data-substrate-analysis
CommunityAnalyze data primitives and state patterns.
Data & Analytics#codebase#state-management#analyze#serialization#immutability#typing#data-primitives
AuthorDowwie
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill analyzes fundamental data primitives, type systems, and state management patterns within a codebase to standardize data modeling decisions and improve reliability across frameworks.
Core Features & Use Cases
- Classify typing strategies across files (Pydantic, TypedDict, and loose dicts) and map their validation boundaries in the codebase.
- Assess mutation behavior and immutability patterns to identify safer state-handling approaches.
- Document serialization strategies (JSON, pickle, custom methods) and lifecycle of data objects for maintainability.
- Compare data modeling approaches across frameworks to guide architectural decisions.
Quick Start
Point the skill at your codebase. It will scan files like types.py, schema.py, models.py, and state.py, categorize typing strategies, report on mutability and serialization, and outline recommended data-modeling practices.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: data-substrate-analysis Download link: https://github.com/Dowwie/agent_framework_study/archive/main.zip#data-substrate-analysis Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 223,000+ vetted skills library on demand.