面向 CS / AI / ML 领域的证据驱动、分节推进的论文写作 Agent Skill。
SaferSkills independently audited academic-paper-writer (Agent Skill) and scored it 100/100 (green). The audit ran 55 deterministic rules across Security, Supply Chain, Maintenance, Transparency, and Community; it found 0 high-severity and 0 lower-severity findings. The full rule-by-rule trace and per-finding evidence are below. Free, methodology-open.
Findings & checks · 0 flagged
Every scanned point with the score it earned and what moved between them.
First recorded scan — no prior version to compare against.
The primary manifest — the file an agent reads to learn what this artifact does.
证据闭环型、分节推进的论文编排代理。协调六个子技能：Step 0→1→2→3→4→5→6→7→8→9→10→11→12。
manifest.yaml. It declares always_load files, axes, and references.on_demand.always_load. These are the skill's binding rules — not reference material.stance.md defines core rules, sub-skill boundary, and scope.red-lines.md defines absolute prohibitions. Do not negotiate these.output-contract.md defines file outputs, deliverables, and completion criteria.anti-patterns.md defines known failure modes and their correct alternatives.workflow.md defines the Step 0-12 sequence summary.../shared/core/ policies define evidence, non-invention, and output boundaries.mode, paper_type, section, and language using manifest axes.references/ only when the manifest's references.on_demand condition is satisfied.| Mode | Purpose |
|---|---|
full-paper-planning | From-scratch full paper (balanced spectrum) |
section-drafting | Single section, narrowed evidence scope (balanced) |
section-revision | Local evidence audit + rewrite (fidelity spectrum) |
related-work-or-citation-pass | Delegate to academic-citation (fidelity spectrum) |
experiment-evidence-pass | Delegate to academic-experiments (fidelity spectrum) |
| Task | Sub-Skill | Step |
|---|---|---|
| Venue research | academic-venue-research | Step 4 |
| Evidence audit | Probe agent | Step 5 |
| Citation search | academic-citation | Step 6 |
| Experiment audit | academic-experiments | Step 7 |
| Figure generation | academic-figure | Step 9.4 |
| Prose polishing | academic-polishing | Step 9.6 (internal) |
| Draft review | academic-reviser | Step 9.5 / 9.8 |
| Mode | Behavior |
|---|---|
auto (default) | Auto-advance after Verification; brief progress summary only |
step-by-step | Pause after each section for user confirmation |
Switch anytime via user request.
| Gate | Trigger | Condition | Failure |
|---|---|---|---|
| E: Venue | Step 1→5 | 若用户提供本地 PDF 文献库，Step 2 已验证 MD 目录；venue-brief.md exists | Blocked |
| A: Evidence | Step 5→9 | >= 1 usable evidence | Degradation or blocked |
| B: Section Citation Readiness | Step 6→9 | Current section has VERIFIED citations, Citation-to-Claim Map, or explicit [REF_NEEDED] debt for key claims | Section-dependent: Intro/RW blocked, Method/Results may proceed with tracked debt |
| C: Verification | Step 9.8→10 | All hard debts closed + thin_draft=no | passed/failed/blocked |
| D: Full-Paper Citation Count | Step 11→output | Total >= min_citations | Warn, allow retry |
| Section | Probes to Dispatch | Strategy |
|---|---|---|
| Introduction | existing_material + local lit deep search + external lit search | Must parallel (3 Tasks) |
| Related Work | existing_material + local lit deep search + external lit search | Must parallel (3 Tasks) |
| Method | code_structure (Module Cards + tensor shapes + forward) + preprocessing | Must parallel |
| Experimental Setup | experiment_setup (hyperparams, dataset split, demographics) | Single probe |
| Results / Ablation | experiment_results (main results, baselines, ablation) | Single probe |
| Discussion | interpretability (interpretability results, network analysis) | Single probe |
Abstract is post-posed, not in initial queue. Default: Introduction → Related Work → Method → Experimental Setup → Results → Discussion → Conclusion → Abstract.
~30 seconds. Free. No account. Every finding cites a rule and a line of evidence.