packages/schema-compat/README.md
Schema compatibility layer for Mastra.ai that provides compatibility fixes for different AI model providers when using Zod schemas with tools.
pnpm add @mastra/schema-compat
The package provides a base SchemaCompatLayer class that you can extend to create custom compatibility layers for different AI model providers:
import { SchemaCompatLayer } from '@mastra/schema-compat';
import type { LanguageModelV1 } from 'ai';
class MyCustomCompat extends SchemaCompatLayer {
constructor(model: LanguageModelV1) {
super(model);
}
shouldApply(): boolean {
return this.getModel().provider === 'my-provider';
}
getSchemaTarget() {
return 'jsonSchema7';
}
processZodType<T extends z.AnyZodObject>(value: z.ZodTypeAny): ShapeValue<T> {
// Your custom processing logic here
return value;
}
}
The package includes pre-built compatibility layers for popular AI providers:
Use the applyCompatLayer function to automatically apply the right compatibility layer:
import { applyCompatLayer, OpenAISchemaCompatLayer, AnthropicSchemaCompatLayer } from '@mastra/schema-compat';
import { yourCustomCompatibilityLayer } from './customCompatibilityLayer';
import { z } from 'zod';
const schema = z.object({
name: z.string().email(),
preferences: z.array(z.string()).min(1),
});
const compatLayers = [
new OpenAISchemaCompatLayer(model),
new AnthropicSchemaCompatLayer(model),
new yourCustomCompatibilityLayer(model),
];
// Automatically applies the first matching compatibility
const result = applyCompatLayer({
schema,
compatLayers,
mode: 'aiSdkSchema', // or 'jsonSchema'
});
The package also provides utility functions for schema conversion:
import { convertZodSchemaToAISDKSchema, convertSchemaToZod } from '@mastra/schema-compat';
import { z } from 'zod';
import { jsonSchema } from 'ai';
const zodSchema = z.object({
name: z.string(),
age: z.number(),
});
// Convert Zod to AI SDK Schema
const aiSchema = convertZodSchemaToAISDKSchema(zodSchema);
// Convert AI SDK Schema back to Zod
const aiSdkSchema = jsonSchema({
type: 'object',
properties: {
name: { type: 'string' },
},
});
const backToZod = convertSchemaToZod(aiSdkSchema);
SchemaCompatLayer - Base abstract class for creating compatibility layersAnthropicSchemaCompatLayer - Compatibility for Anthropic Claude modelsOpenAISchemaCompatLayer - Compatibility for OpenAI models (without structured outputs)OpenAIReasoningSchemaCompatLayer - Compatibility for OpenAI reasoning models (o1 series)GoogleSchemaCompatLayer - Compatibility for Google Gemini modelsDeepSeekSchemaCompatLayer - Compatibility for DeepSeek modelsMetaSchemaCompatLayer - Compatibility for Meta Llama modelsapplyCompatLayer(options) - Process schema with automatic compatibility detectionconvertZodSchemaToAISDKSchema(zodSchema, target?) - Convert Zod schema to AI SDK SchemaconvertSchemaToZod(schema) - Convert AI SDK Schema to Zod schemaStringCheckType, NumberCheckType, ArrayCheckType - Check types for validationUnsupportedZodType, SupportedZodType, AllZodType - Zod type classificationsZodShape, ShapeKey, ShapeValue - Utility types for Zod schemasALL_STRING_CHECKS, ALL_NUMBER_CHECKS, ALL_ARRAY_CHECKS - Validation constraint arraysSUPPORTED_ZOD_TYPES, UNSUPPORTED_ZOD_TYPES - Type classification arraysDifferent AI providers have varying levels of support for JSON Schema features. This package handles these differences automatically:
The package includes comprehensive tests covering all functionality:
# Run tests
pnpm test
# Run tests in watch mode
pnpm test --watch