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agent-optimize

Optimize a document for AI agent consumption.

Skill by nakane1chome

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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/nakane1chome-agent-optimize

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

Optimize a document for AI agent consumption. Restructures prose into formats that agents parse efficiently while preserving meaning.

Use cases: documents, agent-building

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/agent-optimize

What's inside

Skill name
agent-optimize
Description
Optimize a document for AI agent consumption. Restructures prose into formats that agents parse efficiently while preserving meaning.
License
Unlicense
Instructions
41 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

Optimize the target document(s) at `$ARGUMENTS` for agent consumption.

**Stop after each stage and have changes reviewed with user.**

> **Note**: The goal is agent efficiency, not stripping all prose. Some content is genuinely better as narrative — context-setting introductions, nuanced trade-offs, philosophy notes. Optimize the structure agents need to parse; preserve the prose humans need to understand intent.

0. **Read and assess the document** (developer confirms)
   - Read the target document and identify its current structure
   - What sections are prose-heavy and could benefit from structured formats?
   - What relationships between concepts are buried in narrative?
   - Confirm understanding and optimization targets before proceeding

1. **Replace verbose prose with structured formats** (agent leads with approval)
   - Are there narrative paragraphs that would be clearer as tables, diagrams, or bullet lists?
   - Convert where meaning is preserved — don't force structure where prose is genuinely better
   - Use structured formats agents parse well (clear headers, consistent patterns)

2. **Compress token usage** (agent leads with approval)
   - Is there redundant phrasing that can be removed without losing information?
   - Are there verbose explanations that could be stated more directly?
   - Prefer concise, direct language over verbose explanation

3. **Make relationships explicit** (agent leads with approval)
   - Are there implicit references between sections that should be explicit cross-references?
   - Add hierarchy indicators to show parent/child relationships
   - Prefer visual structure over narrative explanation

## Pipeline Position

This skill sits at the end of the composition pipeline: **flesh-out** -> **review-steps** -> **strong-edit** -> **agent-optimize**. Run it after the content is complete and reviewed — it restructures for consumption, not correctness.

## When to Use This vs Other Skills

| Goal | Use |
|------|-----|
| Raw notes need structure and expansion | **flesh-out** |
| Draft needs polish and consistency | **review-steps** |
| Complete draft needs critical evaluation | **strong-edit** |
| Finalized document needs agent-friendly restructuring | **agent-optimize** |

From nakane1chome/claude-skills, Unlicense.

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Last commit (this folder)
Feb 8, 2026 (8 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
Unlicense
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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agent-optimize skill. Agent Mart. https://agentmart.dev/skills/nakane1chome-agent-optimize (last updated 2026-10-24)