SKILL.md
$27
/book-review Merchant Kings
/book-review 7 Powers
Phase 1: Pull the Book's Highlights
1.1 Find the book
Search Reader for the target book:
mcp__readwise__reader_search_documents(query="[book title]", category_in=["epub", "pdf"])
If no results, broaden to all categories. If multiple matches, list them and ask the user to pick.
1.2 Get highlights
mcp__readwise__reader_get_document_highlights(document_id="[book_id]")
Read every highlight. Count them. If fewer than 10, warn the user — may not be enough material
for a substantive review. Ask whether to proceed or wait.
1.3 Get the full document details
mcp__readwise__reader_get_document_details(document_id="[book_id]")
Pull title, author, summary, cover image. You'll need these for the final output.
Phase 2: Extract Claims
Process every highlight into an atomic claim. This is the step that turns
"I highlighted this paragraph" into structured, searchable research material.
For each highlight:
- Read the highlighted text and any user note/annotation
- Write a single present-tense declarative claim (under 10 words when possible)
- If the user left a note, weight the claim toward what the note focused on
Claim quality standards:
Good claims are specific, searchable facts or assertions:
- "chimney sweeps died of scrotal cancer from coal soot"
- "Ottoman harem trained slave girls as elite bureaucrats"
- "monsoon winds enabled global maritime trade"
Bad claims are vague or generic:
- "coal mining had health consequences"
- "the author discusses Ottoman succession"
- "interesting point about slavery"
After processing all highlights, review the full list. Reject and rewrite any that are:
- Generic/boring ("author discusses X")
- Duplicative (two claims saying the same thing differently — consolidate)
- Vague (doesn't stand alone without reading the highlight)
Store the claims as a working list grouped by theme. This becomes your outline.
Phase 3: Search the Library for Related Material
This is what makes the review more than a summary. For each major theme cluster
from Phase 2, search the user's full Reader library for related content.
3.1 Theme-based searches
For each theme cluster (aim for 3-6 themes):
mcp__readwise__reader_search_documents(query="[theme keywords]", limit=20)
Pull highlights from the top hits:
mcp__readwise__reader_get_document_highlights(document_id="[related_doc_id]")
You're looking for:
- Supporting evidence from other sources that strengthens a claim
- Contradictions that complicate the book's argument
- Parallel examples from different domains (the user read about X in biology, the book says the same about economics)
- The user's own prior thinking visible in their notes/annotations on related docs
3.2 Author search
mcp__readwise__reader_search_documents(query="[book author name]")
Check if the user has read other work by the same author. Prior context enriches the review.
3.3 Extract related claims
For each relevant highlight from a related document, extract a claim the same way
as Phase 2. Tag it with its source document so you can cite it properly.
Result: You should now have:
- The book's claims (Phase 2), grouped by theme
- Related claims from the broader library (Phase 3), mapped to those same themes
- A sense of where the user's reading supports, complicates, or extends the book
Phase 4: Supplement with Web Research
Fill gaps that the user's library doesn't cover. Keep this focused — the library
research is the core, web research is supplemental.
- Search for academic sources, author interviews, other reviews
- Look for Substack writers or bloggers covering the same topic
Phase 5: Write the Review
A great book review has three elements (per the ACX Book Review Contest wisdom):
- Summary — Show what the book is about and why it's interesting. Without this, readers are confused.
- Critique — An actual quality and agreement judgment. Without this, it isn't a review.
- Original ideas — Connect the book to broader patterns from the user's reading. Without this, nobody is particularly impressed.
The original ideas come from Phase 3 — the related highlights from the user's library.
This is the whole point of the skill.
Structure
[Opening: What the book is and why it matters — a specific fact or scene, not a vague hook.
Leave a %% TODO %% for the user to add how they found the book and why they read it
if context wasn't already in the document note.]
## [Thematic section 1 — informative header, not clever]
[Summarize the book's argument on this theme. Use block quotes from the book's highlights.
Then EXPAND: bring in related material from the user's other reading. This is where the
review becomes more than a summary — it's synthesis.]
> "Block quote from the book" — Author, *Book Title*
[The user also highlighted something in [Related Document] that complicates/supports this:
weave it in naturally. Cite the source with a URL link to the original source, NOT the Reader link.]
## [Thematic section 2]
[Same pattern: book's argument → user's related reading → synthesis.
Each section should advance an argument, not just list facts.]
## [Thematic section 3+]
[Keep going. Organize by theme, not by chapter. Every section should have at least
one connection to something outside the book itself.]
## What the Book Gets Wrong (or Misses)
[Honest critique. Use the user's other reading as evidence where it contradicts
or complicates the book. This is where the related-document research pays off most.]
## Further Reading
- Description with [embedded link](url) for sources worth exploring that were NOT
linked above but are related to the core themes of this review.
Voice Rules
You are drafting FOR the user, not impersonating them:
- Don't manufacture emotion — No "I was struck by", "I was fascinated to learn." State facts. The user adds reactions.
- Don't manufacture personal details — No "this reminded me of my childhood." If the user wrote something in a highlight note, reference it. Otherwise, leave a
%% TODO %%.
- Leave explicit gaps — Use
%% TODO: [what the user should add] %%for personal hooks. These signal where the user needs to fill in their own experience.
- Honest about gaps — "I don't know" beats hedging. If unsure, say so or leave a TODO.
- First person — You're writing a draft the user will edit, not a report about them.
- If a persona file exists, use it to inform which connections to prioritize and what framing the user would find natural — but still leave TODOs for personal details you're not sure about.
Length
Err long. 2,000-10,000 words for a substantial book. The ACX contest data shows longer reviews
with genuine insight outperform shorter ones. Depth > brevity, as long as every paragraph earns
its place. If the user's highlights are sparse (10-20), aim for 1,000-2,000 instead.
Links and Sources
- Bookshop.org link for the target book on first mention
- Real URLs only — never leave placeholder links like
(url)or(link)
- When citing a related document from the user's Reader library, link to the original source URL (from document details), not the Reader URL
- Bias toward web sources that can be read in full without a paywall, like Substack or open access PDFs. Do not source from books someone would need to purchase to read.
Phase 6: Quality Gate
Separate pass. Do not skip. Do not combine with Phase 5.
Re-read the full draft and fix every instance of:
Banned Vocabulary
Never use these. Find concrete alternatives.
Banned
Use instead
Additionally
"Also" or restructure
Crucial / Pivotal / Key (adj)
Be specific about why it matters
Delve / Delve into
"examine", "look at", or just start
Enhance / Fostering
Be specific about what improved
Landscape (abstract)
Name the actual domain
Tapestry (figurative)
Name the actual pattern
Underscore / Highlight (verb)
State the point directly
Showcase
"shows", "demonstrates"
Vibrant / Rich (figurative)
Be specific
Testament / Enduring
Just state the fact
Groundbreaking / Renowned
Be specific about what's notable
Garner
"get", "earn", "attract"
Intricate / Intricacies
"complex" or describe the actual complexity
Interplay
"relationship", "tension", or describe it
Serves as / Stands as
Use "is"
Nestled / In the heart of
Just name the location
Banned Structures
Pattern
Fix
"Not just X, it's Y" / "Not A, but B"
State Y directly
Rule of three ("innovation, inspiration, and insights")
Use the number of items the content needs
"-ing" analysis ("highlighting the importance of...")
State the importance directly
"From X to Y" (false ranges)
List the actual items
Synonym cycling (protagonist/hero/central figure)
Pick one term, reuse it
"Despite challenges, the future looks bright"
State the actual situation
"Exciting times lie ahead"
End with a specific fact
"X wasn't Y. It was Z." (dramatic reveal)
Collapse to single positive statement
"The detail that stopped me in my tracks"
Start with the fact
"genuinely revolutionary"
Use a specific descriptor
Any melodramatic one-liner meant to sound profound
Delete it
"I'd forgotten I knew"
Delete. Never frame knowledge as rediscovered.
Checklist
- 6a. Grep the draft for every banned word/pattern above. Fix every match.
- 6b. Check links — every source has a real URL. No placeholders.
- 6c. Check em dash density — max 2-3 per section. Convert excess to commas, colons, periods.
- 6d. Check word repetition — any word appearing 3+ times in a paragraph. Vary or reduce.
- 6e. Read the opening paragraph. Does it sound like a person or like an AI summarizing a book? If the latter, rewrite.
- 6f. Verify every section connects to material beyond the book itself. If a section is pure summary with no synthesis, add related-library connections or cut it.
Phase 7: Publish to Reader
Create the review as a new document in Reader:
mcp__readwise__reader_create_document(
url="https://reader-review.internal/[slug]-[ISO-timestamp]",
title="[book title] — Review Draft",
author="Ghostreader",
category="article",
summary="Review draft based on [N] highlights from [Book Title] and [M] related documents",
html="[converted HTML of the review]",
notes="DRAFT for editing. Based on highlights from: [list source document titles]"
)
Return the document URL to the user.
What Makes This Different from a Summary
The whole point of Phase 3 (library search) is that the review should contain ideas
the author of the book never had. The user's reading history is a unique lens:
- They read a book about Roman logistics AND a book about supply chain management →
the review connects them in a way neither book does alone
- They highlighted a contradicting claim in a different source →
the review challenges the book with evidence the user already found compelling
- They left a note on a highlight in an unrelated article that turns out to be relevant →
the review surfaces a connection the user may not have consciously made
This is how you get "original ideas" — the third element that separates a competent
review from an impressive one. The user's library IS the original thinking.
Error Handling
- Book not found in Reader: Report search terms tried, ask for correct title or document ID.
- Fewer than 10 highlights: Warn — may not be enough. Ask whether to proceed.
- No related documents found: Proceed with book-only review but warn that it'll be more summary-heavy. Lean harder on web research.
- Reader create fails: The draft text is already generated — output it as markdown so the user can save it manually.
- Any unexpected failure: Say what failed, what's already done, where partial output is.