CtrlK
BlogDocsLog inGet started
Tessl Logo

nature-paper2ppt

Build a complete but efficient Nature-style Chinese PPTX presentation from a scientific paper, preprint, PDF, article text, abstract, figure legends, or reading notes. Use this skill whenever the user asks to make slides/PPT/PPTX for journal club, group meeting, paper sharing, thesis seminar, lab meeting, department report, or academic presentation from a research paper, not only medical papers. It identifies the paper type and argument, selects only the figures needed for the story, writes Chinese slide content and speaker notes, creates the actual .pptx deck, and performs lightweight verification with cross-platform Python tooling by default.

66

Quality

81%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

View guide

SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

62%

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

The body has a clear, well-validated workflow and concrete tooling/path guidance, but it is verbose with repeated layout guidance, lacks executable code snippets, and keeps all detail inline in a monolithic file rather than using progressive disclosure. Weakest areas are conciseness, actionability, and progressive disclosure.

Suggestions

Consolidate the overlapping layout sections (Layout adaptation rule, Slide archetype defaults, Visual density rule, Nature-style page composition) into one section — they repeat the same 'avoid 1:1 splits, crop dense figures, let one side dominate' guidance multiple times.

Add at least one minimal executable snippet (e.g., a python-pptx slide-creation or PyMuPDF text-extraction example) so the named toolchain is copy-paste ready instead of only described.

Move Paper-Type Guidance and Style Rules into separate reference files (e.g., references/paper_types.md, references/style.md) to shrink the monolithic body, and add the missing UPSTREAM_LICENSE.txt that the body references.

DimensionReasoningScore

Conciseness

The body is operationally dense and avoids explaining concepts Claude already knows, but it is verbose: the "avoid 1:1 splits, crop dense figures, let one side dominate" guidance is repeated across Layout adaptation rule, Slide archetype defaults, Visual density rule, and Nature-style page composition, so it could be tightened. It is not a 1 because it does not pad with basic concept explanations, and not a 3 because of the substantial repetition.

2 / 3

Actionability

It names concrete tooling (PyMuPDF, Pillow, python-pptx, zipfile) and concrete output paths and filenames, but provides no executable code snippets or copy-paste commands, and many rules ("use asymmetric layouts", "let one side dominate") are directives rather than executable steps. It is an instruction-heavy skill with specific guidance but not copy-paste ready, so it sits at 2 rather than 3.

2 / 3

Workflow Clarity

Steps 1–8 give a clearly sequenced process, and Step 8 plus the Default Fast Path include an explicit verification/feedback loop — reopen the PPTX, check slide/media/notes counts, revise defects, document in qa_report.md — matching the anchor for clear sequence with validation checkpoints.

3 / 3

Progressive Disclosure

The body is a ~500-line monolithic document with well-organized sections but no reference files to offload detail (Paper-Type Guidance, Style Rules could be separate files), and the one referenced file (UPSTREAM_LICENSE.txt) does not exist in the bundle. It is not a 1 because sections are well-structured, and not a 3 because content that should be split stays inline and a referenced path is missing.

2 / 3

Total

9

/

12

Passed

Description

100%

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

The description is strong across all dimensions: it states concrete actions, includes natural trigger terms, explicitly covers both what and when, and carves out a distinctive niche. No significant weaknesses to address.

DimensionReasoningScore

Specificity

The description lists multiple concrete actions — "identifies the paper type and argument, selects only the figures needed for the story, writes Chinese slide content and speaker notes, creates the actual .pptx deck, and performs lightweight verification" — matching the anchor for listing several specific concrete actions rather than vague language.

3 / 3

Completeness

It explicitly answers both what (build a Nature-style Chinese PPTX, select figures, write content/notes, create the deck, verify) and when ("Use this skill whenever the user asks to make slides/PPT/PPTX for journal club..."), matching the anchor requiring explicit triggers for both.

3 / 3

Trigger Term Quality

It surfaces natural terms users actually say — "slides/PPT/PPTX for journal club, group meeting, paper sharing, thesis seminar, lab meeting, department report" — giving good coverage of common phrasings rather than only technical jargon.

3 / 3

Distinctiveness Conflict Risk

The niche is narrow and explicitly bounded — Nature-style Chinese PPTX from research papers with specific academic-presentation triggers and an explicit "not ordinary paper writing" exclusion — making conflict with other skills unlikely.

3 / 3

Total

12

/

12

Passed

Validation

87%

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

Validation14 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

skill_md_line_count

SKILL.md is long (508 lines); consider splitting into references/ and linking

Warning

frontmatter_unknown_keys

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

Warning

Total

14

/

16

Passed

Repository
ResearAI/DeepScientist
Reviewed

Table of Contents

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.