Agent skill · Audited from source
Paragraph Curator
skill · WILLOSCAR/research-units-pipeline-skillsLicence not declaredAudited 14 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: Deterministically compact final H3 bodies to the active delivery profile's paragraph budget without deleting prose or changing citation-block order.
Cite
Cite this page
ModelsAtlas. “Paragraph Curator (WILLOSCAR/research-units-pipeline-skills)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/willoscar/paragraph-curator
Trust audit
Audit 0.4.1 · source read 14 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 · 14 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/paragraph-curatorThe 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 9 days ago
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Deterministically compact final H3 bodies to the active delivery profile's paragraph budget without deleting prose or changing citation-block order.
--- name: paragraph-curator description: "Deterministically compact final H3 bodies to the active delivery profile's paragraph budget without deleting prose or changing citation-block order." --- # Paragraph Curator ## Triggers & routing - **Trigger**: paragraph compaction, paragraph budget, compact H3, 段落压缩, 段落预算. - **Use when**: H3 section files have passed logic polish and must converge before the final argument snapshot and merge. Compact paragraph boundaries without performing a new semantic rewrite. This is a deterministic convergence step. It prevents a long drafting loop from leaving sections outside the delivery profile, while keeping the original prose and evidence recoverable. It does not rank paragraphs, generate alternatives, replace evidence, or decide which claims are important. ## Inputs - `sections/S<subsection-id>.md` - `queries.md` for `draft_profile` - upstream logic and writer reports for operator context Only H3 files are modified. Front matter (`S1.md`, `S2.md`), H2 lead files, and global sections are not touched. ## Profile Contract | Profile | Paragraphs per H3 | |---|---:| | `course_paper` | 5-7 | | `survey` | 10-12 | | `deep` | 11-13 | The script first joins short adjacent body paragraphs while respecting the profile floor. If a section remains over budget, it repeatedly joins the shortest eligible adjacent pair. It never truncates a paragraph or drops a middle block. ## Outputs - updated H3 files under `sections/` - `output/PARAGRAPH_CURATION_REPORT.md` - `sections/paragraphs_curated.refined.ok` on PASS The report records the active profile and before/after paragraph counts for each H3. PASS requires every H3 to be within budget and the sequence of citation blocks to be unchanged. On FAIL, the marker is removed. ## Boundaries - If an H3 is below the floor, route to `subsection-writer` or the relevant evidence unit. Compaction must not invent padding. - If prose is repetitive or logically weak, route to `writer-selfloop` or `section-logic-polisher`. This Skill changes paragraph boundaries, not ideas. - Run `argument-selfloop` after this Skill so the argument ledger and section manifest describe the final section content. ## Run ```bash uv run python .codex/skills/paragraph-curator/scripts/run.py \ --workspace workspaces/<name> ``` Optional runner fields are `--unit-id`, `--inputs`, `--outputs`, and `--checkpoint`.
Excerpt, first 2,410 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
uv run python .codex/skills/paragraph-curator/scripts/run.py \
git clone https://github.com/WILLOSCAR/research-units-pipeline-skills git -C research-units-pipeline-skills checkout 81994516a430
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
| 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
For maintainers · shows the latest audit
[](https://modelsatlas.com/skills/willoscar/paragraph-curator/)
The badge shows our verdict and grade for this skill, and links back to this page. It changes when the audit does.
Similar skills
All automation skills →WILLOSCAR/research-units-pipeline-skills
Compile the Beamer tutorial deck and write a build report.
WILLOSCAR/research-units-pipeline-skills
Generate a Beamer slide deck from the final tutorial and approved module structure.
WILLOSCAR/research-units-pipeline-skills
Build a retrieval-informed chapter skeleton (`outline/chapter_skeleton.yml`) from taxonomy/core scope before stable H3 decomposition.
WILLOSCAR/research-units-pipeline-skills
Score an existing reader-facing deliverable and emit a deterministic PASS/FAIL scorecard plus bounded repair plan; use after synthesis, not to rewrite content.
WILLOSCAR/research-units-pipeline-skills
Review and record one pending human checkpoint in a research Workspace; use when a HUMAN Unit is blocked on an `Approve C*` decision, and never treat silence or artifact existence as approval.
WILLOSCAR/research-units-pipeline-skills
Lock an ideation run into a single-source-of-truth brainstorm brief (`output/trace/IDEA_BRIEF.md`) and a replayable multi-query plan (`queries.md`).
Add this badge to your README
[](https://modelsatlas.com/skills/willoscar/paragraph-curator/)
<a href="https://modelsatlas.com/skills/willoscar/paragraph-curator/"><img src="https://modelsatlas.com/skills/willoscar/paragraph-curator/badge.svg" alt="ModelsAtlas: SAFE B"></a>
Questions about Paragraph Curator
What does the Paragraph Curator skill do?
Is Paragraph Curator safe to install?
What can Paragraph Curator access on my machine?
Which assistants does Paragraph Curator work with?
How current is this page?
Sources
- github.com/WILLOSCAR/research-units-pipeline-skills/tree/main/.c — the audited source at commit 81994516a430 and every finding aboveObserved · 14 Oct 2026
Spotted something wrong? Report a correction · Methodology
Keep going in your AI
Opens with this page as the source. We add nothing else to the prompt.
- What does the Paragraph Curator skill do?
- Is Paragraph Curator safe to install?
- What can Paragraph Curator access on my machine?