Datalineage Summary
google/skills
Summarizes Google Cloud Data Lineage graphs to help users debug data quality issues and understand data provenance for BQ/GCS.
Track data lineage and reproducibility for academic projects.
Install Data Lineage Tracker
$ npx skills add Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit data-lineage-tracker --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/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .claude/skills && cp -r skills-src/'本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker' .claude/skills/data-lineage-tracker && 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 "data-lineage-tracker" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/16_%E7%A7%91%E7%A0%94%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E4%B8%8E%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6Skills/data-lineage-tracker into .claude/skills/data-lineage-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-lineage-tracker", 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/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/16_%E7%A7%91%E7%A0%94%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E4%B8%8E%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6Skills/data-lineage-trackerType 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 Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit data-lineage-tracker --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .agents/skills && cp -r skills-src/'本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker' .agents/skills/data-lineage-tracker && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "data-lineage-tracker" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/16_%E7%A7%91%E7%A0%94%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E4%B8%8E%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6Skills/data-lineage-tracker into .agents/skills/data-lineage-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-lineage-tracker", 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 Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit data-lineage-tracker --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/'本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker' .cursor/skills/data-lineage-tracker && 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 "data-lineage-tracker" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/16_%E7%A7%91%E7%A0%94%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E4%B8%8E%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6Skills/data-lineage-tracker into .cursor/skills/data-lineage-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-lineage-tracker", 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/Drchronx/ai-agent-research-starter-kit.git --path '本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker'--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 Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit data-lineage-tracker --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/'本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker' .gemini/skills/data-lineage-tracker && 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 "data-lineage-tracker" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/16_%E7%A7%91%E7%A0%94%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E4%B8%8E%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6Skills/data-lineage-tracker into .gemini/skills/data-lineage-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-lineage-tracker", 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 Drchronx/ai-agent-research-starter-kit data-lineage-trackerInstalls 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 Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .github/skills && cp -r skills-src/'本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker' .github/skills/data-lineage-tracker && 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 "data-lineage-tracker" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/16_%E7%A7%91%E7%A0%94%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E4%B8%8E%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6Skills/data-lineage-tracker into .github/skills/data-lineage-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-lineage-tracker", 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 Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install Drchronx/ai-agent-research-starter-kit data-lineage-tracker --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/Drchronx/ai-agent-research-starter-kit.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/'本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker' .opencode/skills/data-lineage-tracker && 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 "data-lineage-tracker" agent skill from https://github.com/Drchronx/ai-agent-research-starter-kit/tree/main/%E6%9C%AC%E5%9C%B0Skills%E5%8A%9F%E8%83%BD%E5%88%86%E7%B1%BB%E5%BA%93/16_%E7%A7%91%E7%A0%94%E9%A1%B9%E7%9B%AE%E7%AE%A1%E7%90%86%E4%B8%8E%E7%89%88%E6%9C%AC%E6%8E%A7%E5%88%B6Skills/data-lineage-tracker into .opencode/skills/data-lineage-tracker/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "data-lineage-tracker", 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
data-lineage-tracker- GitHub stars
- 137
- Token cost
- ~324 tokens
- SKILL.md length
- 114 words
- Files
- 3 (incl. scripts)
- Skills in repo
- 36
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Track data lineage and reproducibility for academic projects.
- Works in 5 steps: Inventory raw, intermediate, processed,… → Map each processed file to its raw… → Record cleaning rules, exclusion rules,… → …
- Raw-to-processed data flow
- SKILL.md covers Inputs, Workflow, Hard Constraints and Script, plus 1 more section
- Runs Python scripts from its folder
What it does
Data Lineage Tracker is an agent skill from Drchronx/ai-agent-research-starter-kit. Track data lineage and reproducibility for academic projects. Use for raw-to-processed data flow, data cleaning logs, script-to-output mapping, analysis provenance, dataset versioning, data dictionaries, non-overwrite raw data rules, and reproducibility audit trails.
Its SKILL.md is about 320 tokens, which your agent loads only when the skill is triggered. The skill folder holds 4 other files, including scripts (for example `agents/openai.yaml` and `scripts/create_data_lineage_template.py`).
It sits in Data & Analytics, covering Data governance, Reproducible research and Data cleaning. The repository describes itself as: AI Agent 科研全流程教学包，能教学生从零部署 Codex、Claude Code、OpenClaw、Hermes 等 Agent，学会使用 Skills、飞书、AMiner、AI4Scholar、Zotero、Obsidian…
When your agent uses it
- Raw-to-processed data flow
- Data cleaning logs
- Script-to-output mapping
- Analysis provenance
Example prompts
- “/data-lineage-tracker”
Requirements
- Python 3
Workflow steps
5 steps, taken from the first numbered list in SKILL.md.
- Inventory raw, intermediate, processed, and output files.
- Map each processed file to its raw inputs and script.
- Record cleaning rules, exclusion rules, variable construction, and dates.
- Identify orphan outputs and untracked transformations.
- Produce a data lineage table and reproducibility checklist.
What it can do on your machine
Read from SKILL.md and the folder at commit aab1133. 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 1 file in scripts/ (Python), which the agent can run.
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
Data Lineage Tracker loads about 324 tokens when it runs. Until then it costs about 72 tokens; SKILL.md has 114 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); the scripts in this folder 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 114 words (~324 tokens).
“Use this skill whenever raw data are cleaned, transformed, merged, analyzed, or exported.”
- name
- data-lineage-tracker
Files
SKILL.md and 2 other files (scripts) in 本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker of Drchronx/ai-agent-research-starter-kit.
- SKILL.md
- agents/openai.yaml
- scripts/create_data_lineage_template.py
Open the folder on GitHubat commit aab1133
Compare with similar skills
Data Lineage Tracker 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 |
|---|---|---|---|---|---|---|
| Data Lineage Tracker this skillDrchronx/ai-agent-research-starter-kit | 137 | — | ~324 | Automated safety check: Pass | Custom licence | |
| Datalineage Summarygoogle/skills | 21k | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Data Quality Frameworkswshobson/agents | 40k | 11 repos | ~1.1k | Automated safety check: Pass | MIT | |
| Research Data Feasibility and Leakage ChecksLight0305/Light-skills | 640 | — | ~4.9k | Automated safety check: Pass | MIT | |
| Monte Carlo Context Detectionsickn33/agentic-awesome-skills | 47k | 1 repos | ~2.6k | Automated safety check: Warn | MIT | |
| Data Validationw95/awesome-claude-corporate-skills | 239 | 1 repos | ~2.4k | Automated safety check: Pass | MIT |
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Sets up data quality checks with Great Expectations, dbt tests and data contracts, with checkpoints and pass-fail reports for pipelines.
Research Data Feasibility and Leakage Checks
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Finds usable public datasets, judges whether the data can support a research idea, and checks train and test splits for leakage before results are trusted.
Monte Carlo Context Detection
sickn33/agentic-awesome-skills
Route data-related requests to the right Monte Carlo skill or workflow.
Data Validation
w95/awesome-claude-corporate-skills
QA an analysis before sharing with stakeholders — methodology checks, accuracy verification, and bias detection.
- Official
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Runs SQL analytics on SageMaker Catalog asset metadata tables exported as Apache Iceberg in S3 Tables.
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Categories
Questions about Data Lineage Tracker
What does Data Lineage Tracker do?
Track data lineage and reproducibility for academic projects. Data Lineage Tracker is an agent skill from Drchronx/ai-agent-research-starter-kit. Track data lineage and reproducibility for academic projects.
When should I use Data Lineage Tracker?
Data Lineage Tracker fits situations like: raw-to-processed data flow; data cleaning logs; script-to-output mapping; analysis provenance.
How do I install Data Lineage Tracker in Claude Code?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a claude-code`. Or copy the skill folder (本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker in Drchronx/ai-agent-research-starter-kit) into .claude/skills/data-lineage-tracker in your project. Claude Code loads it when a task matches its description.
How do I install Data Lineage Tracker in Codex?
Run `npx skills add Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a codex`. Or copy the skill folder (本地Skills功能分类库/16_科研项目管理与版本控制Skills/data-lineage-tracker in Drchronx/ai-agent-research-starter-kit) into .agents/skills/data-lineage-tracker in your project. Codex loads it when a task matches its description.
Can I use Data Lineage Tracker 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 Drchronx/ai-agent-research-starter-kit --skill data-lineage-tracker -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/data-lineage-tracker, .gemini/skills/data-lineage-tracker, .github/skills/data-lineage-tracker and .opencode/skills/data-lineage-tracker in your project.
What does Data Lineage Tracker need to run?
Going by SKILL.md and its folder, Data Lineage Tracker needs Python for the scripts in its folder. Our summary lists: Python 3.
Does Data Lineage Tracker 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 Data Lineage Tracker 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 Data Lineage Tracker use?
Data Lineage Tracker 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 Data Lineage Tracker use?
About 324 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.
What are the alternatives to Data Lineage Tracker?
Skills that share tags, products or a category with Data Lineage Tracker: Datalineage Summary (google/skills, 21k stars), Data Quality Frameworks (wshobson/agents, 40k stars), Research Data Feasibility and Leakage Checks (Light0305/Light-skills, 640 stars) and Monte Carlo Context Detection (sickn33/agentic-awesome-skills, 47k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Data Lineage Tracker?
Drchronx (a GitHub user) maintains it in Drchronx/ai-agent-research-starter-kit, which has 137 GitHub stars. The repository holds 36 skills in this directory. The repository was last updated on May 19, 2026.
Source: Drchronx/ai-agent-research-starter-kit on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.