readme-writer
Measure and improve the reading level of any prose — docs, READMEs, emails, proposals, specs, plans. Scores Flesch-Kincaid grade level and top-1000 vocabulary coverage with real scripts instead of estimates. Triggers on 'readability', 'reading level', 'grade level', 'Flesch-Kincaid', 'plain language', 'make this easier to read', 'simplify this writing', 'too dense', 'ESL-friendly', and on 'write readme', 'improve readme', 'readme review', 'documentation writing'.
How do I install this agent skill?
npx skills add https://github.com/steveclarke/dotfiles --skill readme-writerIs this agent skill safe to install?
- Gen Agent Trust Hubpass
The skill is safe and provides tools for analyzing the reading level and vocabulary complexity of documents using local Ruby scripts. It operates locally on user-provided text and does not perform network requests or access sensitive credentials.
- Socketpass
No alerts
- Snykpass
Risk: LOW · No issues
- Runlayerpass
2/4 files flagged
What does this agent skill do?
Readability and README Writing
Two jobs. The common one: measure and improve reading level in any prose — a doc, an email, a proposal, a spec, a plan. The narrower one: structure a README.
Always Measure — Never Estimate
Syllable counts cannot be eyeballed accurately across a document. Reporting a Flesch-Kincaid score without running the script is guessing. Run it.
cat FILE | ruby scripts/flesch_kincaid.rb
Works on any text, not just markdown — pipe in an email draft, a section of a doc, a paragraph pasted into a heredoc.
Target: grade level 11 or below. Technical terms inflate the score, and that's fine — the goal is to keep the surrounding prose clear so the technical content stays accessible.
Revise, then re-measure. Focus revision on:
- Shortening sentences (not dumbing down terminology)
- Replacing complex connectors with simple ones
- Breaking multi-clause sentences into two
Report the before and after scores.
Vocabulary Coverage
Many readers of technical writing are not native English speakers.
cat FILE | ruby scripts/vocabulary_profiler.rb
Aim to raise the percentage of words in the top 1000 most common English words. Technical terms lower this number — expected. Keep the non-technical words simple.
Do:
- Use active voice
- Keep noun phrases short and direct
- Limit embedded clauses to one level of nesting
- Use simple "if/then" conditionals
- Make logical connections explicit with transition words (however, therefore, because)
- Spread information across multiple sentences when needed
Don't:
- Stack multiple modifiers before nouns ("the recently revised standardized testing protocol")
- Rely on mixed or inverted conditionals ("Had she known...")
- Expect readers to infer relationships between ideas
- Pack too many new concepts into a single sentence
- Assume shared knowledge of idioms or cultural references
Flow and Transitions
- Start with concepts, then details. Give readers the "why" before the "how"
- Add transitions between major sections so the piece reads as a narrative, not a list of disconnected blocks
- Create logical progression from high-level to detailed
README Structure
When the document is specifically a README, it flows through these sections:
- What and why — what the package does and why it matters (the "what's in it for me")
- Install and use — how to get started quickly
- Configuration — common options and methods
- Contributing — how to contribute, or a pointer to CONTRIBUTING.md. Notes on the build environment and portability
- Project layout — unusual top-level directories or files, hints for navigating the source
Formatting
Use GitHub-flavored callout blocks to highlight important information:
[!CAUTION] [!IMPORTANT] [!NOTE] [!TIP] [!WARNING]
- Use bold for key concepts on first introduction
- Use
codefor commands, filenames, config keys, and values - Use concrete, descriptive names for examples ("Invoice Approval" not "Example 1")
Quality Checklist
- Flesch-Kincaid grade level measured with the script, at or below 11
- Vocabulary coverage measured; non-technical words kept simple
- Each section flows naturally into the next
- Key concepts are bolded on first use
- Examples use real scenario names, not generic placeholders
- No corporate buzzwords (comprehensive, robust, seamless, leverage, utilize)
- Terminology is consistent throughout (same word for same concept)
- Acronyms and specialized terms are defined on first use
- Active voice is used wherever possible
Bibliography
- GNU Coding Standards, https://www.gnu.org/prep/standards/html_node/Releases.html
- Software Release Practice HOWTO, https://tldp.org/HOWTO/Software-Release-Practice-HOWTO/distpractice.html
How can the creator link this skill?
Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.
<a href="https://skillzs.dev/skills/steveclarke/dotfiles/readme-writer">View readme-writer on skillZs</a>