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paper-talk

End-to-end conference talk pipeline: paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report. Default-good for academic conference talks (NeurIPS / ICML / ICLR / VALSE / 投稿 talks). Trigger phrases: "做 talk", "做 PPT 全流程", "talk pipeline", "end-to-end slides", "做演讲", "conference talk full workflow". Use when the user wants the complete talk artifact, not just a slide deck.

Quality

87%

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SecuritybySnyk

Passed

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SKILL.md
Quality
Evals
Security

Quality

Content

81%Weight 40%Scale 1-5

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

A well-engineered orchestration skill: the pipeline phases, invariants, validation gates, and downgrade logic are concrete and unambiguous, and shared contracts are properly delegated to reference files. Its weakness is token efficiency — a duplicated staging-tree listing and a non-operational "Empirical Origin" narrative pad the body, and the inline duplication is also a minor progressive-disclosure gap.

Suggestions

Remove the duplicated audit-input staging tree — keep it once (Phase 4.0 is the natural home) and have the Output Layout section reference it, saving ~15 lines and eliminating a two-place maintenance hazard.

Cut or compress the "Empirical Origin" section to a one-line rationale (or drop it entirely); the narrative about the 30-iteration polish run does not change how the pipeline is executed.

Tighten the opening reviewer-slot blockquote and the Empirical-Origin prose, which are the densest non-procedural passages; every remaining token should be operational.

DimensionReasoningScore

Conciseness

The body is mostly operational with no explanation of concepts Claude already knows, but it is noticeably tighten-able: the audit-input staging tree appears in full twice (Output Layout and Phase 4.0), and the "Empirical Origin" section is narrative justification ("The convergent learning was that…") that adds no execution value. This fits 'mostly efficient but could be tightened' better than the 'minor trimmable instances' anchor above.

3 / 5

Actionability

Guidance is fully executable throughout: copy-paste commands (`which xelatex pdflatex latexmk`, `latexmk -pdf -xelatex main.tex`, `soffice --headless --convert-to pdf`), exact file paths and output names, exact sub-skill invocation strings with argument forwarding, and a worked parameter pass-through example — concrete commands covering the common path.

5 / 5

Workflow Clarity

Phases 0–6 are clearly sequenced, the Assurance Ladder table shows exactly which phases run per level, checkpoints are explicit (Phase 1 user sign-off, per-phase artifact existence checks), and there are explicit validation/feedback loops with error recovery — halts with diagnostics on missing artifacts, audit verdicts that downgrade the final verdict, and an itemized list of why "conference-ready" was not granted.

5 / 5

Progressive Disclosure

Structure is good: shared detail is pushed to clearly signaled one-level-deep references (reviewer-backends.md, assurance-contract.md, effort-contract.md) at point of use, and sections are well organized. However, the referenced ../shared-references/ files are not present in this skill's bundle, and the duplicated audit-input tree is inlined twice rather than referenced once — good placement with minor organization gaps.

4 / 5

Total

17

/

20

Passed

Description

92%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

A strong description: it names the domain, lists the concrete pipeline stages, defines an explicit "Use when" clause, and supplies bilingual trigger phrases. The only gap is a handful of missing natural English trigger variants (e.g., "make slides", "prepare a talk"), which keeps trigger coverage just short of comprehensive.

DimensionReasoningScore

Specificity

The description enumerates the full pipeline as concrete actions: "paper → slide outline → Beamer + PPTX → per-page polish → assurance checks (claim / citation / anonymity) → final export and report" — multiple specific, comprehensive actions, matching the top anchor rather than the 'several actions with minor gaps' anchor below.

5 / 5

Completeness

Both questions are answered explicitly and concretely: the "what" is the enumerated end-to-end pipeline, and the "when" appears as "Use when the user wants the complete talk artifact, not just a slide deck" plus a concrete trigger-phrase list and venue set — matching the anchor requiring both what and when with concrete trigger phrases, not the weaker 'when could be more explicit' anchor.

5 / 5

Trigger Term Quality

Explicit trigger phrases are given ("做 talk", "talk pipeline", "end-to-end slides", "conference talk full workflow") plus venue names (NeurIPS / ICML / ICLR / VALSE), giving good bilingual coverage, but common natural variants like "make slides", "prepare a talk", or "conference presentation" are missing — good coverage with a few natural terms absent rather than comprehensive.

4 / 5

Distinctiveness Conflict Risk

It carves a clear niche (complete paper-grounded conference talk pipeline) and explicitly distinguishes itself from adjacent skills with "not just a slide deck"; the trigger phrases are distinctive to this orchestrator and unlikely to fire the wrong skill.

5 / 5

Total

19

/

20

Passed

Validation

81%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

allowed_tools_field

'allowed-tools' contains unusual tool name(s)

Warning

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

relative_links

Relative link issues: 1 suspicious

Warning

Total

13

/

16

Passed

Repository

wanshuiyin/Auto-claude-code-research-in-sleep

Path

skills/paper-talk/SKILL.md

Reviewed

Table of Contents

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