NoizuPromptLingo: Command for Claude Code

.claude/commands/init-project.md

init-project is a command for Claude Code from noizu-labs-ml/NoizuPromptLingo. It costs 59 tokens per session (1,385 once invoked), scanned A, original, MIT.

A project-startup tool that explores a codebase and creates core documentation, including its architecture and directory layout. It uses several reconnaissance agents to gather information in parallel.

In plain words
What is it for?
Use it to create or refresh CLAUDE.md, architecture documentation, and project-layout documentation.
Why use it?
It gives a new or poorly documented project a written description of how it is organised and works. This reduces the time developers spend discovering the project structure manually.

Command for Claude Code

Written for Claude Code: installed under .claude/. Also seen: mentions CLAUDE.md.

This is noizu-labs-ml/NoizuPromptLingo's own configuration. It tells Claude Code how to work on NoizuPromptLingo itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything NoizuPromptLingo configures →

Reuse

Borrowing it

Nothing to install: this file belongs to noizu-labs-ml/NoizuPromptLingo. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/noizu-labs-ml/NoizuPromptLingo/main/.claude/commands/init-project.md
Clone the repo
git clone --depth 1 https://github.com/noizu-labs-ml/NoizuPromptLingo

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for init-project

README.md
[![agentmods](https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/init-project/github.svg)](https://agentmods.dev/commands/noizu-labs-ml/noizupromptlingo/init-project)
Your own site
<a href="https://agentmods.dev/commands/noizu-labs-ml/noizupromptlingo/init-project"><img src="https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/init-project/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for init-project

Your own site · 80×15
<a href="https://agentmods.dev/commands/noizu-labs-ml/noizupromptlingo/init-project"><img src="https://agentmods.dev/badge/commands/noizu-labs-ml/noizupromptlingo/init-project.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 59 Only the description is in the session, so the agent can decide to use it. The body loads when it is invoked.
When invoked 1,385 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00059 $0.01385
Opus 5 $0.00030 $0.00692
Sonnet 5 $0.00012 $0.00277
Haiku 4.5 $0.00006 $0.00138

Measured 5d ago against content hash c7f877927017, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

init-project scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 5d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.claude/commands/init-project.md · 183 lines

How it starts

The opening of the file, as written. The whole thing — 183 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Initialize Project

Bootstrap project documentation including CLAUDE.md, docs/PROJECT-ARCH.md, and docs/PROJECT-LAYOUT.md.

Phase 1: Initialize Environment

Initialize CLAUDE.md and load dependencies:

  • Use the NPLLoad MCP tool to load NPL syntax elements: NPLLoad(expression="syntax fences directives")
  • Use directory exploration tools (Glob, Bash tree) for directory structure exploration
  • Use Read/Grep tools for file contents retrieval

CLAUDE.md receives:

  • NPL Load Directive (environment variables, loading dependencies)
  • NPL Scripts reference (dump-files, git-tree, npl-load, etc.)
  • SQLite Quick Guide

Phase 2: Parallel Reconnaissance

Use @npl-project-coordinator to orchestrate parallel exploration.

Critical: Delegation-First Scanning

🎯 The coordinator MUST NOT perform deep codebase exploration directly.

Instead:

  1. Quick Surface Scan — Coordinator performs only lightweight initial analysis:

    • ls top-level directories
    • Read package.json, Cargo.toml, or equivalent manifest
    • Check for existing README.md or docs
    • Identify project type and tech stack (~30 seconds max)
  2. Immediate Delegation — Deploy scouts for all detailed exploration:

    • Do NOT recursively read files
    • Do NOT grep through entire codebase
    • Do NOT analyze individual source files
    • Let scouts handle domain-specific deep dives in parallel
  3. Speed Through Parallelism — Launch all scouts simultaneously:

    • Each scout operates independently
    • Scouts return structured findings
    • Coordinator synthesizes results (doesn't re-scan)

Why: A coordinator scanning sequentially takes 10-20x longer than parallel scouts. The coordinator's job is orchestration, not exploration.

@npl-project-coordinator

## Task
Coordinate parallel reconnaissance of this codebase to generate PROJECT-ARCH.md and PROJECT-LAYOUT.md.

## Pre-Scout Analysis (30 seconds max)
- Identify project type from manifest files
- Note top-level structure
- Determine tech stack
- Then IMMEDIATELY deploy scouts

## Scout Deployment (Parallel)

Deploy 5-7 @npl-gopher-scout agents in parallel:

| Scout | Domain | Key Targets |
|-------|--------|-------------|
| Scout-Structure | File Organization | tree, files, naming conventions |
| Scout-Layers | Architecture | tiers, boundaries, data flow |
| Scout-Domain | Business Logic | bounded contexts, entities, aggregates |
| Scout-Patterns | Code Patterns | conventions, design patterns, testing |
| Scout-Services | Infrastructure | database, cache, queues, external APIs |
| Scout-API | Interfaces | endpoints, auth, contracts, versioning |
| Scout-DevOps | Operations | CI/CD, deployment, containers, IaC |

## Exploration Instructions

Each scout should:
1. Perform deep reconnaissance of their domain
2. Return structured findings with file:line references
3. Flag uncertainties and gaps
4. Estimate confidence per finding

## Execution Rules

🎯 **All scouts MUST be launched in a single parallel batch.**

- Use ONE Task tool call per scout, ALL in the same message
- Do NOT wait for one scout before launching the next
- Do NOT have the coordinator read files between scout launches
- Scouts operate independently - no inter-scout dependencies

## Synchronization
BARRIER: All scouts must complete before synthesis phase.

Read the full file on GitHub · 183 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 5d ago First seen · 183 lines · 59 tokens per session scan A c7f877927017

Subscribe to this mod's changes

init-project is a command published in the GitHub repository noizu-labs-ml/NoizuPromptLingo (13 stars, last pushed yesterday), licensed MIT. It adds 59 tokens to every session and 1,385 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-04.