Adk Verify Snippets
google/adk-python
Checks that every Python code block in a Markdown file actually compiles and runs, by extracting each block to a temporary file, executing it in an isolated subprocess, and writing a pass/fail…
运行完整质量门（pytest）并按 PASS/FAIL 格式报告结果。提交前必须运行. An agent skill from juliepy/AI-Engineer-from-scrach.
Install Validate
$ npx skills add juliepy/AI-Engineer-from-scrach --skill validate -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install juliepy/AI-Engineer-from-scrach validate --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/juliepy/AI-Engineer-from-scrach.git skills-src && mkdir -p .claude/skills && cp -r skills-src/06-harnes/02-rag-harness-demo/.claude/skills/validate .claude/skills/validate && 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 "validate" agent skill from https://github.com/juliepy/AI-Engineer-from-scrach/tree/main/06-harnes/02-rag-harness-demo/.claude/skills/validate into .claude/skills/validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate", 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/juliepy/AI-Engineer-from-scrach/tree/main/06-harnes/02-rag-harness-demo/.claude/skills/validateType 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 juliepy/AI-Engineer-from-scrach --skill validate -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install juliepy/AI-Engineer-from-scrach validate --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/juliepy/AI-Engineer-from-scrach.git skills-src && mkdir -p .agents/skills && cp -r skills-src/06-harnes/02-rag-harness-demo/.claude/skills/validate .agents/skills/validate && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "validate" agent skill from https://github.com/juliepy/AI-Engineer-from-scrach/tree/main/06-harnes/02-rag-harness-demo/.claude/skills/validate into .agents/skills/validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate", 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 juliepy/AI-Engineer-from-scrach --skill validate -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install juliepy/AI-Engineer-from-scrach validate --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/juliepy/AI-Engineer-from-scrach.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/06-harnes/02-rag-harness-demo/.claude/skills/validate .cursor/skills/validate && 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 "validate" agent skill from https://github.com/juliepy/AI-Engineer-from-scrach/tree/main/06-harnes/02-rag-harness-demo/.claude/skills/validate into .cursor/skills/validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate", 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/juliepy/AI-Engineer-from-scrach.git --path 06-harnes/02-rag-harness-demo/.claude/skills/validate--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 juliepy/AI-Engineer-from-scrach --skill validate -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install juliepy/AI-Engineer-from-scrach validate --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/juliepy/AI-Engineer-from-scrach.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/06-harnes/02-rag-harness-demo/.claude/skills/validate .gemini/skills/validate && 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 "validate" agent skill from https://github.com/juliepy/AI-Engineer-from-scrach/tree/main/06-harnes/02-rag-harness-demo/.claude/skills/validate into .gemini/skills/validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate", 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 juliepy/AI-Engineer-from-scrach validateInstalls 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 juliepy/AI-Engineer-from-scrach --skill validate -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/juliepy/AI-Engineer-from-scrach.git skills-src && mkdir -p .github/skills && cp -r skills-src/06-harnes/02-rag-harness-demo/.claude/skills/validate .github/skills/validate && 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 "validate" agent skill from https://github.com/juliepy/AI-Engineer-from-scrach/tree/main/06-harnes/02-rag-harness-demo/.claude/skills/validate into .github/skills/validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate", 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 juliepy/AI-Engineer-from-scrach --skill validate -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install juliepy/AI-Engineer-from-scrach validate --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/juliepy/AI-Engineer-from-scrach.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/06-harnes/02-rag-harness-demo/.claude/skills/validate .opencode/skills/validate && 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 "validate" agent skill from https://github.com/juliepy/AI-Engineer-from-scrach/tree/main/06-harnes/02-rag-harness-demo/.claude/skills/validate into .opencode/skills/validate/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "validate", 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
validate- GitHub stars
- 433
- Token cost
- ~170 tokens
- SKILL.md length
- 27 words
- Files
- 1
- Skills in repo
- 15
- Repo updated
- First seen
- Licence
- None found
At a glance
运行完整质量门（pytest）并按 PASS/FAIL 格式报告结果。提交前必须运行. An agent skill from juliepy/AI-Engineer-from-scrach.
- Tasks that involve Unit testing
- SKILL.md covers 验证命令, 报告格式, 失败时 and 通过时, plus 1 more section
- Calls python and pytest
What it does
Validate is an agent skill from juliepy/AI-Engineer-from-scrach. 运行完整质量门（pytest）并按 PASS/FAIL 格式报告结果。提交前必须运行。
Its SKILL.md is about 170 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 Testing & QA, covering Unit testing. It works with pytest.
When your agent uses it
- Tasks that involve Unit testing
Example prompts
- “/validate”
Requirements
- Python 3
What it can do on your machine
Read from SKILL.md and the folder at commit d9e02cb. 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:
pythonpytest
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
Validate loads about 170 tokens when it runs. Until then it costs about 13 tokens; SKILL.md has 27 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
Without a licence we can't republish the file, so here is its outline and opening line. It has 27 words (~170 tokens).
- name
- validate
- disable-model-invocation
- true
Files
Just SKILL.md in 06-harnes/02-rag-harness-demo/.claude/skills/validate of juliepy/AI-Engineer-from-scrach.
Open the folder on GitHubat commit d9e02cb
Compare with similar skills
Validate 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 |
|---|---|---|---|---|---|---|
| Validate this skilljuliepy/AI-Engineer-from-scrach | 433 | — | ~170 | Automated safety check: Pass | None | |
| Adk Verify Snippetsgoogle/adk-python | 22k | — | ~1.4k | Automated safety check: Pass | Apache-2.0 | |
| Megatron Core Testing GuideNVIDIA/Megatron-LM | 18k | 1 repos | ~2.1k | Automated safety check: Pass | Apache-2.0 | |
| Hermetic Python Unit TestsdimensionalOS/dimos | 4.6k | — | ~1.4k | Automated safety check: Pass | Custom licence | |
| Test GuardamElnagdy/guard-skills | 1.3k | 2 repos | ~2.1k | Automated safety check: Pass | MIT | |
| Fla Optimization Loopfla-org/flash-linear-attention | 5.8k | — | ~3.1k | Automated safety check: Pass | MIT |
Similar skills
- Official
- Official
Megatron Core Testing Guide
NVIDIA/Megatron-LM
Guide to the Megatron-LM test system: layout, recipe YAML, running and adding unit and functional tests, golden values, marker filters and CI parity.
Hermetic Python Unit Tests
dimensionalOS/dimos
Rules for writing, fixing and reviewing pytest unit tests that are hermetic: behavior-focused, deterministic, isolated and cheap to run.
Test Guard
amElnagdy/guard-skills
Reviews newly written or edited tests against nine rules that cut test bloat, such as mock-heavy checks and near-duplicate cases, before they are committed.
Fla Optimization Loop
fla-org/flash-linear-attention
Disciplined, reproducible loop for making an FLA kernel faster (Triton, Gluon, TileLang, CuTe) without ever breaking or gaming correctness.
Pytest Runner
saleor/saleor
Run pytest tests with automatic virtual environment activation. Use this skill whenever running tests, executing pytest, or when asked to "run tests", "test…
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Build, audit, and improve lightweight harnesses for AI coding agents: AGENTS.md/CLAUDE.md, feature state, verification workflows, scope boundaries, lifecycle handoff, memory persistence, context…
PR Worktree
juliepy/AI-Engineer-from-scrach
Create and tear down the throwaway git worktrees used to test community PRs for waku-agent, without leaking API keys or leaving branches behind.
Review PR
juliepy/AI-Engineer-from-scrach
Review an incoming community PR for waku-agent and present it Sean's way — bilingual (English + 中文), three fixed sections: what they did & why it matters, verdict (merge / change / close), and how…
Implement
juliepy/AI-Engineer-from-scrach
Read a plan file, execute every task in dependency order with per-task validation, then write an implementation report to reports/<feature-slug-implementation-report.md.
Plan
juliepy/AI-Engineer-from-scrach
Analyze a ticket or feature description, read the codebase, identify risks, and write a context-rich implementation plan to plans/<feature-slug-plan.md.
Validate
juliepy/AI-Engineer-from-scrach
Run the full quality gate (ruff + mypy + pytest + tsc + vitest) and report PASS/FAIL for each command.
Related
Works with
Categories
Questions about Validate
What does Validate do?
运行完整质量门（pytest）并按 PASS/FAIL 格式报告结果。提交前必须运行. An agent skill from juliepy/AI-Engineer-from-scrach. Validate is an agent skill from juliepy/AI-Engineer-from-scrach.
When should I use Validate?
Validate fits situations like: tasks that involve Unit testing.
How do I install Validate in Claude Code?
Run `npx skills add juliepy/AI-Engineer-from-scrach --skill validate -a claude-code`. Or copy the skill folder (06-harnes/02-rag-harness-demo/.claude/skills/validate in juliepy/AI-Engineer-from-scrach) into .claude/skills/validate in your project. Claude Code loads it when a task matches its description.
How do I install Validate in Codex?
Run `npx skills add juliepy/AI-Engineer-from-scrach --skill validate -a codex`. Or copy the skill folder (06-harnes/02-rag-harness-demo/.claude/skills/validate in juliepy/AI-Engineer-from-scrach) into .agents/skills/validate in your project. Codex loads it when a task matches its description.
Can I use Validate 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 juliepy/AI-Engineer-from-scrach --skill validate -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/validate, .gemini/skills/validate, .github/skills/validate and .opencode/skills/validate in your project.
What does Validate need to run?
Going by SKILL.md and its folder, Validate needs the command-line tools its instructions call (python and pytest). Our summary lists: Python 3.
Does Validate 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 Validate 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 Validate use?
No licence was found for Validate or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.
How many tokens does Validate use?
About 170 tokens (SKILL.md is roughly 680 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 Validate?
Skills that share tags, products or a category with Validate: Adk Verify Snippets (google/adk-python, 22k stars), Megatron Core Testing Guide (NVIDIA/Megatron-LM, 18k stars), Hermetic Python Unit Tests (dimensionalOS/dimos, 4.6k stars) and Test Guard (amElnagdy/guard-skills, 1.3k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Validate?
juliepy (a GitHub user) maintains it in juliepy/AI-Engineer-from-scrach, which has 433 GitHub stars. The repository holds 15 skills in this directory. The repository was last updated on September 6, 2026.
Source: juliepy/AI-Engineer-from-scrach on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.