improvement-skill-eval

improvement-skill-eval is a skill for Claude Code, Codex from BlueSkyXN/Codex-is-all-you-need. It costs 81 tokens per session (466 once invoked), scanned A, original, GPL-3.0.

A workflow for evaluating whether a coding-agent skill works as intended. It uses representative cases prepared before the evaluation, compares results with a baseline, and judges the outcomes.

In plain words
What is it for?
It helps assess agent skills with predefined cases, a comparison baseline, and judged results. The input does not specify the scoring method or evaluation metrics.
Why use it?
It helps distinguish real improvement from a change that merely appears better on one example. It provides a repeatable way to test whether the skill triggers correctly and produces better results.

Skill for Claude CodeCodex

Written for Claude Code and Codex: disable-model-invocation in frontmatter, but also agents/openai.yaml present.

Part of the adlc-next plugin — 20 skills shipped together

Good fit It helps assess agent skills with predefined cases, a comparison baseline, and judged results. The input does not specify the scoring method or evaluation metrics.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/blueskyxn/codex-is-all-you-need/improvement-skill-eval
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 BlueSkyXN/Codex-is-all-you-need --skill improvement-skill-eval
Clone the repo
git clone --depth 1 https://github.com/BlueSkyXN/Codex-is-all-you-need

Made for: Claude Code, Codex.

Or install adlc-next, the plugin that ships this one along with the rest of its 20 skills.

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 improvement-skill-eval

README.md
[![agentmods](https://agentmods.dev/badge/skills/blueskyxn/codex-is-all-you-need/improvement-skill-eval/github.svg)](https://agentmods.dev/skills/blueskyxn/codex-is-all-you-need/improvement-skill-eval)
Your own site
<a href="https://agentmods.dev/skills/blueskyxn/codex-is-all-you-need/improvement-skill-eval"><img src="https://agentmods.dev/badge/skills/blueskyxn/codex-is-all-you-need/improvement-skill-eval/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 improvement-skill-eval

Your own site · 80×15
<a href="https://agentmods.dev/skills/blueskyxn/codex-is-all-you-need/improvement-skill-eval"><img src="https://agentmods.dev/badge/skills/blueskyxn/codex-is-all-you-need/improvement-skill-eval.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 81 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 466 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 unknown 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 $0.00081 $0.00466
Opus 5.5 $0.00032 $0.00186
Sonnet 5.5 $0.00016 $0.00093
Haiku 4.5 $0.00008 $0.00047

Measured today against content hash 76acff3741ec, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

improvement-skill-eval 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 today.

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.

plugins/adlc-next/skills/improvement-skill-eval/SKILL.md · 51 lines

The source is not reproduced here

Licensed GPL-3.0

The repository is licensed GPL-3.0, which this catalogue does not treat as permission to reproduce the file. Read it at the source.

Read it on GitHub

Files

What ships with it

2 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

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. today First seen · 51 lines · 81 tokens per session scan A 76acff3741ec

Subscribe to this mod's changes

improvement-skill-eval is a skill published in the GitHub repository BlueSkyXN/Codex-is-all-you-need (22 stars, last pushed today), licensed GPL-3.0. It adds 81 tokens to every session and 466 once invoked, about $0.0003 per session on Opus 5.5. 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 2026-11-13.

Related

improvement-skill-eval compared with skills from other repositories

improvement-skill-eval next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
improvement-skill-evalBlueSkyXN/Codex-is-all-you-needSkill22todayGPL-3.0A81Claude Code, Codex
cf-clicloudflare/skillsSkill3.4k2d agoApache-2.0A78Claude Code
workers-best-practicescloudflare/skillsSkill3.4k2d agoApache-2.0A25Claude Code
cloudflare-app-bootstrapcloudflare/skillsSkill3.4k2d agoApache-2.0A69Claude Code
find-journalistselvisun/newsjackSkill1.7kyesterdayMITA52Claude Code
story-origin-checkelvisun/newsjackSkill1.7kyesterdayMITA40Claude Code
relevance-coarse-filterelvisun/newsjackSkill1.7kyesterdayMITA57Claude Code