOT a path to a PDF or EPUB file, stop and respond:
> "book-to-skill requires a PDF or EPUB path. Usage: `/book-to-skill /path/to/book.pdf [skill-name]` or `/book-to-skill /path/to/book.epub [skill-name]`"
---
## Step 1 — Validate input
```bash
test -f "$0" && echo "FILE_OK" || echo "FILE_NOT_FOUND: $0"
file "$0" | grep -iE "pdf|epub|zip" && echo "FORMAT_OK" || echo "FORMAT_UNKNOWN"
```
Check the file extension (`.pdf` or `.epub`) or magic bytes (`%PDF` or `PK` zip header).
If the file is not found or the format is not supported, stop with a clear error message listing supported formats.
---
## Step 2 — Extract text from PDF or EPUB
Run the extraction script:
```bash
python3 ~/.claude/skills/book-to-skill/scripts/extract.py "$0"
```
This creates:
- `/tmp/book_skill_work/full_text.txt` — full extracted text
- `/tmp/book_skill_work/metadata.json` — title, estimated pages, token count, size
Read `/tmp/book_skill_work/metadata.json` to understand what was extracted.
---
## Step 2.5 — Pre-flight cost estimate
Read `/tmp/book_skill_work/metadata.json` and present the user with an estimate **before doing any generation**:
```
Book detected: <filename> (<format: PDF or EPUB>)
Pages/Spine items: ~<N> | Words: ~<N> | Source tokens: ~<N>K
Estimated token cost (Full Conversion):
Input (book reading + prompts): ~<N>K tokens
Output (skill files generated): ~<N>K tokens
Total: ~<N>K tokens
Reference prices (as of 2025):
Claude Sonnet 4.5 → ~$<X> USD
Claude Haiku 4.5 → ~$<X> USD
Estimated time: ~<N> minutes
Files to be generated:
SKILL.md + <N> chapter files + glossary + patterns + cheatsheet
Proceed with Full Conversion? (or type "analyze only" to preview first)
```
**How to estimate:**
- Input tokens ≈ `estimated_tokens` from metadata × 1.3 (prompts overhead per chapter pass)
- Output tokens ≈ chapters × 1,000 + 4,000 (SKILL.md) + 4,500 (glossary + patterns + cheatsheet)
- Price: Sonnet input=$3/MTok output=$15/MTok — Haiku input=$0.80/MTok output=$4/MTok
Wait for the user to confirm before proceeding. If they say "analyze only", switch to Mode 2.
---
## Step 3 — Analyze book structure
Read the first 8,000 characters of `/tmp/book_skill_work/full_text.txt` to identify:
- Book **title** and **author(s)**
- **Chapter structure** (look for "Chapter N", "PART I", numbered headings, table of contents)
- **Core themes** and subject domain
- Approximate number of chapters
Then read the Table of Contents section if present to map all chapters.
**If mode is "Analyze Only":** produce the extraction report now and stop. Structure:
```
## Extraction Report — <Title>
### Author's Core Frameworks
- **<Framework Name>**: <what it is and when to apply>
### Key Principles
- <Principle>: <actionable rule>
### Techniques & Methods
- <Technique>: <step-by-step or how-to>
### Anti-patterns
- <What to avoid>: <why>
### Suggested Skill Name
`{author-lastname}-{core-concept}` — e.g. `cialdini-influence`
### Chapters Detected
| # | Title | Main Frameworks |
```
---
## Step 4 — Ask purpose (Full Conversion only)
Before generating, ask the user:
> "What should this skill help you do? (Pick one or more)
> 1. Apply the author's frameworks while working
> 2. Think with the author's mental models
> 3. Reference specific chapters and concepts
> 4. All of the above"
Use the answer to weight what gets highlighted in the SKILL.md Core section.
---
## Step 5 — Determine skill name
If `$1` was provided, use it as the skill slug.
Otherwise, propose two options and let the user choose:
- **By author-concept**: `{author-lastname}-{core-concept}` (e.g. `cialdini-influence`, `meadows-systems`)
- **By title**: lowercase hyphens from book title (e.g. `designing-data-intensive-apps`)
Default to author-concept format if the book has a strong methodological identity.
Check that `~/.claude/skills/<skill_name>/` does NOT already exist.
If it does, append `-2` or ask the user before overwriting.
---
## Step 6 — Create skill directory structure
```bash
mkdir -p ~/.claude/skills/<skill_name>/chapters
```
---
## Step 7 — Generate chapter summaries
**TOKEN BUDGET RULE — CRITICAL:**
- Each chapter summary file: **800–1,200 tokens** (dense, not verbose)
- Files are loaded on-demand — they are NOT capped per se, but keep them useful and tight
For EACH chapter/major section identified in Step 3:
Read the corresponding section of `/tmp/book_skill_work/full_text.txt` (use character offsets or grep for chapter headings).
Create `~/.claude/skills/<skill_name>/chapters/ch<NN>-<slug>.md` with this structure:
```markdown
# Chapter N: <Full Title>
## Core Idea
<1–2 sentences: the single most important thing this chapter teaches>
## Frameworks Introduced
- **<Framework Name>**: <exact formulation — preserve the author's naming>
- When to use: <specific situation>
- How: <steps or criteria>
## Key Concepts
- **<Term>**: <precise definition in 1 sentence>
(5–10 most important terms from this chapter)
## Mental Models
<2–4 frameworks or thinking tools. Write as "Use X when Y" or "Think of X as Y">
## Anti-patterns
- **<What to avoid>**: <why it fails>
## Key Takeaways
1. <Actionable insight>
2. <Actionable insight>
3. <Actionable insight>
(3–7 takeaways a practitioner must remember)
## Connects To
- **Ch N**: <why this chapter relates>
- **<Concept>**: <external concept or standard it connects with>
```
---
## Step 8 — Generate supporting files
### glossary.md
Create `~/.claude/skills/<skill_name>/glossary.md`:
- Every significant term from the book, alphabetically sorted
- Format: `**Term** — definition (Ch N)`
- Max 1,500 tokens
### patterns.md
Create `~/.claude/skills/<skill_name>/patterns.md`:
- All concrete techniques, design patterns, algorithms from the book
- Format: `## Pattern Name\n**When to use**: ...\n**How**: ...\n**Trade-offs**: ...`
- Max 2,000 tokens
### cheatsheet.md
Create `~/.claude/skills/<skill_name>/cheatsheet.md`:
- Decision tables, comparison matrices, quick-reference rules
- The content you'd want on a single printed page
- Max 1,000 tokens
---
## Step 9 — Generate the master SKILL.md
**CRITICAL TOKEN BUDGET: Keep SKILL.md body under 4,000 tokens.**
Compaction truncates from the END — put the most important content FIRST.
Create `~/.claude/skills/<skill_name>/SKILL.md`:
```markdown
---
name: <skill_name>
description: Knowledge base from "<Full Title>" by <Author(s)>. Use when applying <author>'s frameworks for <key topics, 3–6 terms>.
when_to_use: <10–15 trigger phrases based on book topics and terms. Comma-separated.>
allowed-tools: Read Grep
argument-hint: [topic, framework name, or chapter number]
---
# <Full Title>
**Author**: <Author(s)> | **Pages**: ~<N> | **Chapters**: <N> | **Generated**: <YYYY-MM-DD>
## How to Use This Skill
- **Without arguments** — `/skill-name` loads core frameworks for reference
- **With a topic** — `/skill-name replication` → I find and read the relevant chapter
- **With chapter** — `/skill-name ch05` → I load that specific chapter
- **Browse** — ask "what chapters do you have?" to see the full index
When you ask about a topic not covered in Core Frameworks below, I will read
the relevant chapter file before answering.
---
## Core Frameworks & Mental Models
<!-- ~2,000 tokens: the author's most important named frameworks and principles.
Preserve exact names. Write as "Use X when Y", "Prefer X over Y because Z".
This is a toolkit, not a summary. -->
<generate 2,000 tokens of the most critical frameworks and insights here>
---
## Chapter Index
| # | Title | Key Frameworks |
|---|-------|----------------|
| [ch01](chapters/ch01-<slug>.md) | <Title> | <framework1>, <framework2> |
| [ch02](chapters/ch02-<slug>.md) | <Title> | <framework1>, <framework2> |
...
## Topic Index
<!-- Alphabetical. Major terms/frameworks → chapter(s) that cover them. -->
- **<Term>** → ch<N>[, ch<N>]
- **<Term>** → ch<N>
## Supporting Files
- [glossary.md](glossary.md) — all key terms with definitions
- [patterns.md](patterns.md) — all techniques and design patterns
- [cheatsheet.md](cheatsheet.md) — quick reference tables and decision guides
---
## Scope & Limits
This skill covers the book content only. For hands-on implementation in your codebase,
combine with project-specific tools. For topics beyond this book, check related skills
or ask Claude directly.
```
---
## Step 10 — Cleanup and report
```bash
rm -rf /tmp/book_skill_work
```
Then report to the user:
```
Skill created: ~/.claude/skills/<skill_name>/
Book: <Full Title> — <Author>
Pages: ~<N> | Chapters: <N>
Files generated:
SKILL.md — core frameworks + index (~X tokens)
chapters/ — <N> chapter summaries (~X tokens each, ~X total)
glossary.md — key terms (~X tokens)
patterns.md — techniques & patterns (~X tokens)
cheatsheet.md — quick reference (~X tokens)
─────────────────────────────────────────────────────
Total skill size: ~X tokens (loaded on-demand, not all at once)
Tip: run /cost in Claude Code to see the actual token usage for this session.
Usage:
/<skill_name> → load core frameworks
/<skill_name> <topic> → find and explain a topic
/<skill_name> ch<N> → dive into a specific chapter
```
---
## Quality Rules
1. **Extract structure, not summaries** — capture named frameworks, exact formulations, anti-patterns; not chapter recaps
2. **Preserve the author's precision** — "The 5 Whys" ≠ "ask why multiple times"; keep exact naming
3. **Density over completeness** — a 1,000-token summary beats a 10,000-token excerpt
4. **Practitioner voice** — write "Use X when Y", not "The book explains X"
5. **Front-load SKILL.md** — compaction keeps the first 5,000 tokens; most important content comes first
6. **Chapter files are on-demand** — they don't count against skill budget until loaded
7. **Never copy raw book text** — always synthesize, summarize, extract signal
8. **Topic index is critical** — it's how Claude navigates to the right chapter file
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