paper-polish-workflow
Systematic top-down workflow for polishing academic papers. Structure to logic to expression with user confirmation at each step.
How do I install this agent skill?
npx skills add https://github.com/lylll9436/paper-polish-workflow-skill --skill paper-polish-workflowIs this agent skill safe to install?
- Gen Agent Trust Hubpass
This skill provides a systematic workflow for polishing academic papers. It is functionally focused but contains a vulnerability surface for indirect prompt injection as it processes external, untrusted content from user drafts and reference documents.
- Socketpass
No alerts
- Snykpass
Risk: LOW · No issues
- ZeroLeakspass
Score: 93/100 · 2 sections analyzed
What does this agent skill do?
Purpose
This Skill provides a systematic, top-down workflow for polishing academic papers. It works from structure to logic to expression, with user confirmation at each decision point. Expression options are drawn from reference-driven academic patterns rather than ad hoc rewrites, ensuring professional and consistent output suitable for journal submission.
Trigger
Activates when the user asks to:
- Polish, revise, or improve an academic paper section by section
- 润色、精修、逐步改进学术论文
Example invocations:
- "Polish my paper section by section" / "润色论文"
- "Help me revise my introduction step by step" / "精修论文"
- "Guide me through polishing this draft" / "帮我逐步润色这篇论文"
Modes
| Mode | Default | Behavior |
|---|---|---|
interactive | Yes | Full 4-step flow with user confirmation at each decision point |
guided | Multi-pass with confirmation at key checkpoints only | |
direct | Single-pass polish using defaults; skip AskUserQuestion | |
batch | Same operation applied across multiple sections sequentially |
Default mode: interactive
Mode inference: "quickly" or "just fix" switches to direct. "step by step" or "逐步" confirms interactive (already default).
References
Required (always loaded)
| File | Purpose |
|---|---|
references/expression-patterns.md | Academic expression patterns overview and module index |
Leaf Hints (loaded when needed)
| File | When to Load |
|---|---|
references/expression-patterns/introduction-and-gap.md | Polishing introduction or background content |
references/expression-patterns/methods-and-data.md | Polishing methods, data, or study area content |
references/expression-patterns/results-and-discussion.md | Polishing results or discussion content |
references/expression-patterns/conclusions-and-claims.md | Polishing conclusion content |
references/expression-patterns/geography-domain.md | Content involves spatial, urban, or planning topics |
references/anti-ai-patterns.md | Polishing expression (Step 3) -- screen for AI-sounding phrases |
references/journals/ceus.md | Target journal is CEUS |
Loading Rules
- Load expression patterns overview at start; select the appropriate leaf based on section type.
- Load anti-AI patterns when polishing expression (Step 3).
- Load journal template when target journal is specified.
- Load
geography-domain.mdwhen spatial, urban, or planning content is detected. - If a reference file is missing, warn the user and proceed with reduced capability.
Ask Strategy
Before starting, ask about:
- Target journal (if not already known)
- Which section to work on
- Preferred mode (if ambiguous from trigger)
Rules:
- Never ask more than 3 questions before producing initial output.
- In
directmode, skip pre-questions if the user provided enough context. - In
batchmode, skip per-item questions; apply settings from the first item. - Use Structured Interaction when available; fall back to plain-text questions otherwise.
- See
skill-conventions.md > AskUserQuestion Enforcementfor full rules.
Workflow
Step 1: Collect Context
- Determine input type (file path or pasted text).
- Load required references (expression-patterns overview).
- Identify target journal; load journal template if specified.
- Read input content using the Read tool; extract key numbers, claims, and data points.
- Locate example/reference papers if the user provides them (use Read tool for PDFs).
- In
interactiveorguidedmode: confirm scope with the user before proceeding.
Step 2: Structure & Logic Confirmation
- Analyze section macro structure (e.g., Abstract = Background + Gap + Method + Results + Contribution).
- Present a structure table for user confirmation.
- Break content into sentences; assign a logic function to each.
- Present the logic chain for user confirmation.
- Checkpoint: user confirms structure and logic before expression work begins.
- In
directmode: run structure and logic analysis internally, proceed to Step 3 automatically.
Step 3: Expression Polish & Consistency
- Load the section-appropriate expression pattern leaf and anti-AI patterns.
- For each sentence with expression issues, present 2-3 options via AskUserQuestion (
interactivemode) or apply the best option automatically (directmode).
AskUserQuestion({
question: "Which expression do you prefer for [sentence function]?",
options: [
{ label: "[Expression A]", description: "[full sentence with expression A]" },
{ label: "[Expression B]", description: "[full sentence with expression B]" },
{ label: "[Expression C]", description: "[full sentence with expression C]" }
]
})
- Reference paper consultation: when the user questions professionalism, use the Read tool to load example papers and extract expression patterns.
- Journal style check: apply journal-specific requirements from the loaded template.
- Repetition and coherence pass: check for repeated expressions and missing transitions; suggest fixes.
- Cross-section consistency: verify numbers, terminology, and claims across sections.
Step 4: Output
- Generate highlights if the journal requires them (for CEUS, see
references/journals/ceus.md). - Suggest a read-aloud final check to catch awkward phrasing.
- Compile all confirmed content into the final version.
- Present the final version with word count for user confirmation.
- Write to
*_polished.mdafter confirmation (or automatically inbatchmode). - Report word count and any journal constraint notes.
Output Contract
| Output | Format | Condition |
|---|---|---|
polished_text | Markdown file (*_polished.md) or conversation output | Always produced |
change_summary | Markdown in session | Always produced |
| Word count | Integer | Always reported |
| Journal compliance notes | Bullet list | When a target journal is specified |
Edge Cases
| Situation | Handling |
|---|---|
| Unprofessional word flagged | Present 2-3 alternatives via AskUserQuestion; accept if user insists |
| Section too long for single pass | Split into paragraph-level sub-passes; maintain cross-paragraph coherence |
| No journal specified | Default to general academic style; note in output |
| Mixed language input | Detect dominant language; ask user to confirm target language |
| Reference paper provided as PDF | Use Read tool to load PDF; extract style patterns for expression matching |
| Abrupt sentence transition | Provide transition options via AskUserQuestion |
| Repetition detected between sections | Identify repeated content; suggest which occurrence to rephrase |
| Logic structure needs modification | Return to Step 2 to re-confirm structure before continuing |
Fallbacks
| Scenario | Fallback |
|---|---|
| Structured Interaction unavailable | Ask 1-3 plain-text questions covering highest-impact gaps; do not block workflow |
| Reference file missing | Log the missing file, proceed with reduced capability, warn the user |
| Target journal not specified | Ask once; if declined, use general academic style |
| PDF reference paper unreadable | Ask user to paste relevant excerpts instead |
Skill: paper-polish-workflow Conventions: references/skill-conventions.md
How can the creator link this skill?
Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.
<a href="https://skillzs.dev/skills/lylll9436/paper-polish-workflow-skill/paper-polish-workflow">View paper-polish-workflow on skillZs</a>