Observe Trace
ruvnet/ruflo
Trace agent execution by collecting spans and building a trace tree for a task
Add a small worked technical example, before/after trace, diagram, or structure-preserving analogy to an explanation.
$ npx skills add yuema137/DongbeiGPT --skill concrete-example -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install yuema137/DongbeiGPT concrete-example --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/yuema137/DongbeiGPT.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/concrete-example .claude/skills/concrete-example && 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 "concrete-example" agent skill from https://github.com/yuema137/DongbeiGPT/tree/main/skills/concrete-example into .claude/skills/concrete-example/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "concrete-example", 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/yuema137/DongbeiGPT/tree/main/skills/concrete-exampleType 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 yuema137/DongbeiGPT --skill concrete-example -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install yuema137/DongbeiGPT concrete-example --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yuema137/DongbeiGPT.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/concrete-example .agents/skills/concrete-example && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "concrete-example" agent skill from https://github.com/yuema137/DongbeiGPT/tree/main/skills/concrete-example into .agents/skills/concrete-example/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "concrete-example", 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 yuema137/DongbeiGPT --skill concrete-example -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install yuema137/DongbeiGPT concrete-example --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yuema137/DongbeiGPT.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/concrete-example .cursor/skills/concrete-example && 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 "concrete-example" agent skill from https://github.com/yuema137/DongbeiGPT/tree/main/skills/concrete-example into .cursor/skills/concrete-example/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "concrete-example", 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/yuema137/DongbeiGPT.git --path skills/concrete-example--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 yuema137/DongbeiGPT --skill concrete-example -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install yuema137/DongbeiGPT concrete-example --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yuema137/DongbeiGPT.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/concrete-example .gemini/skills/concrete-example && 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 "concrete-example" agent skill from https://github.com/yuema137/DongbeiGPT/tree/main/skills/concrete-example into .gemini/skills/concrete-example/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "concrete-example", 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 yuema137/DongbeiGPT concrete-exampleInstalls 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 yuema137/DongbeiGPT --skill concrete-example -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/yuema137/DongbeiGPT.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/concrete-example .github/skills/concrete-example && 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 "concrete-example" agent skill from https://github.com/yuema137/DongbeiGPT/tree/main/skills/concrete-example into .github/skills/concrete-example/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "concrete-example", 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 yuema137/DongbeiGPT --skill concrete-example -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install yuema137/DongbeiGPT concrete-example --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/yuema137/DongbeiGPT.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/concrete-example .opencode/skills/concrete-example && 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 "concrete-example" agent skill from https://github.com/yuema137/DongbeiGPT/tree/main/skills/concrete-example into .opencode/skills/concrete-example/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "concrete-example", 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.
concrete-exampleAdd a small worked technical example, before/after trace, diagram, or structure-preserving analogy to an explanation.
Concrete Example is an agent skill from yuema137/DongbeiGPT. Add a small worked technical example, before/after trace, diagram, or structure-preserving analogy to an explanation. Use when readers need to see data, control, state, or numbers move; skip analogy when the real artifact is clearer.
Its SKILL.md is about 330 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/example-patterns.md`).
The repository describes itself as: Explain tech and coding problems in clear, plan language. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit 3f72262. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Concrete Example loads about 329 tokens when it runs, and up to ~497 if it reads all its reference files. Until then it costs about 63 tokens; SKILL.md has 150 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.
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.
The full file from yuema137/DongbeiGPT at commit 3f72262, republished under its MIT licence (© yuema137). 150 words, ~329 tokens.
.claude/skills/concrete-example/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Choose one item and trace it through the actual mechanism. Prefer real artifacts—commit graphs, requests, rows, tensors, queues, equations—over household metaphors. For a project-internal design where those artifacts are themselves unfamiliar, a short structural analogy may establish the actors first; immediately map it to the real names and continue with the real trace.
Use this order:
Do not force an analogy. Use one only when its objects and relationships map cleanly and the mapping is shorter than the mechanism. State the mapping explicitly and stop the analogy before its details diverge. Never let it replace a necessary equation or code path.
Read references/example-patterns.md when selecting a representation.
© yuema137, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in skills/concrete-example of yuema137/DongbeiGPT.
Open the folder on GitHubat commit 3f72262
Concrete Example 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 |
|---|---|---|---|---|---|---|
| Concrete Example this skillyuema137/DongbeiGPT | 100 | — | ~329 | Automated safety check: Pass | MIT | |
| Observe Traceruvnet/ruflo | 74k | — | ~522 | Automated safety check: Notes | MIT | |
| Delegate Workpaperclipai/paperclip | 99k | — | ~372 | Automated safety check: Pass | MIT | |
| Deep Workalirezarezvani/claude-skills | 28k | — | ~1.5k | Automated safety check: Pass | MIT | |
| Tracejeremylongshore/tons-of-skills-marketplace | 2.8k | — | ~5k | Automated safety check: Pass | MIT | |
| Tracezereight/gitlab-mcp | 2k | 1 repos | ~412 | Automated safety check: Pass | MIT |
ruvnet/ruflo
Trace agent execution by collecting spans and building a trace tree for a task
paperclipai/paperclip
Delegate user-requested work to an existing Paperclip agent, with a durable task reference and clear execution expectations.
alirezarezvani/claude-skills
A skill your agent uses when someone wants to plan a deep work day, time-block their calendar or task list, budget or cut shallow work, protect focus hours, track deep-work sessions and streaks, run…
jeremylongshore/tons-of-skills-marketplace
A skill your agent uses when encountering bugs, test failures, runtime errors, broken builds, or "this doesn't work" reports.
zereight/gitlab-mcp
Evidence-driven tracing with competing hypotheses in parallel.
thedotmack/claude-mem
Explain how claude-mem captures observations, when memory injection kicks in, and where data lives. Use when the user asks "how does claude-mem work?" or…
yuema137/DongbeiGPT
Explain technical concepts in Chinese through concrete causal structure, before/after mechanisms, boundaries, and trade-offs.
yuema137/DongbeiGPT
Explain technical or otherwise complex material clearly in Chinese using causal structure, audience-aware terminology, a useful worked example, and restrained Northeastern conversational rhythm.
yuema137/DongbeiGPT
Apply a restrained, widely understandable Northeastern-Chinese conversational rhythm to an existing Chinese explanation.
yuema137/DongbeiGPT
Rewrite or draft Chinese technical prose with fewer abstract noun piles, circular definitions, unexplained acronyms, and vague relationship claims.
Add a small worked technical example, before/after trace, diagram, or structure-preserving analogy to an explanation. Concrete Example is an agent skill from yuema137/DongbeiGPT. Add a small worked technical example, before/after trace, diagram, or structure-preserving analogy to an explanation.
Concrete Example fits situations like: readers need to see data; skip analogy when the real artifact is clearer.
Run `npx skills add yuema137/DongbeiGPT --skill concrete-example -a claude-code`. Or copy the skill folder (skills/concrete-example in yuema137/DongbeiGPT) into .claude/skills/concrete-example in your project. Claude Code loads it when a task matches its description.
Run `npx skills add yuema137/DongbeiGPT --skill concrete-example -a codex`. Or copy the skill folder (skills/concrete-example in yuema137/DongbeiGPT) into .agents/skills/concrete-example in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add yuema137/DongbeiGPT --skill concrete-example -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/concrete-example, .gemini/skills/concrete-example, .github/skills/concrete-example and .opencode/skills/concrete-example in your project.
SKILL.md names no scripts, command-line tools or credentials: Concrete Example is instructions for the agent only.
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.
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.
Concrete Example is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 329 tokens (SKILL.md is roughly 1.3k 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 168 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Concrete Example: Observe Trace (ruvnet/ruflo, 74k stars), Delegate Work (paperclipai/paperclip, 99k stars), Deep Work (alirezarezvani/claude-skills, 28k stars) and Trace (jeremylongshore/tons-of-skills-marketplace, 2.8k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
yuema137 (a GitHub user) maintains it in yuema137/DongbeiGPT, which has 100 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on September 1, 2026.
Source: yuema137/DongbeiGPT on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.