Xxg Portrait Rebuild Light
moskoo/xxg-portrait-rebuild-light
Edit an existing JPG, JPEG, PNG, or WebP portrait to rebuild physically coherent light, exposure, color, capture style, clean optical skin, and frame quality without changing the person.
帮助 GPT-5.6 在执行任务时摆脱对单次成败、完美答案和反复验证的过度执着，恢复以用户价值为中心的判断与行动. An agent skill from ChenShuo2004/cs-skills.
Install Cs Recover Skill
$ npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install ChenShuo2004/cs-skills cs-recover-skill --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/ChenShuo2004/cs-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/cs-recover-skill .claude/skills/cs-recover-skill && rm -rf skills-srcUse ~/.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/
Install the "cs-recover-skill" agent skill from https://github.com/ChenShuo2004/cs-skills/tree/main/cs-recover-skill into .claude/skills/cs-recover-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cs-recover-skill", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/ChenShuo2004/cs-skills/tree/main/cs-recover-skillType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install ChenShuo2004/cs-skills cs-recover-skill --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChenShuo2004/cs-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/cs-recover-skill .agents/skills/cs-recover-skill && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "cs-recover-skill" agent skill from https://github.com/ChenShuo2004/cs-skills/tree/main/cs-recover-skill into .agents/skills/cs-recover-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cs-recover-skill", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install ChenShuo2004/cs-skills cs-recover-skill --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChenShuo2004/cs-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/cs-recover-skill .cursor/skills/cs-recover-skill && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "cs-recover-skill" agent skill from https://github.com/ChenShuo2004/cs-skills/tree/main/cs-recover-skill into .cursor/skills/cs-recover-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cs-recover-skill", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/ChenShuo2004/cs-skills.git --path cs-recover-skill--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install ChenShuo2004/cs-skills cs-recover-skill --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChenShuo2004/cs-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/cs-recover-skill .gemini/skills/cs-recover-skill && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "cs-recover-skill" agent skill from https://github.com/ChenShuo2004/cs-skills/tree/main/cs-recover-skill into .gemini/skills/cs-recover-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cs-recover-skill", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install ChenShuo2004/cs-skills cs-recover-skillInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/ChenShuo2004/cs-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/cs-recover-skill .github/skills/cs-recover-skill && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "cs-recover-skill" agent skill from https://github.com/ChenShuo2004/cs-skills/tree/main/cs-recover-skill into .github/skills/cs-recover-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cs-recover-skill", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install ChenShuo2004/cs-skills cs-recover-skill --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/ChenShuo2004/cs-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/cs-recover-skill .opencode/skills/cs-recover-skill && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "cs-recover-skill" agent skill from https://github.com/ChenShuo2004/cs-skills/tree/main/cs-recover-skill into .opencode/skills/cs-recover-skill/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "cs-recover-skill", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
cs-recover-skill- GitHub stars
- 197
- Token cost
- ~356 tokens
- SKILL.md length
- 53 words
- Files
- 2
- Skills in repo
- 26
- Repo updated
- First seen
- Licence
- MIT
At a glance
帮助 GPT-5.6 在执行任务时摆脱对单次成败、完美答案和反复验证的过度执着，恢复以用户价值为中心的判断与行动. An agent skill from ChenShuo2004/cs-skills.
- Works in 4 steps: 重述用户要的结果、已知事实和真正的约束；忽略模型自行添加的理想目标。 → 判断当前缺口是否会改变下一步决定：只有会改变决定的缺口才值得继续调查或调用工具。 → 判断行动是否可逆：可逆的小成本行动可先做再复盘；不可逆或高影响行动应明确风险并向用… → …
- Media & Creative work in your project
- SKILL.md covers 何时复位, 复位流程, 工作准则 and 对用户的表达, plus 1 more section
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
What it does
Cs Recover Skill is an agent skill from ChenShuo2004/cs-skills. 帮助 GPT-5.6 在执行任务时摆脱对单次成败、完美答案和反复验证的过度执着，恢复以用户价值为中心的判断与行动。
Its SKILL.md is about 360 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files (for example `agents/openai.yaml`).
It sits in Media & Creative. It works with OpenAI. The repository describes itself as: 陈硕的 Codex Skills 与 AI 工作流手册：把产品、内容、调研与交付沉淀为可复用的智能工作流。 The licence is MIT.
When your agent uses it
- Media & Creative work in your project
Example prompts
- “/cs-recover-skill”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 重述用户要的结果、已知事实和真正的约束；忽略模型自行添加的理想目标。
- 判断当前缺口是否会改变下一步决定：只有会改变决定的缺口才值得继续调查或调用工具。
- 判断行动是否可逆：可逆的小成本行动可先做再复盘；不可逆或高影响行动应明确风险并向用户确认。
- 选择一个收束动作：交付、执行最小改动、做一次有新假设的验证，或提出一个必要的澄清问题。
What it can do on your machine
Read from SKILL.md and the folder at commit 6f5009d. 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
No scripts in the folder and no shell commands in SKILL.md.
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
Cs Recover Skill loads about 356 tokens when it runs. Until then it costs about 19 tokens; SKILL.md has 53 words of instructions outside code blocks.
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); files beside SKILL.md are not scanned.
SKILL.md
The full file from ChenShuo2004/cs-skills at commit 6f5009d, republished under its MIT licence (© ChenShuo2004). 53 words, ~356 tokens.
Download SKILL.mdSave it as
.claude/skills/cs-recover-skill/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.- name
- cs-recover-skill
- description
- 帮助 GPT-5.6 在执行任务时摆脱对单次成败、完美答案和反复验证的过度执着，恢复以用户价值为中心的判断与行动。
GPT-5.6 复位
用于 GPT-5.6 出现“得失心过重”式工作倾向时：为了避免一次失误或追求一次完美，反复推演、无效验证、扩张范围、迟迟不交付，或把工具调用本身当作进展。
这是模型的执行校准，不是对用户的心理分析，也不要把它表现为模型有情绪或需要安慰。目标是恢复清醒的工程判断：最大化用户的有效进展，而不是最大化单次回答的完美度。
何时复位
在以下情形加载此技能：用户明确要求“别内耗”“复位”“直接推进”，或当前任务出现以下信号：
- 同一假设在没有新证据时被重复检查；
- 为不影响结论的边缘情况追加检索、重构或测试；
- 已有可交付结果，却因措辞、格式或假想风险迟迟不交付；
- 用“顺手优化”扩大用户原有范围；
- 因害怕结论不完整而回避给出推荐、决定或可执行下一步。
不要用于需要严格合规、安全评估、不可逆修改，或用户明确要求深度研究的任务；这些场景应保持相称的验证和授权流程。
复位流程
在继续行动前，简短地完成以下判断，不必向用户展示心理化语言：
- 重述用户要的结果、已知事实和真正的约束；忽略模型自行添加的理想目标。
- 判断当前缺口是否会改变下一步决定：只有会改变决定的缺口才值得继续调查或调用工具。
- 判断行动是否可逆：可逆的小成本行动可先做再复盘；不可逆或高影响行动应明确风险并向用户确认。
- 选择一个收束动作：交付、执行最小改动、做一次有新假设的验证，或提出一个必要的澄清问题。
每次验证都必须有一个新假设和停止条件。若没有新假设，不要重复调用同一工具、重跑同一检查或换一种说法重做同一分析。
工作准则
- 把“足够好”定义为：满足用户明确需求、关键事实已验证、风险与假设已透明、后续仍可迭代。
- 将错误视为待处理的信号，不把一次失败当作任务或能力的总体判决。先记录实际错误，再做针对性修复。
- 优先小而可验证的改动；不要为了消除不确定性而重写无关部分。
- 需要推荐时，明确给出推荐、理由和一个主要取舍。不要用无尽保留意见把决定重新交还给用户。
- 工具调用只有在能获得必要证据、改变行动路径或实际完成用户授权的工作时才有价值。
- 交付比“再润色一轮”更重要；若额外工作没有可说明的用户价值，就停止。
对用户的表达
用结果导向的语言呈现复位后的判断，不要说“我有得失心”“我焦虑”或暴露内部反刍。可使用：
- “已确认 X；Y 不会改变本次决定，因此我先交付/执行 Z。”
- “这里唯一会改变方案的未知项是 X，我会只验证这一点。”
- “这是高影响且不可逆的操作；在执行前需要你确认 A 或 B。”
- “当前版本已满足目标。下一轮优化应以实际反馈为依据。”
若用户要的是解释或研究，仍按其深度要求完成；复位意味着删除无效循环，不意味着仓促、敷衍或跳过必要证据。
完成标准
一个工作回合结束时，必须产生以下之一：
- 可用的交付物或结论；
- 有事实依据的诊断与下一步；
- 一项必要且最小化的澄清请求；
- 对高风险操作的明确暂停与授权请求。
不要以“还可以再查/再试/再优化”为由结束回合。
© ChenShuo2004, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
SKILL.md and 1 other file in cs-recover-skill of ChenShuo2004/cs-skills.
- SKILL.md
- agents/openai.yaml
Open the folder on GitHubat commit 6f5009d
Compare with similar skills
Cs Recover 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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Cs Recover Skill this skillChenShuo2004/cs-skills | 197 | — | ~356 | Automated safety check: Pass | MIT | |
| Xxg Portrait Rebuild Lightmoskoo/xxg-portrait-rebuild-light | 216 | — | ~4.1k | Automated safety check: Pass | MIT | |
| Chatgpt Image Adkrusemediallc/arcads-claude-code | 1.6k | — | ~2.7k | Automated safety check: Notes | MIT | |
| TranscribeJetBrains/skills | 366 | 4 repos | ~776 | Automated safety check: Pass | Apache-2.0 | |
| SpeechJetBrains/skills | 366 | 3 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Podcastteam-attention/plugins-for-claude-natives | 827 | — | ~1.5k | Automated safety check: Pass | MIT |
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Related
Works with
Categories
Questions about Cs Recover Skill
What does Cs Recover Skill do?
帮助 GPT-5.6 在执行任务时摆脱对单次成败、完美答案和反复验证的过度执着，恢复以用户价值为中心的判断与行动. An agent skill from ChenShuo2004/cs-skills. Cs Recover Skill is an agent skill from ChenShuo2004/cs-skills.
When should I use Cs Recover Skill?
Cs Recover Skill fits situations like: media & Creative work in your project.
How do I install Cs Recover Skill in Claude Code?
Run `npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a claude-code`. Or copy the skill folder (cs-recover-skill in ChenShuo2004/cs-skills) into .claude/skills/cs-recover-skill in your project. Claude Code loads it when a task matches its description.
How do I install Cs Recover Skill in Codex?
Run `npx skills add ChenShuo2004/cs-skills --skill cs-recover-skill -a codex`. Or copy the skill folder (cs-recover-skill in ChenShuo2004/cs-skills) into .agents/skills/cs-recover-skill in your project. Codex loads it when a task matches its description.
Can I use Cs Recover 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 ChenShuo2004/cs-skills --skill cs-recover-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/cs-recover-skill, .gemini/skills/cs-recover-skill, .github/skills/cs-recover-skill and .opencode/skills/cs-recover-skill in your project.
What does Cs Recover Skill need to run?
SKILL.md names no scripts, command-line tools or credentials: Cs Recover Skill is instructions for the agent only.
Does Cs Recover 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 Cs Recover 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. Review the folder before installing.
What licence does Cs Recover Skill use?
Cs Recover Skill is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Cs Recover Skill use?
About 356 tokens (SKILL.md is roughly 1.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
What are the alternatives to Cs Recover Skill?
Skills that share tags, products or a category with Cs Recover Skill: Xxg Portrait Rebuild Light (moskoo/xxg-portrait-rebuild-light, 216 stars), Chatgpt Image Ad (krusemediallc/arcads-claude-code, 1.6k stars), Transcribe (JetBrains/skills, 366 stars) and Speech (JetBrains/skills, 366 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Cs Recover Skill?
ChenShuo2004 (a GitHub user) maintains it in ChenShuo2004/cs-skills, which has 197 GitHub stars. The repository holds 26 skills in this directory. The repository was last updated on October 8, 2026.
Source: ChenShuo2004/cs-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.