SKILLEMALL.ai
GitHub ↗ RU Sign in

CF make-figures

Generate publication-ready figures and visual abstracts for medical research papers. Supports ROC curves, forest plots, CONSORT/STARD/PRISMA flow diagrams, calibration plots, Kaplan-Meier curves, Bland-Altman plots, confusion matrices, pipeline diagrams, and journal-specific visual/graphical abstracts (python-pptx template-based).

Aperivue/medsci-skills Agent Skills author: Aperivue MIT 80 files · 16 scripts body ≈ 11 873 tokens Open the sourcegithub.com↗ analyzed 33 h ago

Generate publication-ready figures and visual abstracts for medical research papers.

As a process F 55/100 · Will not run — References files that are not bundled: references/exemplar_diagrams/{strobe,consort,prisma,stard}/template_input.yaml, templates/official/{prisma2020,consort2010,stard2015,spirit2013}/

GeneratorPowerPointPersonal productivityDesigntype and topics are labelled automatically from the skill text
Runs in: Claude / Claude Code ChatGPT / Codex Gemini CLI Cursor GitHub Copilot / VS Code Qwen Code Kimi Code CLI Z.ai (GLM) DeepSeek (Deep Code) Mistral Vibe LangChain (deepagents) OpenClaw Goose OpenCode
JSON
Technical rating
C
82/100
safety, quality, tests
Safety 60%
100
Quality 40%
55
Run on models
none yet
Process rating
F
55/100
Will not run
References files that are not bundled: references/exemplar_diagrams/{strobe,consort,prisma,stard}/template_input.yaml, templates/official/{prisma2020,consort2010,stard2015,spirit2013}/
Tools and files w 18
0
Inputs and preconditions w 11
0
Execution cost w 6
40
the three weakest of ten parameters · all ten

How to improve

  1. Say in the description WHEN to use the skill ("use when…", example requests): that is the agent's main cue.
  2. The SKILL.md body is over 5,000 tokens: move reference detail into references/ and load it when needed.
  3. The text references files that are not there: add them or drop the references.
For the model run — optional
  • Your own cases (evals/evals.json, 4–6 real requests with expected answers): the full check would then run those instead of a model-drafted suite.
  • A spec.yaml with trigger phrases and assertions — a behaviour contract for CI; `skilltest init` writes a template.

Guard findings · 0

✓ No critical or high findings

Files scanned: 74. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning description-no-when description does not say WHEN to use the skill (no "use when")
  • warning body-long SKILL.md body ≈ 11873 tokens (recommended < 5000); move details to references/
  • warning missing-ref reference to a missing file: references/exemplar_diagrams/{strobe,consort,prisma,stard}/template_input.yaml
  • warning missing-ref reference to a missing file: templates/official/{prisma2020,consort2010,stard2015,spirit2013}/
  • note frontmatter-key unknown frontmatter key "triggers"
  • note frontmatter-key unknown frontmatter key "tools"
  • note edit-residue the text marks something as outdated (lines 73, 506, 642, 655): check that old rules are not kept next to new ones — the full check reads the text for contradictions

Process rating: all ten parameters 55/100

Will not run. References files that are not bundled: references/exemplar_diagrams/{strobe,consort,prisma,stard}/template_input.yaml, templates/official/{prisma2020,consort2010,stard2015,spirit2013}/
  • 0Tools and files. 2 referenced file(s) missing: references/exemplar_diagrams/{strobe,consort,prisma,stard}/template_input.yaml, templates/official/{prisma2020,consort2010,stard2015,spirit2013}/
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 40Execution cost. Instruction body is 11873 tokens: crowds the task out of the window
  • 50When it triggers. No condition that starts the skill
  • 60Steps. 180 steps, 4 vague phrases
  • 100Result and completion. Output format and completion criterion are stated
  • 100Failures and branches. 4 branches, has a failure section
  • 100Consistency. Name and required fields are in place
  • 100Running it twice. Mutating operations check current state
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 24 top-level sections: this looks like several domains in one skill
  • low The response is described with custom markup (3 tags): a typed call is more reliable

Everything here is measured from the skill text rather than judged by a model, so the numbers are checkable. A parameter weighs more when it is a more common reason for the process to stall.

Quality signals

  • +5Description has no quoted example phrases that should trigger the skill
  • +4Description does not say when NOT to use the skill (false activations)
  • -33 of 14 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +3Description length 332: enough signal without eating the budget
  • +4Structure: 62 headings
  • +3Step-by-step instructions: 180 items
  • +3Output format is stated explicitly
  • +4Has examples (19 code blocks)
  • +4Reference files are cited in the instructions (9 of 9)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 55.