Documentation Generator

Documentation must be grounded in specific claims rather than abstract adjectives. We avoid filler phrases like "In today's fast-paced world" and focus on delivering useful information directly. Each claim should be supported by evidence, such as specific version numbers or request rates, rather than vague descriptors like "comprehensive."

Core Writing Principles

We prioritize authorial perspective and active voice to maintain a consistent team tone. This involves explaining the reasoning behind technical choices, such as selecting one database over another, rather than providing neutral boilerplate. Bullets should be used sparingly for actionable summaries; multi-line bullet waterfalls should be converted to short paragraphs to preserve nuance.

Vocabulary and Style

Avoid business jargon and linguistic tics like mirrored sentence structures or excessive em dashes. We use the imperative mood for docstrings (e.g., "Validate input") and strictly avoid humanizing non-living constructs like code.

Instead of	Use
fallback	default, secondary
leverage	use
utilize	use
facilitate	help, enable
comprehensive	thorough, complete

9. Limit Humanizing Constructs

"Lives under," "speaks to," and similar phrases only make sense for living things.

10. Imperative Mood for Docstrings

"Validate" not "Validates" (per PEP 257, pydocstyle, ruff).

Required TodoWrite Items

1. doc-generator:scope-defined - Target files and type identified
2. doc-generator:style-loaded - Style profile applied (if available)
3. doc-generator:content-drafted - Initial content created
4. doc-generator:slop-scanned - AI markers checked
5. doc-generator:quality-verified - Principles checklist passed
6. doc-generator:user-approved - Final approval received

Mode: Generation

For new documentation:

Step 1: Define Scope

## Generation Request

**Type**: [README/Guide/API docs/Tutorial]
**Audience**: [developers/users/admins]
**Length target**: [~X words or sections]
**Style profile**: [profile name or "default"]

Step 2: Load Style (if available)

If a style profile exists:

cat .scribe/style-profile.yaml

Apply voice, vocabulary, and structural guidelines.

Step 3: Draft Content

Follow the 10 core principles above. For each section:

1. Start with the essential information
2. Add context only if it adds value
3. Use specific examples
4. Prefer prose over bullets
5. End when information is complete (no summary padding)

Step 4: Run Slop Detector

Skill(scribe:slop-detector)

Fix any findings before proceeding.

Step 5: Quality Gate

Verify against checklist:

• No tier-1 slop words
• Em dash count < 3 per 1000 words
• Bullet ratio < 40%
• All claims grounded with specifics
• No formulaic openers or closers
• Authorial perspective present
• No emojis (unless explicitly requested)

Mode: Remediation

For cleaning up existing content:

Load: @modules/remediation-workflow.md

Step 1: Analyze Current State

# Get slop score
Skill(scribe:slop-detector) --target file.md

Step 2: Section-by-Section Approach

For large files (>200 lines), edit incrementally:

## Section: [Name] (Lines X-Y)

**Current slop score**: X.X
**Issues found**: [list]

**Proposed changes**:
1. [Change 1]
2. [Change 2]

**Before**:
> [current text]

**After**:
> [proposed text]

Proceed? [Y/n/edit]

Step 3: Preserve Intent

Never change WHAT is said, only HOW. If meaning is unclear, ask.

Step 4: Re-verify

After edits, re-run slop-detector to confirm improvement.

Docstring-Specific Rules

When editing code comments:

1. ONLY modify docstring/comment text
2. Never change surrounding code
3. Use imperative mood ("Validate input" not "Validates input")
4. Brief is better - remove filler
5. Keep Args/Returns structure if present

Module Reference

• See modules/generation-guidelines.md for content creation patterns
• See modules/quality-gates.md for validation criteria

Integration with Other Skills

Skill	When to Use
slop-detector	After drafting, before approval
style-learner	Before generation to load profile
sanctum:doc-updates	For broader doc maintenance

Exit Criteria

• Content created or remediated
• Slop score < 1.5 (clean rating)
• Quality gate checklist passed
• User approval received
• No emojis present (unless specified)