Agent skill · Audited from source
Evidence Draft
skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 19 Oct 2026 · source 81994516a430
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: Create per-subsection evidence packs (NO PROSE): claim candidates, concrete comparisons, evaluation protocol, limitations, plus citation-backed evidence snippets with provenance.
Cite
Cite this page
ModelsAtlas. “Evidence Draft (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/evidence-draft
Trust audit
Audit 0.4.1 · source read 19 Oct 2026
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
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | WARN | 2 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | PASS | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass, no license.
Findings (2)
MEDIUMInventory / provenanceinv.symlink · .claude/skills
.claude/skills
- Why
- link not followed
- Fix
- —
LOWInventory / provenanceinv.no_license
- 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/evidence-draftThe 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: Create per-subsection evidence packs (NO PROSE): claim candidates, concrete comparisons, evaluation protocol, limitations, plus citation-backed evidence snippets with provenance.
--- name: evidence-draft description: "Create per-subsection evidence packs (NO PROSE): claim candidates, concrete comparisons, evaluation protocol, limitations, plus citation-backed evidence snippets with provenance." --- # Evidence Draft ## Triggers & routing - **Trigger**: evidence draft, evidence pack, claim candidates, concrete comparisons, evidence snippets, provenance, 证据草稿, 证据包, 可引用事实. Build deterministic `outline/evidence_drafts.jsonl` packs from briefs + notes + optional evidence bindings. Compatibility mode is active: this migration preserves the existing JSONL contract while moving evidence-quality policy, sparse-evidence routing, and evaluation-anchor rules into `references/` and `assets/`. ## Load Order Always read: - `references/overview.md` - `references/evidence_quality_policy.md` Read by task: - `references/block_vs_downgrade.md` when deciding whether thin evidence should block drafting or only downgrade claim strength - `references/evaluation_anchor_rules.md` when evaluation tokens, protocol context, or numeric claims are weak - `references/examples_sparse_evidence.md` for evidence-thin pack calibration - `references/source_text_hygiene.md` when paper self-narration or generic result wrappers are leaking into pack snippets / claim candidates Machine-readable assets: - `assets/evidence_pack_schema.json` - `assets/evidence_policy.json` - `assets/source_text_hygiene.json` - repo-wide `assets/limitation-signals.json` — shared polarity rules that keep resolved failures and positive improvements out of limitation slots ## Inputs Required: - `outline/subsection_briefs.jsonl` - `papers/paper_notes.jsonl` - `citations/ref.bib` Optional but recommended: - `papers/evidence_bank.jsonl` - `outline/evidence_bindings.jsonl` ## Outputs Keep the current output contract: - `outline/evidence_drafts.jsonl` - optional human-readable mirrors under `outline/evidence_drafts/` ## Script Boundary Use `scripts/run.py` only for: - deterministic joins across briefs / notes / evidence bank / bindings - snippet extraction and provenance assembly - policy-driven `blocking_missing` / `downgrade_signals` / `verify_fields` materialization - pack validation and Markdown mirror generation Do not treat `run.py` as the place for: - filler bullets that make thin evidence look complete - hidden sparse-evidence judgment that is not inspectable from `references/` / `assets/` - reader-facing narrative prose ## Output Shape Rules Keep these stable: - preserve the existing top-level pack fields already used by downstream survey pipelines - `claim_candidates` must remain snippet-derived - `concrete_comparisons` must remain genuinely two-sided; if one cluster has no usable highlight, drop the card and surface thin evidence upstream instead of fabricating an A-vs-B contrast - snippet sampling should stay cluster-aware: when a subsection has explicit clusters, evidence selection should avoid collapsing onto one route just because its abstracts contain louder result sentences - sparse evidence should surface as explicit blockers / downgrade signals / verify fields, not filler bullets - citation keys must remain constrained to `citations/ref.bib` ## Compatibility Notes Current mode is reference-first with deterministic compatibility: - `assets/evidence_policy.json` defines pack thresholds and sparse-evidence routing - `assets/evidence_pack_schema.json` documents/validates the stable pack shape - `assets/source_text_hygiene.json` owns this Skill's wrapper cleanup, while the repo-wide `assets/limitation-signals.json` owns limitation polarity across `paper-notes`, `evidence-draft`, and `writer-context-pack` - `scripts/run.py` still materializes the existing JSONL + Markdown outputs, but no longer pads sparse sections with generic caution prose ## Quick Start - `uv run python .codex/skills/evidence-draft/scripts/run.py --workspace <workspace>` ## Execution Notes When running in compatibility mode, `scripts/run.py` currently reads: - `outline/subsection_briefs.jsonl` - `papers/paper_notes.jsonl` - `citations/ref.bib` - optionally `papers/evidence_bank.jsonl` and `outline/evidence_bindings.jsonl` - `assets/evidence_policy.json` and `assets/evidence_pack_schema.json` ## Script ### Quick Start - `uv run python .codex/skills/evidence-draft/scripts/run.py --workspace <workspace>` ### All Options - `--workspace <dir>` - `--unit-id <id>` - `--inputs <path1;path2>` - `--outputs <path1;path2>` - `--checkpoint <C*>` ### Examples - `uv run python .codex/skills/evidence-draft/scripts/run.py --workspace <workspace>` ## Troubleshooting - If packs look complete despite thin evidence, inspect `assets/evidence_policy.json` and `references/block_vs_downgrade.md` before changing Python. - If evaluation bullets are generic, inspect `references/evaluation_anchor_rules.md` and the policy asset. - If claims are strong but evidence is abstract/title-only, downgrade via `downgrade_signals` and `verify_fields` rather than adding narrative caveats.
Excerpt, first 5,018 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
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 which agents?
What its own text says, not a test
| Agent | Status | More |
|---|---|---|
| Codex | Mentioned in its text, not tested | Skills for Codex · About Codex |
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
81994516a430
README badge
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[](https://modelsatlas.com/skills/willoscar/evidence-draft/)
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Questions about Evidence Draft
What does the Evidence Draft skill do?
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Sources
- github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.c — the audited source at commit 81994516a430 and every finding aboveObserved · 19 Oct 2026
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Opens with this page as the source. We add nothing else to the prompt.
- What does the Evidence Draft skill do?
- Is Evidence Draft safe to install?
- What can Evidence Draft access on my machine?