proposal-review
Structured, decision-ready review framework for AI/ML, computational biology, and bioscience proposals. Use when evaluating grant, project, or funding proposals.
npx skills add BioTender-max/awesome-bio-agent-skills --skill proposal-review --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# Proposal Review Produce a rigorous, decision-ready review for AI/ML, computational biology, and bioscience proposals. Be fair, skeptical, specific, and explicit about missing information. ## Instructions 1. Read the proposal and identify the decision context if provided: sponsor goals, rubric, budget cap, timeline, and risk tolerance. 2. If critical information is missing, do not invent it. Flag the gap and turn it into a prioritized question for the PI. 3. Structure the review with these sections: - Executive summary - Heilmeier catechism - Technical merit - Data, compute, and experimental resources - Risk register - Team and execution capability - Ethics, safety, and compliance - Budget and schedule realism - Scorecard - Decision and funding conditions - Questions for the PI 4. Tailor the technical review to the proposal type: - AI/ML: baselines, ablations, leakage prevention, calibration, external validation, compute realism - Bio or wet lab: controls, replicates, statistical plan, assay feasibility, translational path 5. Include at least six risks covering technical, data or experimental, budget or timeline, and adoption or regulatory concerns when relevant. 6. Provide a weig
- Instructions
- Quick Reference
- Input Requirements
- Output
- Quality Gates
- Examples
- Example 1: Review a computational biology grant draft
- Example 2: Review with sponsor constraints
- Troubleshooting
- Related Skills
What does the proposal-review skill do?
Structured, decision-ready review framework for AI/ML, computational biology, and bioscience proposals. Use when evaluating grant, project, or funding proposals.
How do I install it?
Run `npx skills add BioTender-max/awesome-bio-agent-skills --skill proposal-review --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From BioTender-max/awesome-bio-agent-skills, a repository with 135 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.