Agent skill · Audited from source
Front Matter Writer
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: Write the survey's front matter files (Abstract, Introduction, Related Work, Discussion, Conclusion) in paper voice, with high citation density and a single evidence-policy paragraph.
Cite
Cite this page
ModelsAtlas. “Front Matter Writer (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/front-matter-writer
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 | 1 |
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 (3)
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
LOWInsecure cryptocrypto.weak_hash · scripts/run.py:386
digest = hashlib.sha1(seed_key.encode('utf-8', errors='ignore')).hexdigest()- Why
- No further detail recorded for this rule.
- Fix
- —
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/front-matter-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: Write the survey's front matter files (Abstract, Introduction, Related Work, Discussion, Conclusion) in paper voice, with high citation density and a single evidence-policy paragraph.
--- name: front-matter-writer description: "Write the survey's front matter files (Abstract, Introduction, Related Work, Discussion, Conclusion) in paper voice, with high citation density and a single evidence-policy paragraph." --- # Front Matter Writer (compatibility router) ## Triggers & routing - **Trigger**: front matter writer, introduction writer, related work writer, abstract writer, discussion writer, conclusion writer, 引言, 相关工作, 摘要, 讨论, 结论. Purpose: produce the paper-level shell while preserving the current output contract and approval gate. ## Load Order Always read: - `references/overview.md` Read by task: - `references/abstract_archetypes.md` for `sections/abstract.md` - `references/context_projection.md` when adjusting how chapter briefs are projected into Introduction / Related Work context - `references/introduction_jobs.md` for Introduction body files - `references/related_work_positioning.md` for Related Work body files - `references/discussion_conclusion_patterns.md` for `sections/discussion.md` and `sections/conclusion.md` - `references/forbidden_stems.md` before revising any reader-facing prose - `references/examples_good.md` and `references/examples_bad.md` for calibration only Machine-readable assets: - `assets/front_matter_context.schema.json` - `assets/front_matter_context_schema.json` (compatibility alias for checklist-aligned naming) - `assets/front_matter_contract.json` - `assets/front_matter_templates.json` - `assets/front_matter_context_projection.json` ## Inputs Required: - `DECISIONS.md` with `Approve C2` - `outline/outline.yml` - `outline/mapping.tsv` - `citations/ref.bib` Optional but useful: - `GOAL.md` - `queries.md` - `papers/retrieval_report.md` - `papers/core_set.csv` - `outline/coverage_report.md` - `outline/writer_context_packs.jsonl` ## Outputs Keep the current output contract: - `sections/abstract.md` - `sections/S<sec_id>.md` for front-matter H2 bodies - `sections/discussion.md` - `sections/conclusion.md` - `output/FRONT_MATTER_REPORT.md` - `output/FRONT_MATTER_CONTEXT.json`, including the base template bank, any selected domain overlay, and their repository-relative SHA-256 hashes ## Compatibility mode Current mode is reference-first with script compatibility: - writing guidance lives in `references/` - the structured job contract lives in `assets/front_matter_contract.json` - the hook bank used by the script lives in `assets/front_matter_templates.json` - `scripts/run.py` still owns approval checks, metadata parsing, deterministic hook selection, file emission, and context-sidecar writing That means: - preserve current file shapes and approval behavior - treat the assets as the active semantic source for section jobs, hook banks, and render guardrails - avoid moving prose policy back into `SKILL.md` ## Script boundary Use `scripts/run.py` as a deterministic helper for: - approval gate enforcement - front-matter file discovery / path selection - metadata extraction - rendering from `assets/front_matter_contract.json` + `assets/front_matter_templates.json` - writing the report and context sidecar Do not treat the script as the main place for long-form writing guidance. ## Output shape rules Keep these stable: - `sections/abstract.md` starts with `## Abstract` or `## 摘要` - Introduction / Related Work `sections/S<sec_id>.md` files are body-only - `sections/discussion.md` includes `## Discussion` - `sections/conclusion.md` includes `## Conclusion` - methodology note appears once in normal prose, not as pipeline/process narration ## Quick Start - `uv run python .codex/skills/front-matter-writer/scripts/run.py --workspace <workspace>` ## Troubleshooting - If the front matter sounds narrated, reload `references/forbidden_stems.md` and `references/examples_bad.md`. - If Related Work turns into a survey list, reload `references/related_work_positioning.md`. - If the asset and the references drift, fix the asset/routing inside this skill package rather than expanding `SKILL.md` again. ## Execution notes When running this skill in compatibility mode, `scripts/run.py` currently reads these inputs directly: - `DECISIONS.md` for `Approve C2` - `outline/outline.yml` to resolve Introduction / Related Work section ids - `outline/mapping.tsv` for front-matter citation placement context - `citations/ref.bib` for citation-key scope - `GOAL.md`, `queries.md`, `papers/retrieval_report.md`, `papers/core_set.csv`, `outline/coverage_report.md`, and `outline/writer_context_packs.jsonl` as optional context sources ## Script ### Quick Start - `uv run python .codex/skills/front-matter-writer/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/front-matter-writer/scripts/run.py --workspace <workspace>` ## Troubleshooting - If `DECISIONS.md` lacks `Approve C2`, the script will write a checkpoint block and exit. - If `citations/ref.bib` or `outline/outline.yml` is missing, restore those inputs before rerunning. - If the front matter feels too template-like, inspect the hook banks / section job graph before touching the script.
Excerpt, first 5,239 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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Questions about Front Matter Writer
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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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- What does the Front Matter Writer skill do?
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