iteration-prioritization

iteration-prioritization is a skill for Claude Code, Codex from uthumany/uthy-legacy-os. It costs 27 tokens per session (824 once invoked), scanned A, original, MIT.

A method for deciding which improvements to work on after a feature or product has launched. It weighs usage data, feedback, support issues, business goals, and technical debt, meaning code or system work postponed earlier.

In plain words
What is it for?
Use it to order post-launch work, compare user requests with performance or reliability fixes, and plan the next iteration.
Why use it?
It helps teams choose what to improve first when they have more requests than time and must balance new features with quality and maintenance.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one.

Good fit Use it to order post-launch work, compare user requests with performance or reliability fixes, and plan the next iteration.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/uthumany/uthy-legacy-os/iteration-prioritization
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add uthumany/uthy-legacy-os --skill iteration-prioritization
Clone the repo
git clone --depth 1 https://github.com/uthumany/uthy-legacy-os

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for iteration-prioritization

README.md
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Your own site
<a href="https://agentmods.dev/skills/uthumany/uthy-legacy-os/iteration-prioritization"><img src="https://agentmods.dev/badge/skills/uthumany/uthy-legacy-os/iteration-prioritization/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for iteration-prioritization

Your own site · 80×15
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Per session 27 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 824 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00027 $0.00824
Opus 5 $0.00014 $0.00412
Sonnet 5 $0.00005 $0.00165
Haiku 4.5 $0.00003 $0.00082

Measured 11d ago against content hash d4ae32005837, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

iteration-prioritization scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/improve/iteration-prioritization/SKILL.md · 87 lines

How it starts

The opening of the file, as written. The whole thing — 87 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Iteration Prioritization

Overview

After launch, the question shifts from "should we build this?" to "what should we improve first?" This skill helps you balance user feedback, business goals, and technical debt when prioritizing post-launch iterations.

When to Use

  • A feature has shipped and you have initial data
  • You're planning the next iteration cycle
  • You have a backlog of improvements from user feedback
  • You need to decide between new features and polish
  • Don't use for: pre-launch prioritization (use hypothesis-prioritization), strategic planning (use quarterly-planning workflow)

Instructions

1. Gather Input Signals

Before prioritizing, collect:

  • Usage data: What are people using? What are they ignoring?
  • Feedback: What are users asking for? What's confusing them?
  • Support tickets: What issues are generating the most volume?
  • Metrics: Did your success metrics improve? Which ones missed?
  • Technical debt: What's slowing the team down?

2. Categorize Work Types

Not all work is the same. Balance across:

  • Value additions: New capabilities based on user needs
  • Quality improvements: Performance, reliability, polish
  • Debt reduction: Clean up, refactor, improve developer experience
  • Metrics-driven: Improvements to move specific metrics

3. Apply a Balanced Framework

Effort/Impact with a twist — for each candidate, score:

Category Weight Questions
User impact High How many users benefit? How much?
Business impact Medium Does this drive retention, conversion, or revenue?
Metric alignment High Does this move our North Star or key metrics?
Strategic fit Medium Does this align with product strategy?
Urgency Low Is this a blocker or degradation?
Effort - How many days/weeks?

4. Create the Iteration Backlog

Organize into:

  • Now (this sprint): Quick wins, critical fixes, highest impact
  • Next (next sprint): Solid improvements, lower urgency
  • Later (backlog): Worth doing, lower priority
  • Never: Explicit kill decisions (document why)

Read the full file on GitHub · 87 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 11d ago First seen · 87 lines · 27 tokens per session scan A d4ae32005837

Subscribe to this mod's changes

iteration-prioritization is a skill published in the GitHub repository uthumany/uthy-legacy-os (5 stars, last pushed 3mo ago), licensed MIT. It adds 27 tokens to every session and 824 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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