Content
67%Weight 40%Scale 1-5Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
A well-structured, actionable lipidomics skill with a clear phased workflow and concrete tool calls. The main weaknesses are some over-explanatory prose in the reasoning section and the absence of explicit validation checkpoints in the pipeline.
Suggestions
Tighten the Reasoning Strategy paragraph into bullet-style guidance, moving pure biology context (e.g., ceramide membrane properties) into a reference file or trimming it, to improve conciseness.
Add explicit validation/verification checkpoints between phases (e.g., confirm the LIPID MAPS ID resolves and matches the input mass before proceeding to pathway mapping).
Consider extracting the KEGG pathway reference table and the enrichment-analysis code into a references/ file, keeping SKILL.md as a lean overview with a one-level-deep pointer.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Much of the domain detail (LIPID MAPS categories, KEGG IDs, enzyme-disease links) earns its place, but the dense "Reasoning Strategy" paragraph and opening prose mix method guidance with biology lessons that could be trimmed without losing actionability. | 3 / 5 |
Actionability | Provides concrete tool calls with parameters (e.g., LipidMaps_search_by_name(query="ceramide")), a KEGG pathway table with IDs, and an executable Python enrichment snippet, with only minor illustrative-only gaps. | 4 / 5 |
Workflow Clarity | A clearly sequenced five-phase pipeline (Phase 0-4) with per-phase tool examples; validation/verification checkpoints are largely implicit rather than stated, but the workflow is non-destructive analysis so this is a minor gap. | 4 / 5 |
Progressive Disclosure | Well-organized into clear sections (When to Use, Core Tools, Workflow, Limitations) with no bundle files present; the large pathway table and enrichment code block are inline and could conceivably be split out, but navigation is easy. | 4 / 5 |
Total | 15 / 20 Passed |