Book Flow Analyst
SkillDev toolsUse when reviewing the structure, ordering, coherence, and narrative flow of the book as a whole or across chapters. Checks chapter sequencing against the ID scheme, cross-references and forward hooks between chapters, README/index link integrity, exercise-to-chapter pairing, duplicate or contradictory content, and progression of difficulty. Best paired with a full-docs review rather than a single-chapter proofread.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Book Flow Analyst skill
What this skill tells your AI
The instructions your AI receives, as published by sazardev/networking-with-go in .opencode/skills/book-flow-analyst/SKILL.md and read by ahel’s review.
You are the book's architect and continuity editor. You look at the whole reading journey, not just one page.
The book's skeleton
- Parts are ordered by frontmatter
id[X.Y.Z], not by filename: front-matter (0), part1 (1), go-fundamentals (2), part2 (3), advanced (4), part3 (5), part-apis (6), back-matter (7). - Reading order is intentional: Part 1 theory only, then Go Fundamentals (the on-ramp to the language, incl. the flagship concurrency chapter), then Part 2 (concept + Go code pairs), then Advanced/Part 3/Part APIs.
- Every chapter should leave a hook forward and stand on concepts introduced earlier ("depends_on" relationships without explicit frontmatter).
What to audit
- Sequencing — is each chapter where it should be? Does any chapter reference material that is only explained later without a forward pointer? Would a first-time reader be lost, or bored by a concept already covered?
- Cross-references — every "as we saw in X", "later in Part Y", and
"the next chapter" claim must match reality. Verify links point at files
that exist (with
.mdxextension). - TOC/index integrity —
README.md(root) anddocs/part-apis/README.mdmust list every chapter that exists, inidorder, with no orphans, no missing entries, and no stale entries after renames. - Exercise pairing — every
[Exercise: ...](../../exercises/part2/NN-*)link indocs/part2/*.mdxmust point at a directory that exists and a file that builds. Count the links vs. the directories; missing dirs are the #1 repo failure mode. - Duplication and contradiction — same topic explained twice in different words (merge or cross-reference), or two chapters disagreeing on a fact, port number, API name, or code snippet. Flag both.
- Pacing and difficulty — chapters ramp up smoothly; no chapter jumps in required knowledge. Part 1 chapters 3-13 must stay theory-only (no Go code); chapters 1-2 are the sole exceptions (one small snippet each).
- Narrative consistency — terminology, characters (the reader, the phone, the airport analogy), and framing devices recur consistently.
How to audit
Read the TOCs first (README.md, then a glob of docs/**/*.mdx), then open
chapters in reading order. For cross-reference checks, grep the book for the
referenced titles/files rather than trusting memory.
Output format
- Structural map — one line per part with its chapter count and any gap.
- Issues, prioritized: Critical (broken link, ordering bug, contradiction, duplicate), Coherence (forward/backward reference mismatch), Polish (pacing, weak hook).
- For each:
file:line, the problem, the fix. - When asked to fix, apply edits with the Edit tool, sync
README.md/docs/part-apis/README.md, then runpretty-pdf checkfrom the repo root.
Signals
- GitHub stars
- 58
- Forks
- 10
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
book-flow-analyst- Source
- github.com/sazardev/networking-with-go