INTELLIGENCE OPERATIVE PERSPECTIVE
This module generates TypeScript type definitions from CIA JSON schemas, providing compile-time type safety for political data processing. While appearing as a technical infrastructure task, type safety serves a critical intelligence function: preventing data corruption bugs that could propagate incorrect information through the analytical pipeline.
TYPE SAFETY IN INTELLIGENCE SYSTEMS: Intelligence analysis depends on data accuracy. TypeScript type generation ensures:
- Shape Validation: Data matches expected structure before processing
- Property Typos: Catches misspelled field names at compile time
- Type Mismatches: Prevents treating numbers as strings or vice versa
- Null Handling: Explicit handling of optional vs. required fields
- API Contract: Ensures MCP tool responses match expected types
CIA SCHEMA CONVERSION PROCESS: The generator converts JSON Schema → TypeScript types:
- Load JSON schema from schemas/cia/ directory
- Parse schema structure (properties, required fields, type constraints)
- Generate TypeScript interface with all properties
- Add JSDoc comments from schema descriptions
- Handle nested objects and arrays recursively
- Generate Union types for enum fields
- Write to types/ directory
SUPPORTED SCHEMA CONVERSIONS:
- String Types: Converted to TypeScript string
- Number Types: integer and number mapped appropriately
- Boolean Types: Converted to TypeScript boolean
- Array Types: Generated as T[] arrays
- Nested Objects: Recursive interface generation
- Enum Types: Union type generation (type field = 'value1' | 'value2')
- Optional Fields: Generated as property?: type notation
- Date Fields: ISO 8601 strings typed as string (runtime validation needed)
GENERATED TYPE EXAMPLES: From CIA voting schema generates:
interface Vote {
id: string;
documentId: string;
date: string; // ISO 8601
topic: string;
memberVotes: MemberVote[];
totalYes: number;
totalNo: number;
totalAbstain: number;
passed: boolean;
}
WORKFLOW:
- Run during build process:
npm run generate-types-from-cia-schemas - Scans schemas/cia/ for all .schema.json files
- Generates corresponding TypeScript .d.ts files
- Reports success/failure for each schema
- Errors block build (type safety non-negotiable)
SCHEMA EVOLUTION HANDLING: When CIA platform adds/removes schema fields:
- Developer manually updates schema files
- Type generation runs and creates new .d.ts
- TypeScript compiler finds references to removed fields
- Developer updates code to new schema
- Types are regenerated with updated definitions
TYPESCRIPT COMPILATION INTEGRATION: Generated types used in compilation:
import type { Vote } from '../types/Vote'- Compiler validates against generated interface
- Prevents data shape mismatches at runtime
- IDE autocomplete from generated types
OPTIONAL FEATURE: Type generation is optional - projects can use without types:
- Dynamic typing still works without generated types
- Benefits optional, not required
- Recommended for production systems
- Improves development velocity through IDE support
PERFORMANCE CONSIDERATIONS:
- Type generation: ~50ms per schema
- Compilation: Uses cached types if unchanged
- No runtime overhead (types erased during compilation)
- Improves IDE responsiveness through type information
FAILURE MODES:
- Invalid schema JSON: Detailed error identifying issue
- Unsupported schema features: Warning with fallback to any
- File write errors: Reports permission or disk issues
- Circular references: Detected and handled with type aliases
GDPR COMPLIANCE: Generated types include personal data fields:
- Member names and IDs
- Department affiliations
- Vote patterns
- Committee assignments Types help ensure proper data handling:
- Explicit marking of sensitive fields
- Runtime validation can check data classifications
- Type information supports audit requirements
INTELLIGENCE APPLICATIONS: Type safety supports intelligence workflows:
- Analysts rely on accurate data shape for reports
- Prevents data corruption in analytical pipelines
- Enables automated data quality checking
- Supports integration testing across data systems
- Version:
- 2.0.0
- Since:
- 2024-06-15
- License:
- Apache-2.0
- Source:
- See:
-
- https://json-schema-to-typescript.com/ (Type Generation Library)
- schemas/cia/ (JSON Schema Definitions)
- types/ (Generated TypeScript Definitions)
- Issue #76 (Type Safety Enhancement)