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what is ultracode-token-optimization fr?

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

Analysis updated 2026-05-18

17Audience · developerComplexity · 1/5LicenseSetup · easy

tl;dr

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

vibe map

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

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what do people make with this?

VIBE 1

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

VIBE 2

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

VIBE 3

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

VIBE 4

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

what's the stack?

Claude CodeSKILL.md format

how it stacks up fr

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 i run it?

Difficulty · easy time til it works · 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.

in plain english

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.

prompts (copy fr)

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 fr?

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.

peek the repo → explain another one

This repo across BitVibe Labs

double-check against the repo, no cap.