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tooluniverse-drug-mechanism-research

Trace drug mechanism of action — primary target → downstream signaling → pathway perturbation → tissue/organ effect → clinical outcome. Uses DrugBank, ChEMBL, KEGG, Reactome, STRING. Use for understanding how a drug works, identifying off-target effects, mechanism-based combination therapy design, and writing mechanism sections of reports.

79

Quality

100%

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SKILL.md
Quality
Evals
Security

Quality

Content

100%

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

A well-structured investigative workflow with executable code, explicit reasoning strategies, fallbacks, and a clear report template that respects Claude's existing knowledge.

DimensionReasoningScore

Conciseness

Lean and instruction-focused with no padding of concepts Claude already knows; the explicit 'The LLM already knows drug pharmacology' signals an assumption of competence, and every explanatory line earns its place.

3 / 3

Actionability

Each step provides copy-paste-ready executable Python with real tool names and example IDs (e.g. CHEMBL1431, PRKAA1), plus key fields to extract and concrete reasoning strategies.

3 / 3

Workflow Clarity

A clearly sequenced 8-step investigation with a guiding question chain, fallback strategies table, and known-issue notes for error recovery; the workflow is read-only so the destructive-operation validation cap does not apply.

3 / 3

Progressive Disclosure

No bundle files exist, so per the rubric a well-organized single SKILL.md qualifies; sections are clearly headed and the overview-to-detail structure is easy to navigate.

3 / 3

Total

12

/

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.

A strong, third-person description that names concrete actions, surfaces natural trigger terms, and explicitly states when to use it while staying distinct from related skills.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Trace drug mechanism of action', 'identifying off-target effects', 'mechanism-based combination therapy design', and 'writing mechanism sections of reports' — matching the score-3 anchor for multiple specific concrete actions.

3 / 3

Completeness

Explicitly answers both 'what' (the target->outcome trace chain and tools used) and 'when' via the 'Use for understanding how a drug works...' clause.

3 / 3

Trigger Term Quality

Includes natural user-facing terms such as 'mechanism of action', 'how a drug works', and 'off-target effects', giving good coverage of what a user would actually say.

3 / 3

Distinctiveness Conflict Risk

Targets a clear niche (drug MOA tracing) with distinct triggers and is differentiated from sibling skills (adverse-event, repurposing, etc.), making conflict unlikely.

3 / 3

Total

12

/

12

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

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

Warning

Total

15

/

16

Passed

Repository
mims-harvard/ToolUniverse
Reviewed

Table of Contents

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