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NanoResearch Experiment Scaffolder

Turns an experiment blueprint JSON into a runnable Python project skeleton with baselines, training, evaluation and ablation configs.

Dev & CodingIntermediate★ 1,369⑂ 101AI score 6/10Last updated: Aug 25, 2026

What it does

  • Parses papers/experiment_blueprint.json for datasets, baselines, metrics and ablation groups.
  • Generates an experiments/ tree: data/ (loading & preprocessing), models/ (proposed method + baseline stubs), training/ (loop with logging, checkpointing, early stopping), evaluation/ (metric computation & aggregation), configs/ (one YAML per ablation), plus run.py and requirements.txt.
  • Wires a single entry point so one config drives the full train → evaluate pipeline.

Who it's for

  • ML researchers and grad students who need to go from paper idea to running experiment fast.
  • Anyone tired of hand-writing baseline comparisons and ablation matrices.
  • Users of the wider NanoResearch pipeline (plan → experiment → write-up).

Examples

  1. Feed the blueprint from the planning skill: "scaffold the experiment code for this design" → full experiments/ tree.
  2. "Regenerate only the YAML configs for the three ablation groups" → refreshed configs/.
  3. "Make run.py accept one config and run training then evaluation end to end."

· · · Install guide · · ·

Try it now, no install

Paste this into Claude to use the skill without installing anything.

Read the instructions in this file and follow them to help me:
https://raw.githubusercontent.com/OpenRaiser/NanoResearch/HEAD/skills/nanoresearch-experiment/SKILL.md

What I want: (describe your task here)

If Claude can't open the link, open it yourself and paste the contents instead.

↓ If it works for you, download the ZIP below and install it. Then it runs on its own — no pasting each time.

Install in the Claude app (no terminal)
  1. Download the ZIP with the button below.
  2. In Claude, open Settings → Capabilities and turn on 'Code execution and file creation'. (one time)
  3. Go to Customize → Skills → + → 'Upload a skill' and upload the ZIP.
↓ Download ZIP
Install in Claude Code

Let Claude do it — paste this into Claude Code

Install the skill I found on Claude Skill Mart.
Copy the skills/nanoresearch-experiment folder from the GitHub repo OpenRaiser/NanoResearch into my ~/.claude/skills/nanoresearch-experiment/.
When it's done, tell me in one line what this skill can do.

Install with a command instead

git clone https://github.com/OpenRaiser/NanoResearch.git && mkdir -p ~/.claude/skills && cp -r NanoResearch/skills/nanoresearch-experiment ~/.claude/skills/

⚠ This is a third-party skill. Check the source repository before installing.

  1. Open a terminal.
  2. Clone the repo: git clone https://github.com/OpenRaiser/NanoResearch.git
  3. Create the skills folder: mkdir -p ~/.claude/skills
  4. Copy the skill: cp -r NanoResearch/skills/nanoresearch-experiment ~/.claude/skills/
  5. Restart Claude Code and confirm nanoresearch-experiment appears in your skill list.
  6. Place an papers/experiment_blueprint.json in your project, then ask: "generate the experiment code skeleton from this blueprint."
View source on GitHub ↗License: MIT