Adk Sample Creator
google/adk-python
Creates a new sample agent in the ADK Python repository — the sample directory, its agent.py, and its README.md — following the conventions the existing samples already use.
Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms.
Install Docstring Deep Dive
$ npx skills add albumentations-team/AlbumentationsX --skill docstring-deep-dive -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install albumentations-team/AlbumentationsX docstring-deep-dive --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/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .claude/skills && cp -r skills-src/.codex/skills/docstring-deep-dive .claude/skills/docstring-deep-dive && 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 "docstring-deep-dive" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/docstring-deep-dive into .claude/skills/docstring-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring-deep-dive", 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/albumentations-team/AlbumentationsX/tree/main/.codex/skills/docstring-deep-diveType 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 albumentations-team/AlbumentationsX --skill docstring-deep-dive -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install albumentations-team/AlbumentationsX docstring-deep-dive --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .agents/skills && cp -r skills-src/.codex/skills/docstring-deep-dive .agents/skills/docstring-deep-dive && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "docstring-deep-dive" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/docstring-deep-dive into .agents/skills/docstring-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring-deep-dive", 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 albumentations-team/AlbumentationsX --skill docstring-deep-dive -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install albumentations-team/AlbumentationsX docstring-deep-dive --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/.codex/skills/docstring-deep-dive .cursor/skills/docstring-deep-dive && 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 "docstring-deep-dive" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/docstring-deep-dive into .cursor/skills/docstring-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring-deep-dive", 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/albumentations-team/AlbumentationsX.git --path .codex/skills/docstring-deep-dive--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 albumentations-team/AlbumentationsX --skill docstring-deep-dive -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install albumentations-team/AlbumentationsX docstring-deep-dive --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/.codex/skills/docstring-deep-dive .gemini/skills/docstring-deep-dive && 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 "docstring-deep-dive" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/docstring-deep-dive into .gemini/skills/docstring-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring-deep-dive", 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 albumentations-team/AlbumentationsX docstring-deep-diveInstalls 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 albumentations-team/AlbumentationsX --skill docstring-deep-dive -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .github/skills && cp -r skills-src/.codex/skills/docstring-deep-dive .github/skills/docstring-deep-dive && 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 "docstring-deep-dive" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/docstring-deep-dive into .github/skills/docstring-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring-deep-dive", 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 albumentations-team/AlbumentationsX --skill docstring-deep-dive -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install albumentations-team/AlbumentationsX docstring-deep-dive --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/albumentations-team/AlbumentationsX.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/.codex/skills/docstring-deep-dive .opencode/skills/docstring-deep-dive && 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 "docstring-deep-dive" agent skill from https://github.com/albumentations-team/AlbumentationsX/tree/main/.codex/skills/docstring-deep-dive into .opencode/skills/docstring-deep-dive/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "docstring-deep-dive", 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
docstring-deep-dive- GitHub stars
- 566
- Token cost
- ~534 tokens
- SKILL.md length
- 277 words
- Files
- 1
- Skills in repo
- 10
- Repo updated
- First seen
- Licence
- AGPL-3.0
At a glance
Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms.
- Tasks that involve Technical documentation
- SKILL.md covers Explain the effect and when to…, Make parameters and examples…, Help readers choose related… and Final check
- Instructions only: no scripts, shell commands, URLs or credentials in SKILL.md
- Tasks that involve Computer vision
What it does
Docstring Deep Dive is an agent skill from albumentations-team/AlbumentationsX. Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms.
Its SKILL.md is about 530 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.
It sits in Development, covering Technical documentation and Computer vision. It works with Python. The repository describes itself as: Image augmentation for computer vision. AGPL-3.0-only or commercial licensing. The licence is AGPL-3.0.
When your agent uses it
- Tasks that involve Technical documentation
- Tasks that involve Computer vision
Example prompts
- “/docstring-deep-dive”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit 5a5a49e. 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
Docstring Deep Dive loads about 534 tokens when it runs. Until then it costs about 37 tokens; SKILL.md has 277 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 albumentations-team/AlbumentationsX at commit 5a5a49e, republished under its AGPL-3.0 licence (© albumentations-team). 277 words, ~534 tokens.
Download SKILL.mdSave it as
.claude/skills/docstring-deep-dive/SKILL.md (or your agent's skills folder).- name
- docstring-deep-dive
- description
- Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms.
Public docstring review
Read the complete docstring and implementation before editing. Follow the format in
Coding Guidelines and run
pre-commit run check-ax-rules --all-files; the hook owns mechanically checkable requirements.
Explain the effect and when to use it
The first paragraph is the web and search preview. Describe what the operation changes, how it changes it, and the problem it helps model. Keep parameter lists, return types, supported targets, and dtype details in their own sections. Avoid filling the preview with generic shape-preservation claims or instructions to read the rest of the docstring.
When shortening the preview, move useful details into the relevant parameter description or note. Remove repetition.
Make parameters and examples usable
- Explain units, ranges, sampling behavior, defaults, and interactions that change the result.
- Show runnable public calls with imports, input data, and the targets the example claims to support.
- Use sampled ranges in examples when a parameter accepts a range. Show a fixed range only when fixing that value helps explain the behavior.
- For base classes, demonstrate a working custom implementation; for functions, show a typical call.
- Include the key equation or reference when it explains geometry, color, normalization, or another numerical choice.
Help readers choose related transforms
Use See also for two to four related transforms where useful, with one transform and a short selection hint per
bullet. Keep cross-links reciprocal. Keep Note bullets factual; put recommendations in See also.
Final check
A reader should be able to choose the operation, configure it, and run the example. Re-read the complete docstring following the last edit, verify each claim against the public route, and check that examples expose consequential behavior without narrating obvious Python statements.
© albumentations-team, AGPL-3.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Files
Just SKILL.md in .codex/skills/docstring-deep-dive of albumentations-team/AlbumentationsX.
Open the folder on GitHubat commit 5a5a49e
Compare with similar skills
Docstring Deep Dive 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 |
|---|---|---|---|---|---|---|
| Docstring Deep Dive this skillalbumentations-team/AlbumentationsX | 566 | — | ~534 | Automated safety check: Pass | AGPL-3.0 | |
| Adk Sample Creatorgoogle/adk-python | 22k | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Glossarylightly-ai/lightly-studio | 896 | — | ~482 | Automated safety check: Pass | Apache-2.0 | |
| Swarmauri Add Community Standaloneswarmauri/swarmauri-sdk | 104 | — | ~387 | Automated safety check: Pass | Apache-2.0 | |
| Phoenix Docs Gap AuditArize-ai/phoenix | 12k | — | ~4.8k | Automated safety check: Pass | Custom licence | |
| Swarmauri Add Experimental Standaloneswarmauri/swarmauri-sdk | 104 | — | ~457 | Automated safety check: Pass | Apache-2.0 |
Similar skills
- Official
Glossary
lightly-ai/lightly-studio
Read when naming anything user-facing - GUI text, docs, public Python API names, arguments, docstrings, or error messages.
Swarmauri Add Community Standalone
swarmauri/swarmauri-sdk
Add a second-class standalone Swarmauri package under pkgs/community.
Phoenix Docs Gap Audit
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Audit documentation gaps across the Phoenix repo by analyzing recent commits to main (default: last 7 days).
Swarmauri Add Experimental Standalone
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Add an experimental standalone Swarmauri package under pkgs/experimental.
Swarmauri Add Plugin Package
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Add a Swarmauri plugin package under pkgs/plugins. An agent skill from swarmauri/swarmauri-sdk.
More from albumentations-team/AlbumentationsX
All 10 skills in this repoMixing Transforms
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Policy for AlbumentationsX transforms that combine multiple images or objects.
Release Notes
albumentations-team/AlbumentationsX
Generate release notes for AlbumentationsX. An agent skill from albumentations-team/AlbumentationsX.
Performance Optimization
albumentations-team/AlbumentationsX
Systematic performance audit for AlbumentationsX runtime code.
Add Transform
albumentations-team/AlbumentationsX
Full checklist for adding a new transform to AlbumentationsX.
License Integrity
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Maintain AlbumentationsX license, CLA, provenance notices, and packaged legal artifacts consistently.
Validate And Fix
albumentations-team/AlbumentationsX
After completing code changes, runs tests and pre-commit, then iteratively fixes failures until all pass.
Related
Works with
Categories
Questions about Docstring Deep Dive
What does Docstring Deep Dive do?
Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms. Docstring Deep Dive is an agent skill from albumentations-team/AlbumentationsX. Review public AlbumentationsX docstrings for useful descriptions, runnable examples, parameter semantics, and related transforms.
When should I use Docstring Deep Dive?
Docstring Deep Dive fits situations like: tasks that involve Technical documentation; tasks that involve Computer vision.
How do I install Docstring Deep Dive in Claude Code?
Run `npx skills add albumentations-team/AlbumentationsX --skill docstring-deep-dive -a claude-code`. Or copy the skill folder (.codex/skills/docstring-deep-dive in albumentations-team/AlbumentationsX) into .claude/skills/docstring-deep-dive in your project. Claude Code loads it when a task matches its description.
How do I install Docstring Deep Dive in Codex?
Run `npx skills add albumentations-team/AlbumentationsX --skill docstring-deep-dive -a codex`. Or copy the skill folder (.codex/skills/docstring-deep-dive in albumentations-team/AlbumentationsX) into .agents/skills/docstring-deep-dive in your project. Codex loads it when a task matches its description.
Can I use Docstring Deep Dive 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 albumentations-team/AlbumentationsX --skill docstring-deep-dive -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/docstring-deep-dive, .gemini/skills/docstring-deep-dive, .github/skills/docstring-deep-dive and .opencode/skills/docstring-deep-dive in your project.
What does Docstring Deep Dive need to run?
SKILL.md names no scripts, command-line tools or credentials: Docstring Deep Dive is instructions for the agent only. Our summary lists: Python 3.
Does Docstring Deep Dive 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 Docstring Deep Dive 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 Docstring Deep Dive use?
Docstring Deep Dive is published under the AGPL-3.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
How many tokens does Docstring Deep Dive use?
About 534 tokens (SKILL.md is roughly 2.1k 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 Docstring Deep Dive?
Skills that share tags, products or a category with Docstring Deep Dive: Adk Sample Creator (google/adk-python, 22k stars), Glossary (lightly-ai/lightly-studio, 896 stars), Swarmauri Add Community Standalone (swarmauri/swarmauri-sdk, 104 stars) and Phoenix Docs Gap Audit (Arize-ai/phoenix, 12k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Docstring Deep Dive?
albumentations-team (a GitHub organization) maintains it in albumentations-team/AlbumentationsX, which has 566 GitHub stars. The repository holds 10 skills in this directory. The repository was last updated on October 7, 2026.
Source: albumentations-team/AlbumentationsX on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.