Agent skill

Implement

by juliepy in 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.

No licenceAuto-check passed

Install Implement

skills CLI
$ npx skills add juliepy/AI-Engineer-from-scrach --skill implement -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install juliepy/AI-Engineer-from-scrach implement --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ 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/harness-engineering-demo/.claude/skills/implement .claude/skills/implement && rm -rf skills-src

Use ~/.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/

Facts

Skill name
implement
GitHub stars
433
Token cost
~638 tokens
SKILL.md length
186 words
Files
1
Skills in repo
15
Repo updated
First seen
Licence
None found

At a glance

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.

  • Works in 4 steps: Read the full plan → Execute tasks in dependency order → Apply the full validation gate → …
  • Calls uv, npx and npm

What it does

Implement is an agent skill from 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.

Its SKILL.md is about 640 tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

Example prompts

  • “/implement”

Requirements

  • Node.js

Workflow steps

4 steps, taken from the step headings in SKILL.md.

  1. Read the full plan
  2. Execute tasks in dependency order
  3. Apply the full validation gate
  4. Write the implementation report

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:

    • uv
    • npx
    • npm

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use uv, npx and npm, 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

Implement loads about 638 tokens when it runs. Until then it costs about 45 tokens; SKILL.md has 186 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~45
When it runs · the whole SKILL.md, loaded when a task matches
~638

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 186 words (~638 tokens).

name
implement
disable-model-invocation
true

Read the full SKILL.md on GitHub

Files

Just SKILL.md in 06-harnes/harness-engineering-demo/.claude/skills/implement of juliepy/AI-Engineer-from-scrach.

Open the folder on GitHubat commit d9e02cb

Compare with similar skills

Implement 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.

Implement compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Implement this skilljuliepy/AI-Engineer-from-scrach433—~638Automated safety check: PassNone
Implementsickn33/agentic-awesome-skills47k5 repos~306Automated safety check: PassMIT
Executealirezarezvani/claude-skills28k—~831Automated safety check: PassMIT
Dependency Scanningsickn33/agentic-awesome-skills47k1 repos~2.4kAutomated safety check: PassMIT
Dependency Checkruvnet/ruflo74k—~258Automated safety check: PassMIT
Implementcodewhale-hq/Codewhale41k—~190Automated safety check: PassMIT

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  • Implement

    sickn33/agentic-awesome-skills

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  • Implement

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    Carry an authorized, defined request or approved plan through scoped edits and proportionate verification.

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More from juliepy/AI-Engineer-from-scrach

All 15 skills in this repo
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  • Review PR

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  • 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.

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    Auto-check passed
  • Validate

    juliepy/AI-Engineer-from-scrach

    Run the full quality gate (ruff + mypy + pytest + tsc + vitest) and report PASS/FAIL for each command.

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  • Implement

    juliepy/AI-Engineer-from-scrach

    读取计划文件,按依赖顺序执行每个任务并做任务级验证,最后写实现报告到 reports/<feature-implementation-report.md。

    433 GitHub stars~295 tokensUpdated 1 mo ago
    Auto-check passed

Questions about Implement

What does Implement do?

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. Implement is an agent skill from juliepy/AI-Engineer-from-scrach.md.

How do I install Implement in Claude Code?

Run `npx skills add juliepy/AI-Engineer-from-scrach --skill implement -a claude-code`. Or copy the skill folder (06-harnes/harness-engineering-demo/.claude/skills/implement in juliepy/AI-Engineer-from-scrach) into .claude/skills/implement in your project. Claude Code loads it when a task matches its description.

How do I install Implement in Codex?

Run `npx skills add juliepy/AI-Engineer-from-scrach --skill implement -a codex`. Or copy the skill folder (06-harnes/harness-engineering-demo/.claude/skills/implement in juliepy/AI-Engineer-from-scrach) into .agents/skills/implement in your project. Codex loads it when a task matches its description.

Can I use Implement 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 implement -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/implement, .gemini/skills/implement, .github/skills/implement and .opencode/skills/implement in your project.

What does Implement need to run?

Going by SKILL.md and its folder, Implement needs the command-line tools its instructions call (uv, npx and npm). Our summary lists: Node.js.

Does Implement access the network?

SKILL.md contains no URLs. Its commands use uv, npx and npm, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Implement 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 Implement use?

No licence was found for Implement or its repository. Without one, default copyright applies: ask the author before reusing or redistributing it.

How many tokens does Implement use?

About 638 tokens (SKILL.md is roughly 2.6k 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 Implement?

Skills that share tags, products or a category with Implement: Implement (sickn33/agentic-awesome-skills, 47k stars), Execute (alirezarezvani/claude-skills, 28k stars), Dependency Scanning (sickn33/agentic-awesome-skills, 47k stars) and Dependency Check (ruvnet/ruflo, 74k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Implement?

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.