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Agent skill · Audited from source

Snapshot Writer

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: Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full survey.

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Cite this page

ModelsAtlas. “Snapshot Writer (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/snapshot-writer

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/snapshot-writerThe 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: Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full survey.

---
name: snapshot-writer
description: "Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full survey."
---

# Snapshot Writer

## Triggers & routing

- **Trigger**: snapshot, literature snapshot, 速览, 48h snapshot, one-page snapshot, SNAPSHOT.md.
- **Use when**: 你要在 `research-brief` 流程里 24-48h 内交付一个“可读的研究速览”(bullet-first,含关键引用),而不是完整 survey。


Transforms a small core set plus a bullets-only outline into the final `research-brief` deliverable.

## Inputs

Required:
- `outline/outline.yml`
- `papers/core_set.csv`

Optional:
- `GOAL.md`
- `DECISIONS.md`
- `queries.md`
- `papers/papers_dedup.jsonl`

## Output

- `output/SNAPSHOT.md`

## Script boundary

`scripts/run.py` should stay a thin adapter over shared review tooling:
- read outline/core-set inputs
- use the concrete Goal and available abstracts instead of copying survey scaffold bullets
- select bounded method/result sentences from abstracts; never duplicate full abstracts into multiple sections
- build a compact pointer-heavy briefing
- write `output/SNAPSHOT.md`

Do not move topic-specific ranking rules or deep parsing logic into this script.

## Contract

The output should:
- read like a briefing, not a survey draft
- stay bullets-first and compact
- define the topic boundary
- surface key themes
- include explicit paper pointers in a stable format

## Acceptance

- `output/SNAPSHOT.md` exists
- includes `## Scope`, `## Key themes`, `## What to read first`, and `## Open problems / risks`
- includes at least three explicit paper pointers that resolve to `papers/core_set.csv`
- grounds Scope in at least one core-set paper, grounds every Key-theme bullet,
  and covers at least two unique core-set papers across those sections
- stays within the Workflow evaluator's 100-1200 word compactness band
- contains no survey-only scaffolding such as citation quotas, chapter plans, or "why this survey" narration

## Non-goals

- full evidence synthesis
- protocol / screening / extraction
- monolithic long-form survey writing

Excerpt, first 2,080 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 ↗
git clone https://github.com/WILLOSCAR/research-units-pipeline-skills
git -C research-units-pipeline-skills checkout 81994516a430

The author documents no install command, so this uses the repository directly. Our verdict covers commit 81994516a430 only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 81994516a430

Questions about Snapshot Writer

What does the Snapshot Writer 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 Snapshot Writer 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 Snapshot Writer access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
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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