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experiment-iterative-coder

Iterative code refinement through plan → code → evaluate → refine cycles.

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-iterative-coder

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

Iterative code refinement through plan → code → evaluate → refine cycles. Runs lint checks (ruff), tests (pytest), and structured self-evaluation each cycle, then diagnoses failures and refines. Decomposes complex tasks into sequential phases, iterates up to 3 times per phase (10 total). Use when: the main agent delegates a code task with 'MODE: MORE_EFFORT', the user selects 'More Effort' code generation mode, or the task explicitly requests iterative refinement for higher code quality. Do NOT use for single-pass code generation (Lite mode), experiment pipeline orchestration (use experiment-pipeline), or diagnosing a specific experiment failure (use experiment-craft).

Use cases: testing, data, productivity, agent-building

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-iterative-coder

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-iterative-coder
Description
Iterative code refinement through plan → code → evaluate → refine cycles. Runs lint checks (ruff), tests (pytest), and structured self-evaluation each cycle, then diagnoses failures and refines. Decomposes complex tasks into sequential phases, iterates up to 3 times per phase (10 total). Use when: the main agent delegates a code task with 'MODE: MORE_EFFORT', the user selects 'More Effort' code generation mode, or the task explicitly requests iterative refinement for higher code quality. Do NOT use for single-pass code generation (Lite mode), experiment pipeline orchestration (use experiment-pipeline), or diagnosing a specific experiment failure (use experiment-craft).
License
unknown
Allowed tools
Bash
Metadata
author: EvoScientist · version: 1.0.0
Instructions
193 lines in SKILL.md · view on GitHub

Before installing

  • Pre-approves any shell command

Files (3)

  • SKILL.md
  • iteration-log-template.md · assets/
  • evaluation-protocol.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-iterative-coder skill. Agent Mart. https://agentmart.dev/skills/ai4scientist-experiment-iterative-coder (last updated 2026-10-24)