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diffdock

Run or plan DiffDock molecular docking workflows. Use when a task asks for protein-ligand pose prediction, docking setup, ligand/protein preparation, pose ranking, or docking-result verification.

68

Quality

83%

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SKILL.md
Quality
Evals
Security

Quality

Content

78%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.

A concise, well-structured workflow with clear sequencing and a verification checkpoint, appropriate for a simple skill with no bundle dependencies. Its main weakness is actionability: it describes what to document and verify but not how to actually execute a DiffDock run.

Suggestions

Add a concrete, copy-paste-ready DiffDock invocation command (with key flags and an example input) so the workflow is executable rather than purely descriptive.

Specify an error-recovery feedback loop after the step-2 verification gate (e.g., if the execution path/dependency check fails, resolve the missing dependency and re-verify before proceeding).

Include a brief 'Outputs' or artifact-naming convention so 'Feynman artifacts' map to concrete file paths the user can expect.

DimensionReasoningScore

Conciseness

Lean and efficient with no concept padding; every line is task guidance and assumes Claude's competence, with only a brief one-line scope restatement that earns its place.

5 / 5

Actionability

Specific about WHAT to capture and preserve (PDB/mmCIF, SDF/SMILES, confidence scores, Feynman artifacts) but provides no executable DiffDock command or concrete HOW to run the docking, leaving key execution details missing.

3 / 5

Workflow Clarity

A clear 5-step sequence with an explicit verification gate in step 2 and result comparison in step 5, but lacks an error-recovery feedback loop (what to do if verification fails), which the top anchor requires.

4 / 5

Progressive Disclosure

Under 50 lines with no need for external references and well-organized sections (title, scope, numbered workflow, closing principle), satisfying the simple-skill exception for a top score.

5 / 5

Total

17

/

20

Passed

Description

87%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.

A well-crafted description that clearly states the skill's purpose and provides explicit, concrete trigger guidance for a distinct domain niche. The only minor gaps are a slightly generic lead verb and the absence of file-extension synonyms.

DimensionReasoningScore

Specificity

Names the DiffDock docking domain and lists several concrete actions (pose prediction, docking setup, ligand/protein preparation, pose ranking, docking-result verification), but the lead 'Run or plan... workflows' is a slightly generic umbrella keeping it just short of comprehensive.

4 / 5

Completeness

Explicitly answers both 'what' ('Run or plan DiffDock molecular docking workflows') and 'when' ('Use when a task asks for...') with concrete trigger phrases, matching the top anchor.

5 / 5

Trigger Term Quality

Includes natural domain terms users would say (pose prediction, docking setup, pose ranking, docking-result verification), but omits common synonyms and file extensions (PDB, mmCIF, SDF, SMILES) that would round out coverage.

4 / 5

Distinctiveness Conflict Risk

Targets a clear, specialized niche (DiffDock molecular docking) with distinct triggers and minimal overlap risk with other skills.

5 / 5

Total

18

/

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
companion-inc/feynman
Reviewed

Table of Contents

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