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What is ultracode-token-optimization?

kieiken/ultracode-token-optimization — explained in plain English

Analysis updated 2026-05-18

17Audience · developerComplexity · 1/5LicenseSetup · easy

In one sentence

A Claude Code skill of operating rules for writing token-efficient multi-agent Ultracode workflow scripts.

Mindmap

mindmap
  root((repo))
    What it does
      Reduces wasted rework
      Assigns model per role
      Provides workflow rules
    Tech stack
      Claude Code
      SKILL.md format
    Use cases
      Write orchestration scripts
      Reduce review cycles
    Audience
      Developers
      AI workflow builders

Code map

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What do people build with it?

USE CASE 1

Load this skill before writing a Claude Code Ultracode workflow script to avoid common rework patterns.

USE CASE 2

Check a workflow script against the sixteen rules and self-check list before submitting it.

USE CASE 3

Assign the right model to orchestrator, executor, and reviewer roles using the included table.

USE CASE 4

Reduce back-and-forth revision cycles caused by unclear role boundaries between agents.

What is it built with?

Claude CodeSKILL.md format

How does it compare?

kieiken/ultracode-token-optimization0petru/sentimo0xblackash/cve-2026-46333
Stars171717
LanguagePythonC
Setup difficultyeasymoderatemoderate
Complexity1/53/54/5
Audiencedeveloperdeveloperresearcher

Figures from each repo's GitHub metadata at analysis time.

How do you get it running?

Difficulty · easy Time to first run · 5min

Rules are tuned to Claude Code's specific environment and agent types, which may vary by setup.

You may freely use, copy, modify, and distribute this software, including for commercial purposes, as long as you keep the original copyright notice.

So what is it?

This project is a set of operating rules, packaged as a Claude Code skill, for writing token efficient multi agent orchestration scripts using Claude Code's Ultracode workflow feature. That feature lets you write scripts using functions like agent, parallel, pipeline, and phase to run several AI agents together on one task, and this skill is meant to be loaded before writing or fixing such a script so the rules get applied from the start. The rules were pulled from real experience running multiple projects at once with one agent acting as an orchestrator, another as an executor, and separate reviewer agents providing a different perspective. The author is clear that the actual target of optimization is not the raw price of tokens, but the wasted rework that happens when a task gets sent back for revision, fixed, and reviewed again and again. That kind of rework tends to come from agents overstepping their assigned role, dumping raw unfiltered logs instead of summaries, marking work as complete based only on self reported claims, or letting a reviewer agent make final decisions it should not be making. The skill writes these failure patterns down as explicit rules so they can be checked before a script is even written. The package contains one file, SKILL.md, which includes the trigger keywords Claude Code watches for, a real accounting of the Ultracode workflow runtime's actual constraints, a table showing which model should be assigned to which role such as orchestrator, executor, or reviewer, an alternative approach for getting a genuinely different reviewing perspective, sixteen firm rules for writing workflow scripts, a checklist to run through before submitting a script, and an honest note that this skill only nudges behavior in a softer way and cannot guarantee a hard limit on token usage. You install it by placing the file in your Claude Code skills folder. The project is released under the MIT license.

Copy-paste prompts

Prompt 1
Install this skill in my Claude Code skills folder and explain the sixteen rules for writing workflow scripts.
Prompt 2
Review my Ultracode workflow script against this skill's self-check list before I submit it.
Prompt 3
Help me assign models to orchestrator, executor, and reviewer roles using this skill's guidance.
Prompt 4
Explain why letting a reviewer agent make final decisions causes wasted rework, per this skill.

Frequently asked questions

What is ultracode-token-optimization?

A Claude Code skill of operating rules for writing token-efficient multi-agent Ultracode workflow scripts.

What license does ultracode-token-optimization use?

You may freely use, copy, modify, and distribute this software, including for commercial purposes, as long as you keep the original copyright notice.

How hard is ultracode-token-optimization to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is ultracode-token-optimization for?

Mainly developer.

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