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Init Project · ufomiao | DecimalAI

agent toolingby ufomiao

Init Project

ufomiao/init-project

Source ufomiao/zcf ↗License MIT

Initialize project AI context, generate/update root-level and module-level CLAUDE.md indexes

SkillScore55Maintained

On-demandOn-demand: invoked explicitly — never occupies your agent's context until called.

Doc Ops pack

Last verified 8/10/2026

What it changes

Passed 9 of 16 test cases with the skill, and 5 of 16 without it.

Without skill32%

With skill55%

Checks it passed that the model alone missed

The root file is named CLAUDE.md.
The summary includes module coverage percentage or ratio.
Documentation files are generated without altering source files.

and 4 more in the full report

6 fixed6 passed either way9 still failing1 broke

Pass-rate lift: +23 pp
Tokens: +19%
Agent turns: 0%
Response time: -17%

Model gemini-3.6-flashMeasured 8/10/2026v212 of 22 cases passed with skill · 16 comparable

Tokens, turns and time describe resource use, not a dollar price.

Use this skill

Save it into your project's skills folder. Claude Code picks it up in its next session.

curl -fsSL --create-dirs -o .claude/skills/ufomiao-init-project/SKILL.md https://app.decimal.ai/s/ufomiao-init-project/SKILL.md

Want it pinned and updatable? pip install "decimalai>=0.15", then decimalai skills add ufomiao-init-project, and start Claude Code with claude --plugin-dir "$(git rev-parse --show-toplevel)/.agents"

1 · One-time — install the CLI (docs ↗)

pip install "decimalai>=0.15"

2 · Get the skill — writes .agents/skills/ufomiao-init-project/ and pins it in .decimal/skills.lock

decimalai skills add ufomiao-init-project

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/ufomiao-init-project/SKILL.md https://app.decimal.ai/s/ufomiao-init-project/SKILL.md

Raw file: /s/ufomiao-init-project/SKILL.md ↗ · machine-readable summary at /s/ufomiao-init-project.json ↗

Safety checks: 3 of 3 passed

Code scan CleanIntent PassedContent Clean

See it in action

One of 5 test cases the skill fixed. Same model, same prompt, with and without the skill.

1 of 5

Prompt

Create root level AI context documentation for project `data-pipeline`. What is the exact filename that must be created or updated at the repository root?

What was checked, without and with the skill
Checked	Without skill	With skill
The root file is named CLAUDE.md.	Missed	Passed

case-12 · gemini-3.6-flash · 8/10/2026 · answers are capped and redacted

What's inside

The instructions your model reads when the skill loads.

SKILL.md47 linessingle file

用法

/init-project <项目摘要或名称>

目标

以"根级简明 + 模块级详尽"的混合策略初始化项目 AI 上下文：

在仓库根生成/更新 CLAUDE.md（高层愿景、架构总览、模块索引、全局规范）。
在识别的各模块目录生成/更新本地 CLAUDE.md（接口、依赖、入口、测试、关键文件等）。
✨ 为了提升可读性，会在根 CLAUDE.md 中自动生成 Mermaid 结构图，并为每个模块 CLAUDE.md 添加导航面包屑。

编排说明

步骤 1：调用 get-current-datetime 子智能体获取当前时间戳。

步骤 2：调用一次 init-architect 子智能体，输入：

project_summary: $ARGUMENTS
current_timestamp: (来自步骤1的时间戳)

执行策略（由 Agent 自适应决定，不需要用户传参）

阶段 A：全仓清点（轻量） 快速统计文件与目录，识别模块根（package.json、pyproject.toml、go.mod、apps/、packages/、services/* 等）。
阶段 B：模块优先扫描（中等） 对每个模块做"入口/接口/依赖/测试/数据模型/质量工具"的定点读取与样本抽取。
阶段 C：深度补捞（按需） 若仓库较小或模块规模较小，则扩大读取面；若较大，则对高风险/高价值路径分批追加扫描。
覆盖率度量与可续跑 输出"已扫描文件数 / 估算总文件数、已覆盖模块占比、被忽略/跳过原因"，并列出"建议下一步深挖的子路径"。重复运行 /init-project 时按上次索引做增量更新与断点续扫。

安全与边界

只读/写文档与索引，不改源代码。
默认忽略常见生成物与二进制大文件。
结果在主对话打印"摘要"，全文写入仓库。

输出要求

Track record

Benchmark

9 / 16

test cases passed, vs 5 / 16 without

Adoption

Users: 0
Times used: 0

Safety and source details

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

View 15 scanner checks

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

ufomiao / zcf

templates/skills/en/init-project/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v2

More skills from the same source and nearby in the registry, with their headline benchmark lift.