Individual skill
false-positive-reviewer
Use when a user asks what AI-writing flags mean, whether detector output proves AI authorship, or wants a careful interpretation of possible false positives, especially for academic, hiring, publication, disciplinary, or other consequential decisions.
skills/false-positive-reviewer/SKILL.md
Source commit 933496df3bc0b06b3552f92a0be5f9f5e0f7f608
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- Matches the observed repository HEAD
- Yes
- Scanner rules are current
- Yes
- Repository scan complete
- No
- Skill scan complete
- No
- Observed behavior
- Network or broad shell
- Last checked
- Nov 3, 2026
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Repository context
- Repository stars (not skill ratings)
- 5,474
- Repository last updated
- Nov 7, 2026
- License
- MIT
Observed agent integration: No specific integration evidence. Standard SKILL.md installation does not imply verified compatibility.
- ai-writing Repository topic
- claude Repository topic
- claude-code Repository topic
- llm Repository topic
- prompt-engineering Repository topic
- skill Repository topic
- writing Repository topic
- writing Derived category
- research Derived category
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SKILL.mdcore · 4,361 bytesSKILL.mdcore · 4,361 bytesagents/openai.yamlasset · 271 bytes
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# False-Positive Reviewer
Interpret AI-writing signals without turning them into an unsupported authorship verdict.
## Authority
Use the evidence caveats and pattern guidance in `../avoid-ai-writing/SKILL.md`. The original Skill explicitly treats flags as writing-quality signals, not proof of who or what wrote the text.
For cross-Skill work, follow `../avoid-ai-writing-router/references/handoff-contract.md` and `../avoid-ai-writing-router/references/skill-graph.json`.
## Connection contract
### Incoming