scientific-problem-selection SKILL.md skillA

scientific-problem-selection from nota-america/forgecat-agent-profiles is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nota-america/forgecat-agent-profiles/scientific-problem-selection@git:20260902.9fe0199

Pins git:20260902.9fe0199 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nota-america/forgecat-agent-profiles
Path
profiles/anthropics/knowledge-work-plugins/anthropics_knowledge-work-plugins_bio-research/for-claude/.claude/skills/scientific-problem-selection/SKILL.md
Versions recorded
1
Latest version
git:20260902.9fe0199, committed Sep 2, 2026
Size
11,198 bytes
Repository stars
93
License
Apache-2.0

This skill should be used when scientists need help with research.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# 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
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nota-america/forgecat-agent-profiles/scientific-problem-selection@sha256:eab9db3a17724a1d

The line at the top of this page pins the label git:20260902.9fe0199, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_mzurx5hhsvoaba2z.svg)](https://markdownregistry.com/a/art_mzurx5hhsvoaba2z)

6 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 2, 2026.

versioncommittedcommitsizeaudit
git:20260902.9fe0199 latest2026-09-02 9fe0199 11,198 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11198 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

nota-america/forgecat-agent-profiles · 93 stars · license Apache-2.0 · pushed 2026-09-23 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_mzurx5hhsvoaba2z
GET https://markdownregistry.com/api/v1/resolve?ref=nota-america/forgecat-agent-profiles/scientific-problem-selection
GET https://markdownregistry.com/api/v1/blob/eab9db3a17724a1d3c850f3413a83f3ffffd835b9933a503c59ec28428555c63

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in nota-america/forgecat-agent-profiles

Other files named scientific-problem-selection

scientific-problem-selection SKILL.md skill
nota-america/forgecat-agent-profiles · profiles/anthropics/knowledge-work-plugins/anthropics_knowledge-work-plugins_bio-research/for-codex/.agents/skills/scientific-problem-selection/SKILL.md · This skill should be used when scientists need help with research
git:20260610.c645100 · audit A · 93 stars

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