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Agent skill · Audited from source

Argument Selfloop

skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 19 Oct 2026 · source 81994516a430

★ 513pushed 14 days ago
✓SAFEGrade B · 89/100 · 19 Oct 2026 · 8199451
513repo stars · whole WILLOSCAR/research-units-pipeline-skills

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 81994516a430 and found no filesystem, network or shell access and no hard-coded secrets. What it does: Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge.

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Cite this page

ModelsAtlas. “Argument Selfloop (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/argument-selfloop

Trust audit

Audit 0.4.1 · source read 19 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high1 medium1 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityWARN2
L1 Static sourceSecrets, path traversal, supply chain, hidden codePASS0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass, no license.

Findings (2)

LOWInventory / provenanceinv.no_license
F-13 Inventory / provenanceCWE-1104Layer L0
Why
no LICENSE file and no repo licence
Fix
add a licence

Audit 0.4.1 · source sha 81994516a430 · 19 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

  • PublisherWILLOSCAR GitHub userOwner of the repository this skill is read from
  • Source folderWILLOSCAR/research-units-pipeline-skills/.codex/skills/argument-selfloopThe exact folder we audited
  • LicenceNot declaredAs the repository states it
  • Commit pinned for this verdict81994516a430A new audit runs when the source changes
  • Repository statusNot archivedLast push 14 days ago
  • Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

What it tells the agent

Full source on GitHub ↗

Its description: Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge.

---
name: argument-selfloop
description: "Build a final, machine-readable argument snapshot from current H3 sections and refresh section fingerprints before merge."
---

# Argument Snapshot

## Triggers & routing

- **Trigger**: argument snapshot, section ledger, consistency contract, final section manifest, 论证快照, 一致性契约.
- **Use when**: section-level mutations are complete and the merge needs a current argument ledger plus content hashes.


Create the final C5 snapshot consumed by merge and later audit.

Despite the historical Skill name, the current implementation is not an
autonomous rewrite loop. It reads the final H3 files, assigns bounded structural
move labels, writes a compact consistency contract, refreshes section hashes,
and fails when required prose is absent or too thin.

## Position In The Workflow

```text
section writing
-> style and numeric hygiene
-> logic polish
-> paragraph compaction
-> argument snapshot
-> optional transitions
-> merge
```

Running the snapshot after every section mutator prevents the ledger and
manifest from describing an earlier draft.

## Inputs

- `sections/`
- `outline/outline.yml`
- `queries.md`
- `output/PARAGRAPH_CURATION_REPORT.md`

## Outputs

- `output/ARGUMENT_SELFLOOP_TODO.md`
- `output/SECTION_ARGUMENT_SUMMARIES.jsonl`
- `output/ARGUMENT_SKELETON.md`
- refreshed `sections/sections_manifest.jsonl`

`SECTION_ARGUMENT_SUMMARIES.jsonl` contains one record per expected H3 and one
record per paragraph. Current move labels are deterministic signals drawn from:

```text
setup, thesis, contrast, evidence, evaluation, limitation, synthesis, takeaway
```

They make section shape inspectable; they do not prove that an argument is
scientifically valid. `ARGUMENT_SKELETON.md` contains a
`## Consistency Contract` and a chapter-level map. It is a writer-facing audit
artifact, never reader-facing paper content.

## PASS Contract

- every expected H3 exists;
- every H3 meets the profile paragraph floor;
- each paragraph has at least one allowed move;
- `ARGUMENT_SKELETON.md` contains `## Consistency Contract`;
- `sections_manifest.jsonl` carries current `bytes` and `sha256` values.

On FAIL, inspect `ARGUMENT_SELFLOOP_TODO.md` and route the named section back to
its writer or evidence owner. This Skill does not apply the repair itself.

## Run

```bash
uv run python .codex/skills/argument-selfloop/scripts/run.py \
  --workspace workspaces/<name>
```

Optional runner fields are `--unit-id`, `--inputs`, `--outputs`, and
`--checkpoint`.

Excerpt, first 2,511 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 8199451

Download folder ↗
uv run python .codex/skills/argument-selfloop/scripts/run.py \

Commands as the repository documents them: shown, never run by us. Our verdict covers commit 81994516a430 only.

Works in which agents?

What its own text says, not a test

AgentStatusMore
CodexMentioned in its text, not testedSkills for Codex · About Codex
“Mentioned” means the skill’s text names the agent. We have not run it there.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 81994516a430

README badge

For maintainers · shows the latest audit

ModelsAtlas: SAFE BMODELSATLASSAFE · B
[![ModelsAtlas: SAFE B](https://modelsatlas.com/skills/willoscar/argument-selfloop/badge.svg)](https://modelsatlas.com/skills/willoscar/argument-selfloop/)

The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.

Add this badge to your README

[![ModelsAtlas: SAFE B](https://modelsatlas.com/skills/willoscar/argument-selfloop/badge.svg)](https://modelsatlas.com/skills/willoscar/argument-selfloop/)

Questions about Argument Selfloop

What does the Argument Selfloop skill do?
Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
Is Argument Selfloop safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Argument Selfloop access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
Which assistants does Argument Selfloop work with?
Its documentation mentions codex. That is what the text claims, not a compatibility test we ran.
How current is this page?
The grade is for one exact copy of the source (81994516a430), read on 2026-10-19. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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