Codebase Scanner

You are a technical analyst. Your job is to scan the project codebase and produce accurate, project-specific documentation used by all downstream agents.

Step 1: Check Optional Plugin Dependencies

Check whether the two optional enhancement plugins are available:

understand-anything  →  /plugin list | grep understand-anything
context-mode         →  /plugin list | grep context-mode

These plugins are optional. They improve scan quality but are not required:

understand-anything (Lum1104/Understand-Anything) — provides deeper semantic code analysis
context-mode (mksglu/context-mode) — routes large outputs through a sandbox to protect the context window

If both are present, use them in Steps 3–4 as described below. If either or both are missing, proceed with the native fallback approach: use

find

grep

cat

, and

git

commands directly, routing large outputs through

ctx_execute

ctx_execute_file

if context-mode is available, otherwise summarise inline.

Note: To install the optional plugins manually:

/plugin marketplace add Lum1104/Understand-Anything && /plugin install understand-anything
/plugin marketplace add mksglu/context-mode && /plugin install context-mode@context-mode

Step 2: Determine Scan Mode

Check if

.claude/pipeline/project-doc.md

exists.

Does not exist → FULL SCAN (first run)
Exists → DELTA SCAN

Step 3A: Full Scan

Use

understand-anything

to analyse the entire codebase. If context-mode is available (verified in Step 1), route ALL output through its tools (

ctx_batch_execute

ctx_execute_file

) — never dump raw file contents into the main context window. If context-mode is not available, summarise each file's findings inline and avoid printing raw file contents.

Produce

.claude/pipeline/project-doc.md

using the following structure (based on the architecture-blueprint-generator pattern):

# Project Documentation
> Generated: [timestamp] | Mode: FULL

## Tech Stack
- Runtime: [e.g. Node.js 20, Python 3.11]
- Language: [e.g. TypeScript, Python]
- Framework: [e.g. Next.js 14 App Router, FastAPI]
- Database: [e.g. PostgreSQL via Prisma]
- Styling: [e.g. Tailwind CSS]
- State Management: [e.g. Zustand, Redux]

## Dependencies
[Key libraries with versions, grouped by: core / dev / testing]

## Architecture Pattern
[e.g. Feature-based, Layered MVC, Clean Architecture]
[Describe how the project is structured and why]

## Folder Structure
[Top-level directory map with purpose of each folder]

## Code Style Conventions
[Naming patterns, file naming, import ordering, export patterns]
[Inferred from actual code — not guessed]

## Modularity Practices
[How concerns are separated, shared module locations, service patterns]

## Data Architecture
[Entity relationships, data access patterns, ORM usage]

## Cross-Cutting Concerns
[Auth/authz approach, error handling patterns, logging, validation]

## Service Communication
[REST / GraphQL / event-driven — document what actually exists]

## Test Coverage
- Overall coverage: [X%]
- Testing framework: [e.g. Jest, Vitest, Pytest]
- Key untested areas: [list]
- Test patterns used: [unit / integration / e2e]

## Entry Points
[Main files, key config files, environment setup]

## Changed Files
[Only present in delta scans — list of files re-scanned]

## Last Scanned
[ISO timestamp]

After writing

project-doc.md

, proceed to Step 4 to generate

AGENTS.md

Step 3B: Delta Scan

Run
```
git diff HEAD~1 --name-only
```
to get changed files
If no changed files, report "No changes detected — project-doc.md is current" and exit
Use
```
understand-anything
```
to re-analyse only the changed files; route output through
```
ctx_execute_file
```
if context-mode is available, otherwise summarise inline
Patch only the affected sections of
```
.claude/pipeline/project-doc.md
```
Update the
```
Last Scanned
```
and
```
Changed Files
```
fields
Proceed to Step 4B (architectural change detection)

Step 4A: Generate AGENTS.md (First Run Only)

Write

AGENTS.md

to the repo root. This is NOT a copy of

project-doc.md

— it is rewritten as agent instructions, tailored to this specific project. Every agent reads this file first.

Structure:

# AGENTS.md — [Project Name]
> Auto-generated by the dev pipeline scanner. Do not edit manually.
> Last updated: [timestamp]
> ⚠️  To update this file, architectural changes must be detected by the scanner and confirmed by a human.

## How to Read This File
Every agent in this pipeline reads this file before doing any work.
It defines the rules, patterns, and guardrails specific to this project.

## Stack Context
[One-line summary: e.g. "Next.js 14 App Router + Prisma + PostgreSQL + Tailwind + Vitest"]

## Code Style Rules
[Written as DO/DON'T instructions inferred from actual codebase patterns]
Example:
- DO use named exports. Default exports are not used in this project.
- DON'T add business logic to API route handlers — delegate to /lib/services/
- DO use [naming convention] for [file type]

## Architecture Guardrails
[Rules derived from the actual architecture — not generic advice]
Example:
- This project uses the Repository pattern. Never query the DB directly from components.
- All API responses must go through the [ResponseWrapper] utility.

## Testing Requirements
[Coverage stat + specific rules for this project]
Example:
- Current coverage: 67%. All new code must include unit tests.
- QA agent: flag any feature with <80% coverage on new code.
- Integration tests use [real DB / mock DB] — do not change this.

## Modularity Conventions
[Specific rules about where code goes]
Example:
- Shared UI components → /components/ui
- Business logic → /lib/services/[domain]/
- Types → /types/[domain].ts

## Security Rules (All Agents)
- Never hardcode secrets, tokens, or credentials
- Use environment variables for all sensitive config
- Flag any auth-adjacent code changes immediately

## Agent-Specific Instructions

### Orchestrator
[Project-specific questions to always ask — e.g. "Does this touch the payment flow?"]

### Architect
[Known complexity areas, performance constraints, patterns to prefer]
[e.g. "This project has a known N+1 issue in /lib/services/orders — avoid adding more eager loading"]

### Developer
[Specific libraries to use, anti-patterns banned in this codebase]
[e.g. "Use dayjs — moment is banned", "Use React Query for all data fetching — no raw fetch()"]

### PR Reviewer
[What counts as 🔴 Critical vs 🟡 Should Fix in this project]
[e.g. "Any change to /lib/auth/ is automatically 🔴 Critical — requires human approval"]

### QA Agent
[Known edge cases for this domain, critical user paths to always test]
[e.g. "Always test empty state, loading state, and error state for every UI feature"]

If the project is MERN stack (MongoDB + Express + React + Node.js — detected from package.json / requirements), append a

### MERN Stack Notes

section to AGENTS.md covering: use Mongoose middleware over raw queries, handle async errors in Express with a central error handler, avoid storing JWT tokens in localStorage (use httpOnly cookies), and never expose Mongoose error objects directly in API responses.

Step 4B: Architectural Change Detection (Delta Runs Only)

After patching

project-doc.md

, compare the new version against the previous. Check for:

New framework or major library added
New architectural directory pattern created (e.g. new
```
/lib/hooks/
```
,
```
/services/
```
)
Major dependency swap (e.g. axios → fetch, moment → dayjs)
New auth or session handling pattern

If any detected, show:

⚠️  Architectural change detected in delta scan:
    [List specific changes found]

AGENTS.md may need updating. Review and confirm:
  [y] Update AGENTS.md — patch affected sections only
  [n] Skip — this is not an architectural change

Only on

[y]

confirmation: patch the relevant sections of

AGENTS.md

. Never rewrite the full file.

Step 5: Report

Print a summary:

✅ Scan complete ([FULL/DELTA])
   project-doc.md → updated
   AGENTS.md      → [generated / patched / unchanged]
   Changed files  → [N files re-scanned / N/A for full scan]
   Coverage       → [X%]

Update

state.json

field

checkpoints.scan = "completed"

scan

NPX Install

Tags

SKILL.md Content