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tooluniverse-drug-target-validation

Quantitative drug-target validation pipeline. Scores druggability, selectivity, safety profile, ADMET feasibility, and structural tractability with a composite Target Validation Score (0-100) and GO/NO-GO recommendation. Use for go/no-go decisions on a target before commit-to-medchem, target prioritization across a list, and target-deselection rationale.

77

Quality

96%

Does it follow best practices?

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Quality

Content

92%Weight 40%Scale 1-5

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

The content is lean, highly actionable, and well-sequenced with explicit gate checkpoints. The main weakness is progressive disclosure: the skill lists four reference files that are not actually present in the bundle.

Suggestions

Ship the referenced files (SCORING_CRITERIA.md, REPORT_TEMPLATE.md, TOOL_REFERENCE.md, QUICK_START.md) in a references/ directory, or remove the dangling references.

If the detailed scoring matrices and report template are essential, move them into bundled files rather than relying on inline overview tables alone.

Add a short pointer near the Reference Files list confirming where each file lives (e.g. references/SCORING_CRITERIA.md) so navigation is unambiguous.

DimensionReasoningScore

Conciseness

The body is information-dense — compact tool lists with required-parameter flags and terse phase descriptions — and assumes Claude's competence without padding or explaining basic concepts.

5 / 5

Actionability

Provides concrete tool names with required parameters explicitly flagged (e.g. species="homo_sapiens", operation="median", size REQUIRED) and a copy-paste-ready Python ADMET-AI fallback block, covering the common execution paths.

5 / 5

Workflow Clarity

Phases 0-10 are clearly sequenced with explicit gate ordering ('Do not proceed to Phase 3 before completing Phase 1') and a Completeness Checklist as the final validation checkpoint before finalizing the report.

5 / 5

Progressive Disclosure

References are well-signaled and one-level-deep (SCORING_CRITERIA.md, REPORT_TEMPLATE.md, TOOL_REFERENCE.md, QUICK_START.md), but the referenced files do not exist in any bundle directory, so the structure is asserted rather than present.

3 / 5

Total

18

/

20

Passed

Description

100%Weight 40%Scale 1-5

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is specific, action-oriented, and clearly states both capabilities and usage triggers. It names concrete scoring dimensions and natural user phrasings with minimal conflict risk.

DimensionReasoningScore

Specificity

Lists multiple concrete actions — 'Scores druggability, selectivity, safety profile, ADMET feasibility, and structural tractability' plus a 'composite Target Validation Score (0-100) and GO/NO-GO recommendation' — giving comprehensive coverage.

5 / 5

Completeness

Explicitly answers both 'what' (quantitative validation pipeline producing a 0-100 score and recommendation) and 'when' via a clear 'Use for ...' clause with concrete trigger scenarios.

5 / 5

Trigger Term Quality

Includes natural user phrasings such as 'go/no-go decisions on a target before commit-to-medchem', 'target prioritization across a list', and 'target-deselection rationale' that a user would actually say.

5 / 5

Distinctiveness Conflict Risk

Occupies a clear niche (drug-target validation before commit-to-medchem) with distinct triggers, minimizing overlap with adjacent target/disease research skills.

5 / 5

Total

20

/

20

Passed

Validation

100%

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

Validation16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository
mims-harvard/ToolUniverse
Reviewed

Table of Contents

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