false-positive-reviewer SKILL.md skillA

false-positive-reviewer from conorbronsdon/avoid-ai-writing is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add conorbronsdon/avoid-ai-writing/false-positive-reviewer@v3.38.0

Pins v3.38.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
conorbronsdon/avoid-ai-writing
Path
skills/false-positive-reviewer/SKILL.md
Versions recorded
4
Latest version
v3.38.0, committed Oct 15, 2026
First version recorded
Sep 3, 2026
Size
4,361 bytes
Repository stars
5,120
License
MIT

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.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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

Accept interpretation work from:

- `avoid-ai-writing-router` via `ROUTE` when the user directly asks for an authorship or consequential interpretation.
- `ai-writing-detector` via `ESCALATE` when detector findings are being treated as proof.
- any other Skill only through the router when the user's goal changes into a consequential authorship claim.

Preserve the distinction between:

- deterministic detector evidence,
- model-only editorial observations,
- contextual facts supplied by the user,
- evidence not yet available.

### Produce

Update the handoff envelope only with interpretation-relevant state:

- keep `consequential_authorship_claim: true` when applicable,
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add conorbronsdon/avoid-ai-writing/false-positive-reviewer@sha256:194721b0b52945db

The line at the top of this page pins the label v3.38.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_qc77rgackuncebdg.svg)](https://markdownregistry.com/a/art_qc77rgackuncebdg)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 4 versions of this file, between Sep 3, 2026 and Oct 15, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
v3.38.0 latest2026-10-15 7dc0334 4,361 BA view · diff
v3.37.02026-10-04 db82bc8 4,361 BA view · diff
v3.36.02026-10-03 aa405aa 4,361 BA view · diff
git:20260903.788c6672026-09-03 788c667 4,332 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4361 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

conorbronsdon/avoid-ai-writing · 5,120 stars · license MIT · pushed 2026-10-20 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_qc77rgackuncebdg
GET https://markdownregistry.com/api/v1/resolve?ref=conorbronsdon/avoid-ai-writing/false-positive-reviewer
GET https://markdownregistry.com/api/v1/blob/194721b0b52945db38ef0f97ec5170b91489c2b76d7defbb29b099380ef76e2b

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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