Is the AI-Authored Content Coherence skill free?

Yes. The skill itself is free from rondorkerin/gamestack. SkillProof publishes the install command and an independent test verdict at no cost.

What is the AI-Authored Content Coherence SkillProof Score?

9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.

How do I install AI-Authored Content Coherence?

Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.

Can I use AI-Authored Content Coherence with Cursor, Copilot, Gemini CLI, Codex or other AI tools?

The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.

AI-Authored Content Coherence

Keeps LLM/procedurally-generated game content (lore, NPCs, history) from blurring into sameness.

by rondorkerin · rondorkerin/gamestack

Tested · Works

Install — copy the command Download source ↗

Test report

Verdict: Tested · Works
Score: 9.6/10
Tested: Jul 14, 2026
Environment: Claude Code 2.x (agent harness)
Upstream re-checked: Aug 10, 2026 · a439e4b

Asked for a plan to keep 500 LLM-generated NPC biographies from blurring together; the skill's oatmeal test + never-violate fact bible + static-backbone/procedural-tissue split produced a genuinely more actionable architecture (named techniques, concrete test-for criteria) than the generic 'use a template and a style guide' baseline, and the docs openly flag most of their own rules as sourced-but-unverified rather than overselling certainty.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

Installs cleanly 5/5
Triggers reliably 5/5
Output vs. baseline 9/10
Docs & honesty 5/5

What AI-Authored Content Coherence does

Gives a concrete framework for keeping AI-authored or procedurally-generated content (lore, NPC biographies, history) coherent at scale: the oatmeal/sameness test, a curated-corpus voice spec, generate-then-rationalize causation, recurring thematic domains, a machine-readable never-violate lore bible, and an explicit self-review/critic pass. Triggers on phrasing like 'lore bible', 'generated content feels samey', 'keep it coherent', or 'the LLM contradicts itself'.

How to install AI-Authored Content Coherence

git clone https://github.com/rondorkerin/gamestack
cd gamestack
mkdir -p ~/.claude/skills
cp -r plugins/gamestack/skills/ai-authored-content-coherence ~/.claude/skills/ai-authored-content-coherence

Skills live in ~/.claude/skills/ (global) or .claude/skills/ (per-project). Restart Claude Code after installing.

Commands — how to trigger AI-Authored Content Coherence

/ai-authored-content-coherence Keeps LLM/procedurally-generated game content (lore, NPCs, history) from blurring into sameness.

It also activates on plain-language prompts like these:

Keep these 500 generated NPC bios from feeling all the same
Our LLM keeps contradicting the established game lore
Build a lore bible so generated content stays consistent

Frequently asked questions

Is the AI-Authored Content Coherence skill free?: Yes. The skill itself is free from rondorkerin/gamestack. SkillProof publishes the install command and an independent test verdict at no cost.
Does AI-Authored Content Coherence work with Claude Code?: We tested it with Claude Code 2.x (agent harness) on Jul 14, 2026. Verdict: Tested · Works. Asked for a plan to keep 500 LLM-generated NPC biographies from blurring together; the skill's oatmeal test + never-violate fact bible + static-backbone/procedural-tissue split produced a genuinely more actionable architecture (named techniques, concrete test-for criteria) than the generic 'use a template and a style guide' baseline, and the docs openly flag most of their own rules as sourced-but-unverified rather than overselling certainty.
What is the AI-Authored Content Coherence SkillProof Score?: 9.6/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 9/10, docs & honesty 5/5.
How do I install AI-Authored Content Coherence?: Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use AI-Authored Content Coherence with Cursor, Copilot, Gemini CLI, Codex or other AI tools?: The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.