audit-revise
Drive the audit-and-revise flow — ingest → critique → plan → approve → run — for a scientific paper dropped into the ScienceSwarm dashboard.
Skill by slowloris-98
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/slowloris-98-audit-revise
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About
Use cases: data, security, research
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What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
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Network hosts it talks to 1
codeload.github.com· found in install command
Files it touches
~/.claude/skills/audit-revise
What's inside
- Skill name
audit-revise- Description
- Drive the audit-and-revise flow — ingest → critique → plan → approve → run — for a scientific paper dropped into the ScienceSwarm dashboard. Nine-tool surface locked in plan §1.1.
- License
- MIT
- Instructions
- 169 lines in SKILL.md · view on GitHub
Files (1)
- SKILL.md
SKILL.md (first lines)
# audit-revise
## Purpose
The scientist drops a paper into the ScienceSwarm dashboard and asks for
an audit. This skill guides the manager agent (OpenClaw) through the
four-phase flow that plan §0.1 calls the shared product contract:
ingest → critique → plan + approval → delegated execution. Every
capability output lands in gbrain as a linked page so the existing
`/dashboard/reasoning` and FileTree surfaces can render it without new
routes. Use this skill whenever the user mentions auditing, critiquing,
reviewing, revising, or drafting a cover letter for a paper.
## Tool surface
This skill binds the manager agent to exactly nine tools. Do not call
anything outside this list, even if the ScienceSwarm MCP server exposes
other tools (`brain_search`, `brain_read`, etc. stay reserved for
research-radar and ad-hoc queries).
| Tool | When to call | Must-have preconditions |
|---|---|---|
| `resolve_artifact(study, hint?)` | At the start of every request to find the paper/critique/plan/revision the user is referring to. Always the first call unless the user already gave a slug. | study is set |
| `read_artifact(slug)` | Before `critique_artifact` or `draft_revision_plan` to confirm the artifact's type and current state. | slug returned by `resolve_artifact` |
| `critique_artifact(slug, style?)` | To materialize the first-class critique for a paper. MUST precede `draft_revision_plan`. | `slug` points at a `type: paper` page |
| `draft_revision_plan(parent_slug, critique_slug, scope_hints?)` | After the user has seen a critique and wants a revision plan drafted. MUST come after `critique_artifact`. | a `type: critique` page exists for `parent_slug` |
| `approve_revision_plan(plan_slug)` | Only after the user explicitly approves a plan. Never auto-approve. | plan is `status: draft` |
| `run_job(kind, input_refs, expected_artifacts)` | To dispatch `revise_paper`, `write_cover_letter`, `rerun_stats_and_regenerate_figure`, or `translate_paper`. MUST come after `approve_revision_plan`. | referenced plan is `status: approved` |
| `check_job(handle)` | To surface job progress or final artifact slugs. | `handle` from `run_job` |
| `cancel_job(handle)` | When the user asks to stop a running job. Cooperative flag — the job may take up to 5 s to notice. | `handle` from `run_job` |
| `link_artifact(from, to, relation)` | Only to create structural links between audit-revise artifacts. Relations: `audited_by`, `addresses`, `revises`, `cover_letter_for`. | both slugs are audit-revise artifacts |
## Hard preconditions (never violate)
1. **`critique_artifact` must run before `draft_revision_plan`** whenever
a critique page does not already exist for the paper. If one exists,
the agent should still prefer `read_artifact(<critique-slug>)` first
so the plan references real findings.
2. **`run_job` is refused without an approved plan.** Do not call it if
the referenced `revision_plan` is not `status: approved`. The tool
itself enforces this, but you should never even attempt the call.
3. **`approve_revision_plan` waits for the user.** Never approve a plan
on the user's behalf unless they say so in the current turn.
4. **Hallucinated tool names are forbidden.** If you feel the urge to
call `get_page`, `put_page`, `upsertChunks`, `traverse_graph`, or
anything else — stop. Those are gbrain primitives the audit-revise
flow deliberately doesn't expose.
## Four phases
### 1. Audit
When the user drops a paper or asks "what's wrong with this," tell them
the critique usually takes **8-10 minutes** before you make the call.
No silent spinners. Then:
```
resolve_artifact(study, hint=<paper-title>)
read_artifact(<paper-slug>) # confirm type: paper
critique_artifact(<paper-slug>) # default style: professional
```
Return the brief (1-2 paragraphs from `author_feedback.overall_summary`)
plus a link to `/dashboard/reasoning?brain_slug=<critique-slug>` so the
user can read the full findings. Do not truncate the brief silently.
### 2. Plan + approval
If the user wants a revision plan, draft it after the critique exists:
```
read_artifact(<paper-slug>)
read_artifact(<critique-slug>)
draft_revision_plan(
parent_slug=<paper-slug>,
critique_slug=<critique-slug>,
scope_hints=<what the user said>
)
```
Surface the draft plan to the user with a link to
`/dashboard/reasoning?brain_slug=<plan-slug>`. Say explicitly that the
plan is in `status: draft` and that `run_job` will refuse until they
approve. When the user approves:
```
approve_revision_plan(<plan-slug>)
```
If the user wants to edit findings out or change the scope, re-draft
instead of editing the approved plan.
### 3. Execute
Only after an approved plan. The v1 demo ships four job kinds:
| `kind` | Inputs | Outputs |
|---|---|---|
| `revise_paper` | `paper_slug`, `plan_slug`, `critique_slug` | `type: revision` + revised PDF |
| `write_cover_letter` | `revision_slug`, optional `target_journal` | `type: cover_letter` |
| `rerun_stats_and_regenerate_figure` | `paper_slug`, `data_slug`, `code_slug` | `type: code` (new script) + PNG + stats summary page |
| `translate_paper` | `paper_slug`, `source_lang`, `target_lang` | `type: paper` translation page |
Template:
```
run_job(
kind="revise_paper",
input_refs={paper: <slug>, plan: <plan-slug>, critique: <critique-slug>},
expected_artifacts=["revision"]
)
```
Tell the user the wall time for each kind: `revise_paper` 5-15 min,
`write_cover_letter` 1-3 min, `rerun_stats_and_regenerate_figure`
3-10 min, `translate_paper` 5-20 min. Poll via `check_job(handle)` at
30-60 s intervals, never faster. If the user asks to cancel, call
`cancel_job(handle)`; the runner checks the flag every 5 s.From slowloris-98/scienceswarm, MIT.
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Signals
- Stars
- 0
- Forks
- 0
- Open issues
- 0
- Last commit (this folder)
- Apr 27, 2026 (6 months ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/slowloris-98/scienceswarm
- Website
- scienceswarm.ai
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
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Cite this page
audit-revise skill. Agent Mart. https://agentmart.dev/skills/slowloris-98-audit-revise (last updated 2026-10-24)