Best use case
writer is best used when you need a repeatable AI agent workflow instead of a one-off prompt.
Fix AI writing patterns that create repetitive and robotic content
Teams using writer should expect a more consistent output, faster repeated execution, less prompt rewriting.
When to use this skill
- You want a reusable workflow that can be run more than once with consistent structure.
When not to use this skill
- You only need a quick one-off answer and do not need a reusable workflow.
- You cannot install or maintain the underlying files, dependencies, or repository context.
Installation
Claude Code / Cursor / Codex
Manual Installation
- Download SKILL.md from GitHub
- Place it in
.claude/skills/media-observer-writer/SKILL.mdinside your project - Restart your AI agent — it will auto-discover the skill
How writer Compares
| Feature / Agent | writer | Standard Approach |
|---|---|---|
| Platform Support | Not specified | Limited / Varies |
| Context Awareness | High | Baseline |
| Installation Complexity | Unknown | N/A |
Frequently Asked Questions
What does this skill do?
Fix AI writing patterns that create repetitive and robotic content
Where can I find the source code?
You can find the source code on GitHub using the link provided at the top of the page.
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SKILL.md Source
# AI Writing Pattern Fixes ## Paragraph Opener Trap Scan first word of each paragraph - if 3+ start with "This/The/It" = robotic Vary with: "Meanwhile", "Consider", "Beyond that", action verbs, specific nouns Lead with action: "Marketing increased" not "The marketing team increased" ## Rhythm Monotony Trap Avoid same sentence length patterns - mix 5-word punches with 20-word flows Use strategic fragments. For emphasis. For pace breaks. Read aloud test: monotone rhythm = boring ## Vague Claim Trap Replace adjectives with numbers: "significant growth" → "40% growth" Swap evaluations for evidence: "impressive results" → "cut response time from 3s to 300ms" Delete weasel words: somewhat, fairly, quite, rather, slightly ## List Overuse Trap Use prose when explaining relationships or building arguments Use bullets only for instructions, features, options Flow test: if bullets feel choppy, try connected sentences ## Parallel Structure Breaks Match verb forms: "hiking, swimming, reading" not "hiking, swimming, to read" Match sentence patterns: "codes fast, debugs thoroughly, ships daily" Keep same grammatical structure in lists ## Transition Word Crutches Avoid: Furthermore, Moreover, Additionally, In conclusion Use echo technique: end paragraph with concept X, start next with concept X Pick up last idea and expand naturally ## Voice Drift in Long Documents Tone drift check: mark every 200 words - same person speaking? Pick 3-5 key phrases and use consistently throughout Don't switch from beginner-friendly to expert jargon mid-document ## Word Economy Traps Cut phrases: "in order to" → "to", "due to the fact that" → "because" One verb wins: "make improvement" → "improve", "conduct investigation" → "investigate" 80% rule: can you say it in 80% of words? Do it. ## Nominalization Trap Use verbs not nouns: "implementation of" → "implement" Action over abstraction: "decision-making process" → "decide" Zombie noun test: -tion, -ment, -ness endings often hide better verbs
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