Skill v1.0.2
currentAutomated scan100/1001 files
version: "1.0.2" name: codebase-pattern-analyzer description: Analyze a reference codebase to discover and extract reusable architectural patterns. Produces structured pattern descriptions that can be turned into standalone skills. This is a meta-skill that bootstraps the skill evolution chain.
Codebase Pattern Analyzer
Systematically analyze a reference codebase and extract reusable architectural patterns into structured descriptions. These descriptions become the raw material for new skills (via the skill-template-generator skill).
When to Use
- You need to understand how a large codebase is structured before replicating it
- You want to extract a specific pattern (component architecture, service layer, API proxy, etc.) from a reference project
- You are bootstrapping a new project that should follow the conventions of an existing one
Step 1: Map the Directory Structure
Read the top-level directory and identify the major code zones:
list_dir <project_root>list_dir <project_root>/src
Classify each directory into one of these roles:
| Role | Typical Dirs | What to Look For | |
|---|---|---|---|
| Components | src/components/ | UI classes, base class inheritance, DOM manipulation | |
| Services | src/services/ | Data fetching, API calls, circuit breakers, caching | |
| Config | src/config/ | Constants, panel definitions, API endpoints, feature flags | |
| Styles | src/styles/ | CSS custom properties, theme variables, grid layout | |
| Utils | src/utils/ | Helper functions, formatting, DOM utilities | |
| API Layer | api/, server/ | Serverless functions, route handlers, CORS, proxy logic | |
| Entry Point | src/main.ts | Bootstrap, panel instantiation, scheduler setup |
Step 2: Identify the Component Pattern
Find the base component class (usually the most imported file in components/):
read_file <project_root>/src/components/Panel.ts
Extract these structural elements:
- Constructor options interface — what config each component accepts (id, title, className, etc.)
- DOM structure — how the element tree is built (header, content area, resize handles)
- Lifecycle methods — constructor, destroy, show/hide, refresh
- State management — loading/error/content states, fetching guards
- Data binding — how data flows from service → render → DOM
Record the pattern as:
COMPONENT PATTERN:Base class: [name]Options: [list of constructor params]DOM tree: [element hierarchy]States: [loading, error, content]Lifecycle: [init → fetch → render → destroy]Key methods: [getElement, showLoading, showError, setContent, refresh, destroy]
Step 3: Identify the Service Layer Pattern
Examine 2-3 service files to find the common structure:
read_file <project_root>/src/services/news.tsread_file <project_root>/src/services/stock-market.ts
Look for:
- Circuit breaker / resilience — retry logic, cooldown, cached fallback
- Interface definitions — typed data shapes returned by each service
- Fetch pattern — how HTTP calls are made (direct fetch, proxy, batching)
- Caching strategy — TTLs, stale-while-revalidate, in-memory cache
- Error handling — what happens on failure, default return values
Record as:
SERVICE PATTERN:Resilience: [circuit breaker with N failures → cooldown]Cache: [in-memory, TTL=Xms]Fetch: [browser fetch → /api/... proxy → external API]Error: [catch → recordFailure → return default]Exports: [async functions, not class instances]
Step 4: Identify the API Proxy Pattern
Read the server-side proxy layer:
list_dir <project_root>/api/read_file <project_root>/api/_cors.jsread_file <project_root>/api/stocks.ts # or similar endpoint
Extract:
- File-per-endpoint structure — one file per API domain
- CORS handling — origin allowlist, preflight response
- API key isolation —
process.env.*usage, never exposed to frontend - Cache headers —
Cache-Control,s-maxage,stale-while-revalidate - Error wrapping — structured JSON errors, never raw upstream responses
- Input validation — query parameter checks before upstream call
Step 5: Identify the Styling System
read_file <project_root>/src/styles/main.css # first 100 lines for CSS variables
Extract:
- CSS custom properties — color tokens, font stacks, spacing
- Theme structure — dark/light mode switch mechanism
- Grid layout —
grid-template-columns,auto-fill,minmax()values - Component styles — panel base styles, header, content, scrollbar
- Semantic colors — positive/negative, severity levels, status indicators
- Typography — font family, sizes, letter-spacing, text-transform
Step 6: Identify the Scheduling / Refresh Pattern
read_file <project_root>/src/app/refresh-scheduler.ts
Extract:
- Registration API — how panels register their refresh functions
- Interval management — per-panel configurable intervals
- Visibility awareness — pause when tab hidden, flush stale on return
- In-flight guards — prevent duplicate concurrent refreshes
- Stagger logic — avoid API burst when resuming
Step 7: Synthesize Into Pattern Descriptions
For each pattern discovered, produce a structured description:
## Pattern: [Name]**Source file(s)**: [paths in reference codebase]**Category**: component | service | api | style | scheduler | utility### Structure[Key structural elements — interfaces, classes, functions]### Key Code[Minimal representative code snippet, 20-40 lines]### Conventions[Naming, file organization, import paths]### Dependencies[Other patterns this depends on]### Adaptation Notes[What must change when applying to a different project]
Output
The final output should be a list of pattern descriptions, one per architectural concern. These become the input to the skill-template-generator skill, which turns each pattern into a standalone SKILL.md.
Tips
- Read broadly first, deeply second — scan directory listings before reading individual files
- Follow imports — if a component imports from
../services/, read that service next - Count instances — if 10+ components extend the same base class, that's a core pattern
- Note what's NOT used — no framework (React, Vue) means vanilla DOM; no ORM means raw fetch
- Compare 2-3 examples of the same pattern to distinguish the template from the instance-specific parts