Trellis Session Insight
mindfold-ai/Trellis
Reach into past AI conversation history through the trellis mem CLI.
涉及浏览器、编辑器、CDN/WAF、IM 平台、操作系统剪贴板、第三方 SaaS 等"外部黑盒系统"的代码编写或 bug 调试时触发。强制先抓真实环境数据再推理,避免连续 2 轮"凭代码推理"的修复 no-op。关键词:粘贴/复制异常、跨平台显示不一致、第三方 API 怪结果、CDN/WAF 拦截、本地复现失败、HTML→MD 转换丢属性。
Install External System Debugging
$ npx skills add doccker/cc-use-exp --skill external-system-debugging -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install doccker/cc-use-exp external-system-debugging --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/doccker/cc-use-exp.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.claude/skills/external-system-debugging .claude/skills/external-system-debugging && 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 "external-system-debugging" agent skill from https://github.com/doccker/cc-use-exp/tree/main/.claude/skills/external-system-debugging into .claude/skills/external-system-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-system-debugging", 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/doccker/cc-use-exp/tree/main/.claude/skills/external-system-debuggingType 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 doccker/cc-use-exp --skill external-system-debugging -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install doccker/cc-use-exp external-system-debugging --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doccker/cc-use-exp.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.claude/skills/external-system-debugging .agents/skills/external-system-debugging && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "external-system-debugging" agent skill from https://github.com/doccker/cc-use-exp/tree/main/.claude/skills/external-system-debugging into .agents/skills/external-system-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-system-debugging", 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 doccker/cc-use-exp --skill external-system-debugging -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install doccker/cc-use-exp external-system-debugging --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doccker/cc-use-exp.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.claude/skills/external-system-debugging .cursor/skills/external-system-debugging && 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 "external-system-debugging" agent skill from https://github.com/doccker/cc-use-exp/tree/main/.claude/skills/external-system-debugging into .cursor/skills/external-system-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-system-debugging", 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/doccker/cc-use-exp.git --path .claude/skills/external-system-debugging--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 doccker/cc-use-exp --skill external-system-debugging -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install doccker/cc-use-exp external-system-debugging --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doccker/cc-use-exp.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.claude/skills/external-system-debugging .gemini/skills/external-system-debugging && 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 "external-system-debugging" agent skill from https://github.com/doccker/cc-use-exp/tree/main/.claude/skills/external-system-debugging into .gemini/skills/external-system-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-system-debugging", 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 doccker/cc-use-exp external-system-debuggingInstalls 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 doccker/cc-use-exp --skill external-system-debugging -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/doccker/cc-use-exp.git skills-src && mkdir -p .github/skills && cp -r skills-src/.claude/skills/external-system-debugging .github/skills/external-system-debugging && 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 "external-system-debugging" agent skill from https://github.com/doccker/cc-use-exp/tree/main/.claude/skills/external-system-debugging into .github/skills/external-system-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-system-debugging", 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 doccker/cc-use-exp --skill external-system-debugging -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install doccker/cc-use-exp external-system-debugging --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/doccker/cc-use-exp.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.claude/skills/external-system-debugging .opencode/skills/external-system-debugging && 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 "external-system-debugging" agent skill from https://github.com/doccker/cc-use-exp/tree/main/.claude/skills/external-system-debugging into .opencode/skills/external-system-debugging/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "external-system-debugging", 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
external-system-debugging- GitHub stars
- 1.1k
- Token cost
- ~823 tokens
- SKILL.md length
- 258 words
- Files
- 5 (incl. references)
- Skills in repo
- 67
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
涉及浏览器、编辑器、CDN/WAF、IM 平台、操作系统剪贴板、第三方 SaaS 等"外部黑盒系统"的代码编写或 bug 调试时触发。强制先抓真实环境数据再推理,避免连续 2 轮"凭代码推理"的修复 no-op。关键词:粘贴/复制异常、跨平台显示不一致、第三方 API 怪结果、CDN/WAF 拦截、本地复现失败、HTML→MD 转换丢属性。
- Works in 4 steps: 不要跳过数据采集:用户描述的现象可能不准确,真实数据才是事实 → 假设必须基于数据:每个假设都要能引用具体的抓取结果,不能"我以为" → 单变量验证:一次只改一个变量,验证假设 → …
- Tasks that involve Debugging
- SKILL.md covers 何时触发, 黑盒判定清单, 数据采集模板(核心) and 调试决策流, plus 4 more sections
- Calls curl
What it does
External System Debugging is an agent skill from doccker/cc-use-exp. 涉及浏览器、编辑器、CDN/WAF、IM 平台、操作系统剪贴板、第三方 SaaS 等"外部黑盒系统"的代码编写或 bug 调试时触发。强制先抓真实环境数据再推理,避免连续 2 轮"凭代码推理"的修复 no-op。关键词:粘贴/复制异常、跨平台显示不一致、第三方 API 怪结果、CDN/WAF 拦截、本地复现失败、HTML→MD 转换丢属性。
Its SKILL.md is about 820 tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including reference files (for example `references/case-csdn-paste-list.md`, `references/case-http-cdn-waf.md` and `references/case-proxy-keyword-misjudge.md`).
It sits in Development, covering Debugging. The repository describes itself as: ⛔ No longer maintained → dev-agent-kit/recipes 让 Claude Code、Antigravity、Gemini CLI、Codex、Cursor 开箱即用的分层配置模板，总结十多年的日常开发经验.
When your agent uses it
- Tasks that involve Debugging
Example prompts
- “外部黑盒系统”
- “/external-system-debugging”
Workflow steps
4 steps, taken from the first numbered list in SKILL.md.
- 不要跳过数据采集:用户描述的现象可能不准确,真实数据才是事实
- 假设必须基于数据:每个假设都要能引用具体的抓取结果,不能"我以为"
- 单变量验证:一次只改一个变量,验证假设
- 修复后必须沉淀:追加新案例到 references/case-{name}.md
What it can do on your machine
Read from SKILL.md and the folder at commit 64470cb. 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
Shell commands in SKILL.md call:
curl
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md. Its commands use curl, which can reach the network depending on how they are called.
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
External System Debugging loads about 823 tokens when it runs, and up to ~3.3k if it reads all its reference files. Until then it costs about 49 tokens; SKILL.md has 258 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
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 258 words (~823 tokens).
- name
- external-system-debugging
Files
SKILL.md and 4 other files (references) in .claude/skills/external-system-debugging of doccker/cc-use-exp.
- SKILL.md
- references/case-csdn-paste-list.md
- references/case-http-cdn-waf.md
- references/case-proxy-keyword-misjudge.md
- references/template-browser-paste-format.md
Open the folder on GitHubat commit 64470cb
Compare with similar skills
External System Debugging 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 |
|---|---|---|---|---|---|---|
| External System Debugging this skilldoccker/cc-use-exp | 1.1k | — | ~823 | Automated safety check: Pass | Custom licence | |
| Trellis Session Insightmindfold-ai/Trellis | 15k | 4 repos | ~1.7k | Automated safety check: Pass | AGPL-3.0 | |
| Native Data FetchingCherryHQ/cherry-studio-app | 4k | 6 repos | ~2.9k | Automated safety check: Notes | MIT | |
| Aoti Debugpytorch/pytorch | 104k | 1 repos | ~1.7k | Automated safety check: Pass | Custom licence | |
| Herdr Throwaway Reproductionherdrdev/herdr | 43k | — | ~2.4k | Automated safety check: Pass | Apache-2.0 | |
| Systematic Debuggingultralisp/ultralisp | 258 | 51 repos | ~2.4k | Automated safety check: Pass | None |
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Related
Categories
Questions about External System Debugging
What does External System Debugging do?
涉及浏览器、编辑器、CDN/WAF、IM 平台、操作系统剪贴板、第三方 SaaS 等"外部黑盒系统"的代码编写或 bug 调试时触发。强制先抓真实环境数据再推理,避免连续 2 轮"凭代码推理"的修复 no-op。关键词:粘贴/复制异常、跨平台显示不一致、第三方 API 怪结果、CDN/WAF 拦截、本地复现失败、HTML→MD 转换丢属性。. External System Debugging is an agent skill from doccker/cc-use-exp.
When should I use External System Debugging?
External System Debugging fits situations like: tasks that involve Debugging.
How do I install External System Debugging in Claude Code?
Run `npx skills add doccker/cc-use-exp --skill external-system-debugging -a claude-code`. Or copy the skill folder (.claude/skills/external-system-debugging in doccker/cc-use-exp) into .claude/skills/external-system-debugging in your project. Claude Code loads it when a task matches its description.
How do I install External System Debugging in Codex?
Run `npx skills add doccker/cc-use-exp --skill external-system-debugging -a codex`. Or copy the skill folder (.claude/skills/external-system-debugging in doccker/cc-use-exp) into .agents/skills/external-system-debugging in your project. Codex loads it when a task matches its description.
Can I use External System Debugging 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 doccker/cc-use-exp --skill external-system-debugging -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/external-system-debugging, .gemini/skills/external-system-debugging, .github/skills/external-system-debugging and .opencode/skills/external-system-debugging in your project.
What does External System Debugging need to run?
Going by SKILL.md and its folder, External System Debugging needs the command-line tools its instructions call (curl).
Does External System Debugging access the network?
SKILL.md contains no URLs. Its commands use curl, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Is External System Debugging 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 External System Debugging use?
External System Debugging has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does External System Debugging use?
About 823 tokens (SKILL.md is roughly 3.3k 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 2.4k tokens, read only when the agent opens those files.
What are the alternatives to External System Debugging?
Skills that share tags, products or a category with External System Debugging: Trellis Session Insight (mindfold-ai/Trellis, 15k stars), Native Data Fetching (CherryHQ/cherry-studio-app, 4k stars), Aoti Debug (pytorch/pytorch, 104k stars) and Herdr Throwaway Reproduction (herdrdev/herdr, 43k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains External System Debugging?
doccker (a GitHub user) maintains it in doccker/cc-use-exp, which has 1,063 GitHub stars. The repository holds 67 skills in this directory. The repository was last updated on August 26, 2026.
Source: doccker/cc-use-exp on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.