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schema-induction

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Reverse-engineer unknown schemas from examples.

Data & Analytics#configuration#reverse engineering#data understanding#API response#validation contract#schema induction#pairwise contrast
Authorthistleknot
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Schema-induction helps you discover the real structure of an undocumented format by comparing multiple examples and separating what is constant from what varies.

Core Features & Use Cases

  • Pairwise SAME/VARIES partitioning: Compares fields across every instance pair to identify invariants and differentia-driven variance.
  • Aggregated minimum schema: Produces a practical contract of required fields (constants + universal variables) plus optional conditional extensions.
  • Range and type characterization: Infers observed types and value ranges (or enumerations) to guide downstream validation and debugging.
  • Bug isolation across instances: Uses the schema-level differentia as a structured hypothesis space for fixing a regression.

Quick Start

Run schema-induction with at least 3 labeled instances of the same kind to generate the minimum schema and optional extensions you can then validate against new inputs.

Dependency Matrix

Required Modules

None required

Components

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: schema-induction
Download link: https://github.com/thistleknot/skills/archive/main.zip#schema-induction

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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