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experiment-pipeline

Guides structured 4-stage experiment execution with attempt budgets and gate conditions: Stage 1 initial implementation (reproduce baseline), Stage 2…

Skill by EvoScientist

IndexedLicense unknown★ 128
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Install

Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/ai4scientist-experiment-pipeline

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Guides structured 4-stage experiment execution with attempt budgets and gate conditions: Stage 1 initial implementation (reproduce baseline), Stage 2 hyperparameter tuning, Stage 3 proposed method validation, Stage 4 ablation study. Integrates with evo-memory (load prior strategies, trigger IVE/ESE) and experiment-craft (5-step diagnostic on failure). Use when: user has a planned experiment, needs to reproduce baselines, organize experiment workflow, or systematically validate a method. Do NOT use for debugging a specific experiment failure (use experiment-craft) or designing which experiments to run (use paper-planning).

Use cases: data, research, productivity

Reviews

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Permissions

What this skill can do and what it asks for, from its SKILL.md and code. Checked Oct 26, 2026.

Tools
No tools found
Secrets
None asked for
Install scripts
None found

Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/experiment-pipeline

Tools it pre-approves 1

From allowed-tools in SKILL.md: the agent may use these without asking you each time.

  • Bash

What's inside

Skill name
experiment-pipeline
Description
Guides structured 4-stage experiment execution with attempt budgets and gate conditions: Stage 1 initial implementation (reproduce baseline), Stage 2 hyperparameter tuning, Stage 3 proposed method validation, Stage 4 ablation study. Integrates with evo-memory (load prior strategies, trigger IVE/ESE) and experiment-craft (5-step diagnostic on failure). Use when: user has a planned experiment, needs to reproduce baselines, organize experiment workflow, or systematically validate a method. Do NOT use for debugging a specific experiment failure (use experiment-craft) or designing which experiments to run (use paper-planning).
License
unknown
Allowed tools
Bash
Metadata
author: EvoScientist · version: 1.0.0
Instructions
251 lines in SKILL.md · view on GitHub

Before installing

  • Pre-approves any shell command

Files (6)

  • SKILL.md
  • pipeline-tracker-template.md · assets/
  • stage-log-template.md · assets/
  • attempt-budget-guide.md · references/
  • code-trajectory-logging.md · references/
  • stage-protocols.md · references/

The license isn't open source, so the instructions aren't shown here. Read SKILL.md on GitHub

More from AI4Scientist/nano-scientist

Signals

Stars
128
Forks
20
Open issues
1
Last commit (this folder)
Apr 16, 2026 (6 months ago)

From GitHub (fetched Oct 24, 2026).

Details

Version
1.0.0
License
License unknown
Repository
github.com/AI4Scientist/nano-scientist
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
GitHubgithub-graphql

More from EvoScientist

Cite this page

experiment-pipeline skill. Agent Mart. https://agentmart.dev/skills/ai4scientist-experiment-pipeline (last updated 2026-10-24)