SKILLEMALL.ai
GitHub ↗ RU Sign in

AF volcano-plot-script

Generate R/Python code for volcano plots from DEG (Differentially Expressed Genes) analysis results. Triggered when user needs visualization of gene expression data, p-value vs fold-change scatter plots, publication-ready figures for bioinformatics analysis.

ClawHub Agent Skills author: AIpoch v1.0.0 MIT-0 7 files body ≈ 2 438 tokens Open the sourceclawhub.ai↗ analyzed 3 d ago

As a process F 74/100 · Will not run — References files that are not bundled: assets/example_volcano.R

GeneratorSoftware developmentInfrastructuretype and topics are labelled automatically from the skill text
Runs in: OpenClaw 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) Goose OpenCode
JSON
Technical rating
A
92/100
safety, quality, tests
Safety 60%
100
Quality 40%
80
Run on models
none yet
Process rating
F
74/100
Will not run
References files that are not bundled: assets/example_volcano.R
Tools and files w 18
0
Consistency w 8
40
Inputs and preconditions w 11
70
the three weakest of ten parameters · all ten

The same skill appears in 1 more place: ClawHub

How to improve

  1. 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: 7. Evidence is masked. Grey chips explain why severity was lowered.

Against the Agent Skills spec

  • warning missing-ref reference to a missing file: assets/example_volcano.R
  • note frontmatter-key unknown frontmatter key "skill-author"

Process rating: all ten parameters 74/100

Will not run. References files that are not bundled: assets/example_volcano.R
  • 0Tools and files. 1 referenced file(s) missing: assets/example_volcano.R
  • 40Consistency. Frontmatter name (volcano-plot-script) differs from the folder (volcano-plot-script-1)
  • 70Inputs and preconditions. Inputs and preconditions are listed
  • 100Steps. 89 steps
  • 100Result and completion. Output format and completion criterion are stated
  • 100When it triggers. States when to use and when not to
  • 100Failures and branches. 4 branches, has a failure section
  • 100Execution cost. Instruction body is 2438 tokens
  • 100Running it twice. No mutating operations
  • 100Progress reporting. Reports progress
  • medium Safety rules and hard prohibitions inside a skill: they belong in the system prompt, here they protect nothing
  • low 26 top-level sections: this looks like several domains in one skill

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)
  • -42 reference files, but SKILL.md never points to them: the model will not open them
  • +2Single-language instructions
  • +3Description length 258: enough signal without eating the budget
  • +4Structure: 31 headings
  • +3Step-by-step instructions: 89 items
  • +3Output format is stated explicitly
  • +4Has examples (5 code blocks)
  • +3All 1 scripts are documented
  • +1License stated

Quality base 70; lint remarks subtract, signals add up to 100. Result: 80.

External checks

ClawHub: clean
This skill is a coherent local volcano-plot generator with minor documentation and dependency-hygiene issues, but no evidence of hidden data access, exfiltration, persistence, or destructive behavior.
LLM: benign (high) · VirusTotal: · 29 May 2026