SKILLEMALL.ai

BD bioinformatics-analysis

标准化生物信息学分析流程。当用户提出以下任务时激活:(1) 测序数据分析(RNA-seq、ChIP-seq、WGS等),(2) 差异表达分析,(3) 通路/富集分析,(4) 组学数据可视化,(5) 统计检验,(6) 任何需要调用成熟生信工具而非编写Python/R算法代码的分析任务。核心原则:优先调用工具,记录shell脚本过程,结果用Rmarkdown统计可视化,确保分析可重复。

ClawHub Agent Skills author: Fang, Chao v1.0.0 MIT-0 5 files · 1 script body ≈ 883 tokens Open the sourceclawhub.ai analyzed 32 h ago

标准化生物信息学分析流程。当用户提出以下任务时激活:(1) 测序数据分析(RNA-seq、ChIP-seq、WGS等),(2) 差异表达分析,(3) 通路/富集分析,(4) 组学数据可视化,(5) 统计检验,(6)…

As a process D 41/100 · Unfinished process — weak spots: result and completion, when it triggers, inputs and preconditions

AnalyzerInfrastructuretype and topics are labelled automatically from the skill text
JSON
Technical rating
B
89/100
safety, quality, tests
Safety 60%
100
Quality 40%
73
Run on models
none yet
Process rating
D
41/100
Unfinished process
Result and completion w 14
0
Inputs and preconditions w 11
0
Failures and branches w 10
0
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.
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: 5. 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")

Process rating: all ten parameters 41/100

  • 0Result and completion. Does not say what the result is
  • 0Inputs and preconditions. Does not say what the process needs to start
  • 0Failures and branches. Linear process with no failure handling
  • 0Progress reporting. Says nothing while it works
  • 20When it triggers. No condition that starts the skill
  • 40Consistency. Frontmatter name (bioinformatics-analysis) differs from the folder (bioinfo-style)
  • 60Tools and files. Uses tools (bash) that frontmatter does not declare
  • 100Steps. 12 steps
  • 100Execution cost. Instruction body is 883 tokens
  • 100Running it twice. No mutating operations

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)
  • +3Output format is not stated: the model decides each time
  • -31 of 1 scripts are never mentioned in SKILL.md
  • +1No license
  • +2Single-language instructions
  • +3Description length 192: enough signal without eating the budget
  • +4Structure: 15 headings
  • +3Step-by-step instructions: 12 items
  • +4Has examples (10 code blocks)
  • +4Reference files are cited in the instructions (2 of 2)

Quality base 70; lint remarks subtract, signals add up to 100. Result: 73.

External checks

ClawHub: clean
This is a bioinformatics workflow skill that openly uses shell scripts, R Markdown, and Conda/Mamba tooling for reproducible local analysis.
LLM: benign (high) · VirusTotal: · 2 Jun 2026