Agent skill

Eval Cs Skill

by codestable in codestable/CodeStable

CodeStable skill 工程化闭环入口。触发:写/改一个 cs skill、评测 skill 效果、跨 model/agent 量化、优化 skill 提示词、把收敛结论固化回 skill。内部推进 author、eval、optimize、release。

No licenceAuto-check passedDevelopment

Install Eval Cs Skill

skills CLI
$ npx skills add codestable/CodeStable --skill eval-cs-skill -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install codestable/CodeStable eval-cs-skill --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/codestable/CodeStable.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/eval-cs-skill .claude/skills/eval-cs-skill && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
eval-cs-skill
GitHub stars
1.1k
Token cost
~1.6k tokens
SKILL.md length
391 words
Files
52 (incl. scripts, references)
Skills in repo
10
Repo updated
First seen
Licence
None found

At a glance

CodeStable skill 工程化闭环入口。触发:写/改一个 cs skill、评测 skill 效果、跨 model/agent 量化、优化 skill 提示词、把收敛结论固化回 skill。内部推进 author、eval、optimize、release。

  • Development work in your project
  • SKILL.md covers 启动必读, 入口意图, 闭环是什么(速读) and 文件放哪儿, plus 7 more sections
  • Runs Python scripts from its folder; calls python3

What it does

Eval Cs Skill is an agent skill from codestable/CodeStable. CodeStable skill 工程化闭环入口。触发:写/改一个 cs skill、评测 skill 效果、跨 model/agent 量化、优化 skill 提示词、把收敛结论固化回 skill。内部推进 author、eval、optimize、release。

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 59 other files, including scripts and reference files (for example `references/author/protocol.md`, `references/autonomy/protocol.md` and `references/eval/protocol.md`).

It sits in Development. The repository describes itself as: CodeStable 是一套面向严肃软件工程、坚持人在环的 AI 编码工作流。它不以编排 Agent 为中心,而是组织需求、架构、特性、问题与历史决策,让 Codex 和 Claude 驱动的开发过程可控、可追溯、可持续演进。

When your agent uses it

  • Development work in your project

Example prompts

  • “/eval-cs-skill”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 19c796d. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 5 files in scripts/ (Python, from the files we listed), which the agent can run.

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Eval Cs Skill loads about 1.6k tokens when it runs, and up to ~7.3k if it reads all its reference files. Until then it costs about 37 tokens; SKILL.md has 391 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~37
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k
With references · SKILL.md plus every file in references/, read only if the agent opens them
~7.3k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

Without a licence we can't republish the file, so here is its outline and opening line. It has 391 words (~1,632 tokens).

“动作前读取仓库 agent 规则;存在 .codestable/attention.md 时再读项目事实。评测 context 以 被测 skill 的实际声明为准,不要求集中式 onboard runtime 或共享 reference。”

— opening of SKILL.md by codestable
name
eval-cs-skill
argument-hint
[--stage author|eval|optimize|release] [--experiment <dir>] <skill-or-request>

Read the full SKILL.md on GitHub

Files

SKILL.md and 51 other files (scripts, references) in .claude/skills/eval-cs-skill of codestable/CodeStable.

  • SKILL.md
  • references/author/protocol.md
  • references/autonomy/protocol.md
  • references/eval/protocol.md
  • references/optimize/protocol.md
  • references/optimize/support/hypotheses-template.md
  • references/optimize/support/iteration-template.md
  • references/release/protocol.md
  • scripts/_model.py
  • scripts/adapt_extracted_skill.py
  • scripts/buildprompt.py
  • scripts/bump_version.py
  • scripts/calibrate_judge.py
  • … and 39 more

Open the folder on GitHubat commit 19c796d

Compare with similar skills

Eval Cs Skill next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Eval Cs Skill compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Eval Cs Skill this skillcodestable/CodeStable1.1k—~1.6kAutomated safety check: PassNone
Vercel Composition Patternssupabase/supabase111k59 repos~726Automated safety check: PassMIT
Finishing a Development Branchobra/superpowers296k5 repos~1.9kAutomated safety check: PassMIT
Typescript Advanced Typesrolling-scopes/rsschool-app10k25 repos~4.2kAutomated safety check: PassMPL-2.0
PR Babysitteropeninterpreter/openinterpreter69k3 repos~4.2kAutomated safety check: PassApache-2.0
Code Review ChecklistshareAI-lab/learn-claude-code78k5 repos~1.1kAutomated safety check: PassMIT

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Categories

Questions about Eval Cs Skill

What does Eval Cs Skill do?

CodeStable skill 工程化闭环入口。触发:写/改一个 cs skill、评测 skill 效果、跨 model/agent 量化、优化 skill 提示词、把收敛结论固化回 skill。内部推进 author、eval、optimize、release。. Eval Cs Skill is an agent skill from codestable/CodeStable.

When should I use Eval Cs Skill?

Eval Cs Skill fits situations like: development work in your project.

How do I install Eval Cs Skill in Claude Code?

Run `npx skills add codestable/CodeStable --skill eval-cs-skill -a claude-code`. Or copy the skill folder (.claude/skills/eval-cs-skill in codestable/CodeStable) into .claude/skills/eval-cs-skill in your project. Claude Code loads it when a task matches its description.

How do I install Eval Cs Skill in Codex?

Run `npx skills add codestable/CodeStable --skill eval-cs-skill -a codex`. Or copy the skill folder (.claude/skills/eval-cs-skill in codestable/CodeStable) into .agents/skills/eval-cs-skill in your project. Codex loads it when a task matches its description.

Can I use Eval Cs Skill in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add codestable/CodeStable --skill eval-cs-skill -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/eval-cs-skill, .gemini/skills/eval-cs-skill, .github/skills/eval-cs-skill and .opencode/skills/eval-cs-skill in your project.

What does Eval Cs Skill need to run?

Going by SKILL.md and its folder, Eval Cs Skill needs Python for the scripts in its folder and the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Eval Cs Skill access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Eval Cs Skill safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Eval Cs Skill use?

No licence was found for Eval Cs Skill or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Eval Cs Skill use?

About 1.6k tokens (SKILL.md is roughly 6.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.6k tokens, read only when the agent opens those files.

What are the alternatives to Eval Cs Skill?

Skills that share tags, products or a category with Eval Cs Skill: Vercel Composition Patterns (supabase/supabase, 111k stars), Finishing a Development Branch (obra/superpowers, 296k stars), Typescript Advanced Types (rolling-scopes/rsschool-app, 10k stars) and PR Babysitter (openinterpreter/openinterpreter, 69k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Eval Cs Skill?

codestable (a GitHub organization) maintains it in codestable/CodeStable, which has 1,112 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on August 18, 2026.

Source: codestable/CodeStable on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.