Agent skill

Implement

by juliepy in 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。

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/02-rag-harness-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
~295 tokens
SKILL.md length
50 words
Files
1
Skills in repo
15
Repo updated
First seen
Licence
None found

At a glance

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。

  • Works in 4 steps: 完整读取计划 → 按依赖顺序执行任务 → 运行完整验证门 → …
  • Calls python

What it does

Implement is an agent skill from 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。

Its SKILL.md is about 300 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

  • Python 3

Workflow steps

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

  1. 完整读取计划
  2. 按依赖顺序执行任务
  3. 运行完整验证门
  4. 写实现报告

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:

    • python

    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

Implement loads about 295 tokens when it runs. Until then it costs about 22 tokens; SKILL.md has 50 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~22
When it runs · the whole SKILL.md, loaded when a task matches
~295

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 50 words (~295 tokens).

name
implement
disable-model-invocation
true

Read the full SKILL.md on GitHub

Files

Just SKILL.md in 06-harnes/02-rag-harness-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—~295Automated safety check: PassNone
Implementsickn33/agentic-awesome-skills47k5 repos~306Automated safety check: PassMIT
Implementcodewhale-hq/Codewhale41k—~190Automated safety check: PassMIT
Implementbestofjs/bestofjs3.1k18 repos~109Automated safety check: PassMIT
ImplementAutomattic/simplenote-android1.9k—~1.1kAutomated safety check: PassGPL-2.0
Implementdynamodb-toolbox/dynamodb-toolbox2k—~1.8kAutomated safety check: PassMIT

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Questions about Implement

What does Implement do?

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

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/02-rag-harness-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/02-rag-harness-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 (python). Our summary lists: Python 3.

Does Implement 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 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 295 tokens (SKILL.md is roughly 1.2k 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), Implement (codewhale-hq/Codewhale, 41k stars), Implement (bestofjs/bestofjs, 3.1k stars) and Implement (Automattic/simplenote-android, 1.9k 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.