Agent skill · Business & Finance

scientific-problem-selection

This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. Use this skill when users ask to pitch a new research idea, work through a project problem, evaluate project risks, plan research strategy, navigate decision trees, or get help choosing what scientific problem to work on. Typical requests include "I have an idea for a project", "I'm stuck on my research", "help me evaluate this project", "what should I work on", or "I need strategic advice about my research".

FreedomIntelligencegithub.com/FreedomIntelligenceGitHub ↗
claude-code
Install
npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill scientific-problem-selection --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 11
SKILL.md size: 11 KB
Bundled scripts: none
Path: skills/scientific-problem-selection/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 2,909
Language: Python
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Scientific Problem Selection Skills A conversational framework for systematic scientific problem selection based on Fischbach & Walsh's "Problem choice and decision trees in science and engineering" (Cell, 2024). ## Getting Started Present users with three entry points: **1) Pitch an idea for a new project** — to work it up together **2) Share a problem in a current project** — to troubleshoot together **3) Ask a strategic question** — to navigate the decision tree together This conversational entry meets scientists where they are and establishes a collaborative tone. --- ## Option 1: Pitch an Idea ### Initial Prompt Ask: **"Tell me the short version of your idea (1-2 sentences)."** ### Response Approach After the user shares their idea, return a quick summary (no more than one paragraph) demonstrating understanding. Note the general area of research and rephrase the idea in a way that highlights its kernel—showing alignment and readiness to dive into details. ### Follow-up Prompt Then ask for more detail: "Now give me a bit more detail. You might include, however briefly or even say where you are unsure: 1. What exactly you want to do 2. How you currently plan to do it 3. If it

What's inside
Steps it walks through
  1. Getting Started
  2. Option 1: Pitch an Idea
  3. Initial Prompt
  4. Response Approach
  5. Follow-up Prompt
  6. Workflow
  7. Option 2: Troubleshoot a Problem
  8. Option 3: Ask a Strategic Question
  9. Core Framework Concepts
  10. The Central Insight
  11. The Time Paradox
  12. Evaluation Axes
  13. The Risk Paradox
  14. The Parameter Paradox
Ships with 10 files
  • LICENSE.txt
  • references/01-intuition-pumps.md
  • references/02-risk-assessment.md
  • references/03-optimization-function.md
  • references/04-parameter-strategy.md
  • references/05-decision-tree.md
  • references/06-adversity-planning.md
  • references/07-problem-inversion.md
  • references/08-integration-synthesis.md
  • references/09-meta-framework.md
More from OpenClaw-Medical-Skills
All skills →
About this skill
What does the scientific-problem-selection skill do?

This skill should be used when scientists need help with research problem selection, project ideation, troubleshooting stuck projects, or strategic scientific decisions. Use this skill when users ask to pitch a new research idea, work through a project problem, evaluate project risks, plan research strategy, navigate decision trees, or get help choosing what scientific problem to work on. Typical requests include "I have an idea for a project", "I'm stuck on my research", "help me evaluate this project", "what should I work on", or "I need strategic advice about my research".

How do I install it?

Run `npx skills add FreedomIntelligence/OpenClaw-Medical-Skills --skill scientific-problem-selection --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 FreedomIntelligence/OpenClaw-Medical-Skills, a repository with 2,909 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.

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