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investigate-autophysicist-run Skill

AI Agent SkillPythonOpen source

Investigates an Autophysicist workspace run. Use to understand what went wrong and could be improved in the single-agent iterative research process. Published by huggingface in physics-intern.

Decision snapshot

Is this a fit?

Best for

Data analysis, Design and media, Research, Includes SKILL.md

Works with

Compatibility not yet detected.

Access

Read-only mode detected, Read-only mode, Filesystem access

Setup

Copy skill directory

Project health

3 months ago

Considerations

Access note: Local files.

What is investigate-autophysicist-run Skill?

Investigates an Autophysicist workspace run. Use to understand what went wrong and could be improved in the single-agent iterative research process. Published by huggingface in physics-intern. This profile combines repository metadata with install, compatibility, and usage signals so developers can quickly decide whether it fits their agent workflow before opening the source repository.

Trust signal
95/100
Maintenance signal
90/100
Adoption signal
40/100

Automated repository signals based on public metadata such as recency, license, installation evidence, and adoption. These are not a security audit or endorsement. See how SkillIndex evaluates profiles.

Key capabilities

  • Includes SKILL.md support
  • Reusable instructions support
  • Data analysis
  • Design and media
  • Research
  • Data analysis use cases
  • Design and media use cases

Declared skill metadata

  • Source file: .claude/skills/investigate-autophysicist-run/SKILL.md

Allowed tools declared by source

ReadGrep

These fields retain source and confidence evidence from the indexed SKILL.md.

Compatibility and setup

Copy skill directory
  • Install or run with Copy skill directory
  • Local files

Requirements and access

Local files

Security and permissions

Review permissions before connecting any MCP server to an agent. Pay special attention to whether it can read local files, write data, call external services, or perform destructive actions.

Read-only modeFilesystem access

When to use investigate-autophysicist-run Skill

  • Use it for data analysis.
  • Use it for design and media.
  • Use it for research.

Built with

PythonCopy skill directory

Editorial notes

Source

  • Creator: huggingface
  • Repository: huggingface/physics-intern
  • Skill file: .claude/skills/investigate-autophysicist-run/SKILL.md

What it does

Investigates an Autophysicist workspace run. Use to understand what went wrong and could be improved in the single-agent iterative research process.

Skill instructions

Analyze an Autophysicist Run Read README.md to understand how the Autophysicist research mode works (single-agent iterative loop with ephemeral sub-agents). Given a workspace directory (under workspaces/ in the PhysicsIntern project — autophysicist runs end in autophysicist; legacy runs may live under workspaces/autophysicist/), perform a systematic post-mortem analysis of the run. The user may provide a folder name or path; if ambiguous, list available workspaces and ask. Check references/ in the project root for a reference document matching the problem. These files describe what a correct answer looks like and what a typical successful run looks like for known problems. The reference is written for the vanilla multi-agent pipeline, but the correct answer and key pitfalls still apply. Key deliverables: - A list of specific failures and inefficiencies: what went wrong, in which iteration, and why. - Assessment of the Manager's strategic quality: decomposition, sub-agent design, verifi

Verified compatibility and discovery

Frequently asked questions

What is investigate-autophysicist-run?

investigate-autophysicist-run is a open-source AI agent skill with Copy skill directory. Investigates an Autophysicist workspace run. Use to understand what went wrong and could be improved in the single-agent iterative research process.

Who is investigate-autophysicist-run best for?

investigate-autophysicist-run is best for reusing agent instructions, scripts, and references, data analysis workflows, design and media workflows, research workflows.

How do I install investigate-autophysicist-run?

Install or run investigate-autophysicist-run using Copy skill directory. Check investigate-autophysicist-run for the latest setup command.

Is investigate-autophysicist-run actively maintained?

investigate-autophysicist-run may need a closer maintenance check before production use.

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Stars
42
Forks
6
Last commit
3 months ago
Last verified
Aug 31, 2026
Metadata fetched
Aug 31, 2026
Repository age
6 months
License
Unknown

Project health auto-fetched from the source repository.

Maintain this resource?

Review this source-backed profile, send a correction with evidence, or link to it from your documentation. Claims verify your relationship to the project; profile facts still require source evidence and editorial review.

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