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tooluniverse-drug-synergy

Drug-combination synergy analysis — quantify whether two drugs together are synergistic, additive, or antagonistic using the standard reference models (Bliss independence, HSA / highest single agent, Loewe additivity, ZIP, and the Chou-Talalay Combination Index). Use when you have measured single-drug and combination effects (inhibition/viability) and need a synergy score. Explains which model to use, what data each one needs, and how to read the score. NOT for looking up pre-computed synergy in a database (use the SYNERGxDB tool / cell-line-profiling skill).

72

Quality

87%

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SKILL.md
Quality
Evals
Security

Quality

Content

82%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 tight, actionable skill body: model-selection table, executable example, and gotchas are all present and well-sequenced. Minor trimming and a touch more input-validation guidance would push it to top marks.

DimensionReasoningScore

Conciseness

Dense and purposeful — tables and formulas carry the load with little padding — but a few parenthetical asides ('the SynergyFinder default', 'classic isobologram-style') could be trimmed.

4 / 5

Actionability

Gives exact tool names, full input parameter lists per model, a copy-paste bash example with expected output, and a real helper script with usage — fully executable and covers the common single-dose case.

5 / 5

Workflow Clarity

Clear Step 0→4 sequence (pick model, understand additivity, run, interpret, gotchas) with a scale-consistency check and a cross-model agreement check via the script; minor validation gaps but the task is read-only analysis so destructive/batch caps do not apply.

4 / 5

Progressive Disclosure

Well-organized with clear section headers and a clearly signaled one-level-deep reference to scripts/synergy_reference.py (verified to exist) plus a Related skills section; appropriately self-contained for its size with no nested references.

4 / 5

Total

17

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20

Passed

Description

92%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 high-quality description: concrete, model-specific, with explicit positive and negative trigger guidance and a clear boundary against the related cell-line-profiling skill. Only minor room to broaden natural synonyms.

DimensionReasoningScore

Specificity

Names the domain (drug-combination synergy) and concrete actions across five named reference models (Bliss, HSA, Loewe, ZIP, Chou-Talalay CI), plus classification into synergistic/additive/antagonistic — comprehensive coverage.

5 / 5

Completeness

Explicitly answers both 'what' (quantify synergy using reference models; explains model choice, data needs, score reading) and 'when' ('Use when you have measured single-drug and combination effects ... and need a synergy score') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Strong natural keyword coverage with synonyms (synergy/synergistic, additive/additivity, antagonistic, combination index, inhibition/viability), though a few common variants a user might say (e.g. 'drug interaction', 'isobologram') are absent.

4 / 5

Distinctiveness Conflict Risk

Clear niche with distinct triggers, reinforced by an explicit negative boundary ('NOT for looking up pre-computed synergy ... use the SYNERGxDB tool / cell-line-profiling skill') that minimizes overlap with sibling skills.

5 / 5

Total

19

/

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

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