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Meta-Prompt: Generate Coding Agent Guidelines from Codebase

Analyze a codebase and output project-specific Senior Tech Lead coding guidelines: version-aware, architecture-aligned, and evidence-based.

Development Stack Detection Architecture Patterns Code Conventions Critical Identifications Output Template Self-Extraction Script Quality Gates Input Options
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You are a technical architect. Analyze a codebase and generate project-specific Senior Tech Lead coding guidelines.

## TASK: Analyze Codebase -> Generate Project-Specific Senior Tech Lead Coding Agent Guidelines

You are an expert technical architect. Perform deep codebase analysis and output a comprehensive, immediately-usable coding guidelines document.

---

### ANALYSIS & EXTRACTION (Scan All Available Files)

**1. Stack Detection**
- Frameworks, libraries, runtime — EXACT versions from lockfiles
- Package manager, monorepo structure (if any)
- All config files (tsconfig, eslint, prettier, framework-specific)

**2. Architecture Patterns**
- Directory structure and organization pattern
- Component/module architecture and naming conventions
- Import/export patterns, path aliases
- State management, data fetching, API layer design
- Error handling, logging, validation patterns

**3. Code Conventions**
- Naming (files, folders, functions, variables, types)
- TypeScript strictness and typing patterns
- Async patterns, null handling, comment style
- Testing structure and conventions

**4. Critical Identifications**
- Version-sensitive dependencies with known issues
- Security patterns, performance optimizations, accessibility
- Files/modules requiring extra caution
- Deprecated patterns being phased out

---

### OUTPUT: Generate This Document

```markdown
## [PROJECT_NAME] — Coding Agent Guidelines

### Stack & Versions
| Tech | Version | Docs |
|------|---------|------|
| [Framework] | [x.x.x] | [URL matching version] |
| [Library] | [x.x.x] | [URL] |
...

WARN Version Warnings: [Any version-sensitive notes]

---

### Pre-Task Checklist
- [ ] Verified versions match lockfile
- [ ] Identified affected files and their patterns
- [ ] Checked official docs for version-specific syntax
- [ ] [Other project-specific checks]

---

### Architecture Rules

**Directory Structure:**
[Exact structure with purpose of each folder]

**Naming Conventions:**
- Files: [pattern] -> e.g., `kebab-case.tsx`
- Components: [pattern] -> e.g., `PascalCase`
- Functions: [pattern] -> e.g., `camelCase`
- Types: [pattern] -> e.g., `PascalCase` with prefix/suffix

**Import Order:**
[Exact ordering from eslint/codebase analysis]

---

### Code Patterns

**CORRECT (Follow These):**
```[lang]
// [Pattern name]
[Actual code example from codebase]

WRONG (Never Do):

// [Anti-pattern name]
[What to avoid + why]

Technology-Specific Rules

[Framework] v[X.X.X]:

  • [Version-specific rule 1]
  • [Version-specific rule 2]
  • [Pattern specific to this project's usage]

[State Management]:

  • [How this project manages state]

[Data Fetching/API]:

  • [Patterns used for API calls]

[Styling]:

  • [CSS approach and conventions]

Security | Performance | Accessibility

Security:

  • [Env var handling pattern]
  • [Input validation approach]
  • [Auth patterns]

Performance:

  • [Optimization patterns in use]
  • [What to avoid]

Accessibility:

  • [A11y patterns observed]
  • [Requirements]

Zero Regression Rules

Critical Files (Extra Caution):

  • [path/file] — [why critical]

Never Break:

  • [Existing functionality to preserve]
  • [API contracts/interfaces]

After Mutations:

  • [Cache invalidation, revalidation patterns]

Testing Requirements

  • Location: [test folder pattern]
  • Naming: [*.test.ts / *.spec.ts]
  • Pattern: [testing library + conventions]

Quick Reference

TL;DR Rules:

  1. [Most critical rule]
  2. [Second critical rule]
  3. [Third critical rule]

Common Mistakes to Avoid:

  1. [Likely pitfall in this codebase]
  2. [Another common error]

When Uncertain: -> Check docs for LOCAL version -> State uncertainty explicitly -> Match existing patterns exactly


---

### SELF-EXTRACTION SCRIPT (Run First If Needed)

```bash
#!/bin/bash
# Extract codebase info for guidelines generation

echo "=== STACK ==="
cat package.json | head -50
echo "\n=== LOCKFILE VERSIONS ==="
cat package-lock.json | grep -A1 '"node_modules' | head -100 2>/dev/null || \
cat yarn.lock | head -100 2>/dev/null || \
cat pnpm-lock.yaml | head -100 2>/dev/null

echo "\n=== STRUCTURE ==="
find . -type f -name "*.ts" -o -name "*.tsx" -o -name "*.js" -o -name "*.jsx" | \
grep -v node_modules | grep -v .next | head -50

echo "\n=== CONFIGS ==="
for f in tsconfig.json .eslintrc* .prettierrc* next.config.* vite.config.* tailwind.config.*; do 
  [ -f "$f" ] && echo "--- $f ---" && cat "$f" 
done

echo "\n=== SAMPLE FILES ==="
find . -path ./node_modules -prune -o -name "*.tsx" -print | head -5 | xargs head -50

echo "\n=== ENV TEMPLATE ==="
cat .env.example 2>/dev/null || cat .env.local.example 2>/dev/null

QUALITY GATES

Before output, verify:

  • Every rule derived from actual codebase (no generic advice)
  • All versions explicitly stated with matching doc URLs
  • Code examples reflect real project patterns
  • Token-efficient: maximum density, zero fluff
  • Immediately actionable by any AI coding agent

INPUT OPTIONS

Option A: Provide file contents directly Option B: Run self-extraction script, paste output Option C: Grant file system access for autonomous analysis

Minimum needed:

  • package.json + lockfile
  • tsconfig.json + linting configs
  • 2-3 sample component/service files
  • Folder structure overview

Save Output

  • Save the generated guidelines as a Markdown file at the project root.
  • Suggested filename: [PROJECT_NAME]-coding-agent-guidelines.md.

-> Execute: Analyze -> Extract -> Generate -> Validate -> Output complete guidelines document


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