daphne-koller Eval
==================

Status: review
Score: 73/100
Risk: medium
Decision: manual_review
Policy: review
Reason: Require human approval before installing into a real workspace.

Install:
npx skills add K-Dense-AI/mimeographs --skill daphne-koller

Required checks:
- PASS Task fit: Task wording matches this skill metadata.
- PASS Install path: Install handoff is available.
- PASS Install command safety: standard package or runtime install path
- WARN Trust score: Good trust signals with a few areas worth checking before rollout.
- WARN Audit score: Needs review
- WARN Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.
- PASS License clarity: MIT
- PASS Permission surface: no high-risk permission surface in public metadata

Warnings:
- Trust score: Good trust signals with a few areas worth checking before rollout.
- Audit score: Needs review
- Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.
- README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context
- SKILL.md does not explicitly state limitations or safe operating boundaries for when the skill should not be applied.
- The skill omits a key aspect of Koller's thesis: that drug failures often stem from wrong biological targets, not molecule design (as noted in internal critique).
- Some duplication of 'fit-for-purpose data' concept across sections may dilute impact.
- Quality score needs review
- Stars/forks activity: 122 stars, 18 forks; issue activity unavailable in current metadata

Validation plan:
1. Inspect repository, README/SKILL.md, license, and recent commits before production use.
2. Install in an isolated workspace or sandbox with no production secrets available.
3. Run the smallest representative task and record files touched, commands run, network access, and outputs.
4. Compare the selected skill against at least one alternative when the eval status is review or failed.
5. Promote only after the agent reports a successful verification result and unresolved warnings are accepted.

Do not use when:
- teams that need a vendor-supported SLA
- production agents without a repository review
- SKILL.md does not explicitly state limitations or safe operating boundaries for when the skill should not be applied.
- No OpenAgentSkill engagement data yet
- The skill omits a key aspect of Koller's thesis: that drug failures often stem from wrong biological targets, not molecule design (as noted in internal critique).
- Some duplication of 'fit-for-purpose data' concept across sections may dilute impact.
- Quality score needs review
- Stars/forks activity: 122 stars, 18 forks; issue activity unavailable in current metadata

URLs:
- Skill: https://www.openagentskill.com/skills/k-dense-ai-daphne-koller
- Audit: https://www.openagentskill.com/skills/k-dense-ai-daphne-koller/audit
- JSON: https://www.openagentskill.com/api/agent/evals?slug=k-dense-ai-daphne-koller