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Agent skill · Audited from source

Appendix Table 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: Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys.

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Cite this page

ModelsAtlas. “Appendix Table Writer (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 19 Oct 2026. https://modelsatlas.com/skills/willoscar/appendix-table-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/appendix-table-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: Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys.

---
name: appendix-table-writer
description: "Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys."
---

# Appendix Table Writer (publishable survey tables)

## Triggers & routing

- **Trigger**: appendix tables, publishable tables, survey tables, reader tables, 附录表格, 可发表表格, 综述表格.
- **Use when**: you have C4 artifacts (evidence packs + anchor sheet + citations) and want tables that look like a real survey (not internal logs).


## Why this exists

The pipeline can produce index tables that are useful for planning/debugging, but read like internal artifacts.

This skill writes publishable, reader-facing tables that can live in an Appendix:
- cleaner layout
- higher information density
- survey-style organization (methods/benchmarks/risks), not intermediate state

Index tables remain in `outline/tables_index.md` and should not be copied verbatim into the paper.

## Inputs

- `outline/table_schema.md` (table intent + evidence mapping)
- `outline/tables_index.md` (internal index; optional but recommended)
- `outline/subsection_briefs.jsonl`
- `outline/evidence_drafts.jsonl`
- `outline/anchor_sheet.jsonl`
- `citations/ref.bib`
- Optional: `GOAL.md`

Read as needed:
- `references/table_cell_hygiene.md` when Appendix table cells still copy raw paper self-narration or generic result wrappers

Machine-readable assets:
- `assets/table_cell_hygiene.json`

## Output

- `outline/tables_appendix.md`

## Roles (use explicitly)

### Survey Table Curator (reader lens)

Mission: choose tables a reader actually wants in a survey Appendix.

Do:
- prefer 2-3 tables that answer big questions (methods, evaluation, risks)
- make rows comparable (same row unit across the table)
- make the table legible without reading the whole paper

Avoid:
- one-row-per-H3 index dumps
- columns named like internal axes ("axes", "blocking_missing", "evidence readiness")

### Production Editor (layout)

Mission: make the table look publishable in LaTeX.

Do:
- keep columns <= 4
- keep cells short (phrases, not sentences)
- use `<br>` sparingly (0-1 per cell; never a list dump)

Avoid:
- 6-8 columns with tiny unreadable text
- cells that look like notes (semicolon chains + slash lists + long parentheticals)
- slash-separated axis markers (A/B/C) in captions/headers/cells (post-merge voice gate will flag them); use commas or 'and' instead
- internal axis jargon that reads like an intermediate artifact once printed (e.g., calling table columns "tokens"); prefer "protocol details/metadata/assumptions"

### Evidence Steward (verifiability)

Mission: prevent hallucinations.

Do:
- every row must include citations in a dedicated column (e.g., "Key refs")
- only restate what appears in evidence packs / anchor sheet
- when evidence is thin, prefer fewer rows with stronger grounding

Avoid:
- "representative works" with no supporting claim in packs/anchors
- adding benchmark/method details not present upstream

## Table contract (publishable, Appendix-ready)

`outline/tables_appendix.md` must:
- contain >=1 Markdown table for `course_paper`, or >=2 for `survey` / `deep`
- use a caption line before each table, e.g. `**Appendix Table A1. Representative systems by method family and evaluation setting**`
- contain no headings (`#`, `##`, `###`) inside the file (the merger adds an Appendix heading)
- contain no placeholders (`TODO`, `TBD`, `FIXME`, ASCII three-dot ellipsis, unicode ellipsis)
- contain citations in rows using `[@BibKey]` (keys must exist in `citations/ref.bib`)
- avoid pipeline jargon and index-like column names

## Workflow (explicit inputs)

- Start from `GOAL.md` (scope) and `outline/table_schema.md` (what each table must answer).
- Read `queries.md:draft_profile` when present; `course_paper` uses one strong reader table by default, while `survey` / `deep` retain at least two.
- Use `outline/tables_index.md` as a shortlist source, but do not paste it verbatim.
- Fill rows/cells using `outline/subsection_briefs.jsonl`, `outline/evidence_drafts.jsonl`, and `outline/anchor_sheet.jsonl` (no guessing).
- Validate every cited key against `citations/ref.bib`.

## Recommended Appendix tables (default set)

If you are unsure what to build, start with these two:

1) Method/architecture map (representative works)
- Row unit: work/system line (not H3 id)
- Columns (example):
  - Work (short name)
  - Core idea (1 short phrase)
  - Loop + interface assumptions (1 short phrase; reader-facing)
  - Key refs (2-4 cite keys)

2) Evaluation protocol / benchmark map
- Row unit: benchmark / evaluation setting (or a canonical protocol dimension if benchmarks are thin)
- Columns (example):
  - Benchmark / setting
  - Task + metric (phrases, not definitions)
  - Key protocol constraints (budget/cost/latency/steps/tool access/threat model)
  - Key refs (2-4 cite keys)

Optional third (only if it stays clean):
3) Risk / threat-surface map
- Row unit: threat/failure mode category
- Columns: surface; why it matters; mitigation pattern; key refs

## Positive / negative examples (style)

Bad (index table / internal notes):
- Column: "Axes"
- Cell: `planning / memory / tools / eval / safety` (slash dump)
- Rows: every H3 id with 5+ `<br>` lines

Good (survey table):
- Column labels are reader-facing ("Core idea", "Task + metric", "Constraint")
- Cells are short phrases (no narration)
- A reader can scan and compare rows quickly

Also good (avoid intermediate-artifact tells):
- Don't label columns as "token(s)". If you need the idea, rewrite as "protocol details/metadata/assumptions".
- Avoid ASCII arrows like `->` inside cells; prefer natural phrasing (e.g., "interleaves reasoning traces with tool actions").

## When to stop / route upstream

If you cannot fill a row without guessing:
- remove the row (prefer fewer, solid rows), and
- route upstream: strengthen `evidence-draft` / `anchor-sheet` for that area.

## Script (generator + validator)

### Quick Sta

Excerpt, first 6,000 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/appendix-table-writer/scripts/run.py --workspace workspaces/e2e-agent-survey-latex-verify-YYYYM
uv run python .codex/skills/appendix-table-writer/scripts/run.py --workspace <workspace> --outputs outline/tables_appendix.

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

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Questions about Appendix Table Writer

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

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