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Package detail

@mastra/rag

mastra-ai105.7kApache-2.02.0.0TypeScript support: included

The Retrieval-Augmented Generation (RAG) module contains document processing and embedding utilities.

rag, retrieval-augmented-generation, vector-search, vectorstore, embeddings, embedding, document-processing, semantic-search, text-splitting, chunking, ai, llm, llms, typescript

readme

Mastra

npm version CodeQl GitHub Repo stars Discord Twitter Follow NPM Downloads Static Badge

Mastra is a framework for building AI-powered applications and agents with a modern TypeScript stack.

It includes everything you need to go from early prototypes to production-ready applications. Mastra integrates with frontend and backend frameworks like React, Next.js, and Node, or you can deploy it anywhere as a standalone server. It's the easiest way to build, tune, and scale reliable AI products.

Why Mastra?

Purpose-built for TypeScript and designed around established AI patterns, Mastra gives you everything you need to build great AI applications out-of-the-box.

Some highlights include:

  • Model routing - Connect to 40+ providers through one standard interface. Use models from OpenAI, Anthropic, Gemini, and more.

  • Agents - Build autonomous agents that use LLMs and tools to solve open-ended tasks. Agents reason about goals, decide which tools to use, and iterate internally until the model emits a final answer or an optional stopping condition is met.

  • Workflows - When you need explicit control over execution, use Mastra's graph-based workflow engine to orchestrate complex multi-step processes. Mastra workflows use an intuitive syntax for control flow (.then(), .branch(), .parallel()).

  • Human-in-the-loop - Suspend an agent or workflow and await user input or approval before resuming. Mastra uses storage to remember execution state, so you can pause indefinitely and resume where you left off.

  • Context management - Give your agents the right context at the right time. Provide conversation history, retrieve data from your sources (APIs, databases, files), and add human-like working and semantic memory so your agents behave coherently.

  • Integrations - Bundle agents and workflows into existing React, Next.js, or Node.js apps, or ship them as standalone endpoints. When building UIs, integrate with agentic libraries like Vercel's AI SDK UI and CopilotKit to bring your AI assistant to life on the web.

  • MCP servers - Author Model Context Protocol servers, exposing agents, tools, and other structured resources via the MCP interface. These can then be accessed by any system or agent that supports the protocol.

  • Production essentials - Shipping reliable agents takes ongoing insight, evaluation, and iteration. With built-in evals and observability, Mastra gives you the tools to observe, measure, and refine continuously.

Get started

The recommended way to get started with Mastra is by running the command below:

npm create mastra@latest

Follow the Installation guide for step-by-step setup with the CLI or a manual install.

If you're new to AI agents, check out our templates, course, and YouTube videos to start building with Mastra today.

Documentation

Visit our official documentation.

MCP Servers

Learn how to make your IDE a Mastra expert by following the @mastra/mcp-docs-server guide.

Contributing

Looking to contribute? All types of help are appreciated, from coding to testing and feature specification.

If you are a developer and would like to contribute with code, please open an issue to discuss before opening a Pull Request.

Information about the project setup can be found in the development documentation

Support

We have an open community Discord. Come and say hello and let us know if you have any questions or need any help getting things running.

It's also super helpful if you leave the project a star here at the top of the page

Security

We are committed to maintaining the security of this repo and of Mastra as a whole. If you discover a security finding we ask you to please responsibly disclose this to us at security@mastra.ai and we will get back to you.

changelog

@mastra/rag

2.0.0

Major Changes

  • Refactor workflow and tool types to remove Zod-specific constraints (#11814)

    Removed Zod-specific type constraints across all workflow implementations and tool types, replacing them with generic types. This ensures type consistency across default, evented, and inngest workflows while preparing for Zod v4 migration.

    Workflow Changes:

    • Removed z.ZodObject<any> and z.ZodType<any> constraints from all workflow generic types
    • Updated method signatures to use TInput and TState directly instead of z.infer<TInput> and z.infer<TState>
    • Aligned conditional types across all workflow implementations using TInput extends unknown pattern
    • Fixed TSteps generic to properly use TEngineType instead of any

    Tool Changes:

    • Removed Zod schema constraints from ToolExecutionContext and related interfaces
    • Simplified type parameters from TSuspendSchema extends ZodLikeSchema to TSuspend and TResume
    • Updated tool execution context types to use generic types

    Type Utilities:

    • Refactored type helpers to work with generic schemas instead of Zod-specific types
    • Updated type extraction utilities for better compatibility

    This change maintains backward compatibility while improving type consistency and preparing for Zod v4 support across all affected packages.

  • Bump minimum required Node.js version to 22.13.0 (#9706)

  • Rename RuntimeContext to RequestContext (#9511)

  • Remove deprecated vector prompts and cohere provider from code (#9596)

  • Mark as stable (83d5942)

Minor Changes

  • Add schema-driven metadata extraction with Zod support (#11833)

    Introduces a new SchemaExtractor that enables extraction of custom structured metadata from document chunks using user-defined Zod schemas. This allows for domain-specific metadata structures (e.g., product details, legal entities, sentiment analysis) to be reliably extracted via LLM structured output.

    • Extract domain-specific metadata using your own Zod schemas (e.g., product details, legal entities, sentiment)
    • Customize extraction behavior with your own LLM model and instructions
    • Organize extracted data by nesting it under custom metadata keys
    • Existing extractors (title, summary, keywords, questions) remain unchanged and fully compatible

    Before (limited to built-in extractors):

    await document.extractMetadata({
  extract: {
    title: true,
    summary: true,
  },
});

    After (with custom Zod schema):

    import { z } from 'zod';

const productSchema = z.object({
  name: z.string(),
  price: z.number(),
  category: z.string(),
});

await document.extractMetadata({
  extract: {
    title: true,
    schema: {
      schema: productSchema,
      instructions: 'Extract product details from the document',
      metadataKey: 'product',
    },
  },
});

    With metadataKey, extracted data is nested under the key:

    {
  title: "Product Document",
  summary: "A comprehensive guide",
  product: {
    name: "Wireless Headphones",
    price: 149.99,
    category: "Electronics"
  }
}

    Without metadataKey, extracted data is returned inline:

    {
  title: "Product Document",
  summary: "A comprehensive guide",
  name: "Wireless Headphones",
  price: 149.99,
  category: "Electronics"
}

    Fixes #11799

  • Update peer dependencies to match core package version bump (1.0.0) (#9596)

  • Add dynamic vectorStore resolver support for multi-tenant applications (#11542)

    The vectorStore option in createVectorQueryTool and createGraphRAGTool now accepts a resolver function in addition to static instances. This enables multi-tenant setups where each tenant has isolated data in separate PostgreSQL schemas.

    Also improves providerOptions type safety by using MastraEmbeddingOptions types instead of a generic Record type.

  • Update peer dependencies to match core package version bump (1.0.0) (#9587)

  • Renamed keepSeparator parameter to separatorPosition with a cleaner type. (#11802)

    The keepSeparator parameter had a confusing boolean | 'start' | 'end' type where true was secretly an alias for 'start'. The new separatorPosition parameter uses explicit 'start' | 'end' values, and omitting the parameter discards the separator (previous default behavior).

    Migration

    // Before
await doc.chunk({
  strategy: 'character',
  separator: '.',
  keepSeparator: true, // or 'start'
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  keepSeparator: 'end',
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  keepSeparator: false, // or omit entirely
});

// After
await doc.chunk({
  strategy: 'character',
  separator: '.',
  separatorPosition: 'start',
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  separatorPosition: 'end',
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  // omit separatorPosition to discard separator
});

Patch Changes

2.0.0-beta.7

Major Changes

  • Refactor workflow and tool types to remove Zod-specific constraints (#11814)

    Removed Zod-specific type constraints across all workflow implementations and tool types, replacing them with generic types. This ensures type consistency across default, evented, and inngest workflows while preparing for Zod v4 migration.

    Workflow Changes:

    • Removed z.ZodObject<any> and z.ZodType<any> constraints from all workflow generic types
    • Updated method signatures to use TInput and TState directly instead of z.infer<TInput> and z.infer<TState>
    • Aligned conditional types across all workflow implementations using TInput extends unknown pattern
    • Fixed TSteps generic to properly use TEngineType instead of any

    Tool Changes:

    • Removed Zod schema constraints from ToolExecutionContext and related interfaces
    • Simplified type parameters from TSuspendSchema extends ZodLikeSchema to TSuspend and TResume
    • Updated tool execution context types to use generic types

    Type Utilities:

    • Refactored type helpers to work with generic schemas instead of Zod-specific types
    • Updated type extraction utilities for better compatibility

    This change maintains backward compatibility while improving type consistency and preparing for Zod v4 support across all affected packages.

Minor Changes

  • Add schema-driven metadata extraction with Zod support (#11833)

    Introduces a new SchemaExtractor that enables extraction of custom structured metadata from document chunks using user-defined Zod schemas. This allows for domain-specific metadata structures (e.g., product details, legal entities, sentiment analysis) to be reliably extracted via LLM structured output.

    • Extract domain-specific metadata using your own Zod schemas (e.g., product details, legal entities, sentiment)
    • Customize extraction behavior with your own LLM model and instructions
    • Organize extracted data by nesting it under custom metadata keys
    • Existing extractors (title, summary, keywords, questions) remain unchanged and fully compatible

    Before (limited to built-in extractors):

    await document.extractMetadata({
  extract: {
    title: true,
    summary: true,
  },
});

    After (with custom Zod schema):

    import { z } from 'zod';

const productSchema = z.object({
  name: z.string(),
  price: z.number(),
  category: z.string(),
});

await document.extractMetadata({
  extract: {
    title: true,
    schema: {
      schema: productSchema,
      instructions: 'Extract product details from the document',
      metadataKey: 'product',
    },
  },
});

    With metadataKey, extracted data is nested under the key:

    {
  title: "Product Document",
  summary: "A comprehensive guide",
  product: {
    name: "Wireless Headphones",
    price: 149.99,
    category: "Electronics"
  }
}

    Without metadataKey, extracted data is returned inline:

    {
  title: "Product Document",
  summary: "A comprehensive guide",
  name: "Wireless Headphones",
  price: 149.99,
  category: "Electronics"
}

    Fixes #11799

  • Renamed keepSeparator parameter to separatorPosition with a cleaner type. (#11802)

    The keepSeparator parameter had a confusing boolean | 'start' | 'end' type where true was secretly an alias for 'start'. The new separatorPosition parameter uses explicit 'start' | 'end' values, and omitting the parameter discards the separator (previous default behavior).

    Migration

    // Before
await doc.chunk({
  strategy: 'character',
  separator: '.',
  keepSeparator: true, // or 'start'
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  keepSeparator: 'end',
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  keepSeparator: false, // or omit entirely
});

// After
await doc.chunk({
  strategy: 'character',
  separator: '.',
  separatorPosition: 'start',
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  separatorPosition: 'end',
});

await doc.chunk({
  strategy: 'character',
  separator: '.',
  // omit separatorPosition to discard separator
});

Patch Changes

2.0.0-beta.6

Patch Changes

2.0.0-beta.5

Minor Changes

  • Add dynamic vectorStore resolver support for multi-tenant applications (#11542)

    The vectorStore option in createVectorQueryTool and createGraphRAGTool now accepts a resolver function in addition to static instances. This enables multi-tenant setups where each tenant has isolated data in separate PostgreSQL schemas.

    Also improves providerOptions type safety by using MastraEmbeddingOptions types instead of a generic Record type.

Patch Changes

2.0.0-beta.4

Patch Changes

  • Add support for AI SDK v6 (LanguageModelV3) (#11191)

    Agents can now use LanguageModelV3 models from AI SDK v6 beta providers like @ai-sdk/openai@^3.0.0-beta.

    New features:

    • Usage normalization: V3's nested usage format is normalized to Mastra's flat format with reasoningTokens, cachedInputTokens, and raw data preserved in a raw field

    Backward compatible: All existing V1 and V2 models continue to work unchanged.

  • Updated dependencies [4f94ed8, ac3cc23, a86f4df, 029540c, 66741d1, 01b20fe, 0dbf199, a7ce182]:

2.0.0-beta.3

Patch Changes

  • Add maxSize support for HTML chunking strategies (#10654)

    Added support for the maxSize option in HTML chunking strategies (headers and sections), allowing users to control the maximum chunk size when chunking HTML documents. Previously, HTML chunks could be excessively large when sections contained substantial content.

    Changes:

    • Added maxSize support to headers strategy - applies RecursiveCharacterTransformer after header-based splitting
    • Added maxSize support to sections strategy - applies RecursiveCharacterTransformer after section-based splitting
    • Fixed splitHtmlByHeaders content extraction bug - changed from broken nextElementSibling to working parentNode.childNodes approach
    • Added comprehensive test coverage including integration test with real arXiv paper

    Usage:

    import { MDocument } from '@mastra/rag';

const doc = MDocument.fromHTML(htmlContent);

const chunks = await doc.chunk({
  strategy: 'html',
  headers: [
    ['h1', 'Header 1'],
    ['h2', 'Header 2'],
    ['h3', 'Header 3'],
  ],
  maxSize: 512, // Control chunk size
  overlap: 50, // Optional overlap for context
});

    Results from real arXiv paper test:

    • Without maxSize: 22 chunks, max 45,531 chars (too big!)
    • With maxSize=512: 499 chunks, max 512 chars (properly sized)

    Fixes #7942

  • Updated dependencies [ac0d2f4, 1a0d3fc, 85a628b, c237233, 15f9e21, ff94dea, 5b2ff46, db41688, 5ca599d, bff1145, 5c8ca24, e191844, 22553f1, 7237163, 2500740, 873ecbb, 4f9bbe5, 02e51fe, 8f3fa3a, cd29ad2, bdf4d8c, 854e3da, ce18d38, cccf9c8, 61a5705, db70a48, f0fdc14, db18bc9, 9b37b56, 41a23c3, 5d171ad, f03ae60, d1e74a0, 39e7869, 5761926, c900fdd, 604a79f, 887f0b4, 2562143, ef11a61]:

2.0.0-beta.2

Patch Changes

  • Add table support to markdown transformer (#10487)

    Added support for markdown tables in the MarkdownHeaderTransformer to prevent tables from being split in the middle during document chunking. Tables are now treated as semantic units similar to code blocks.

    Changes:

    • Updated MarkdownHeaderTransformer to detect and preserve markdown tables during chunking
    • Tables are identified by lines containing pipe characters (|)
    • Tables are kept together as a single block, preventing splits that would break table structure
    • Added comprehensive test coverage for table handling in various scenarios
    • Works with both simple and complex tables, including multi-row tables and tables with different formatting

    Usage:

    import { MDocument } from '@mastra/rag';

const doc = MDocument.fromMarkdown(`
# Data Report

## Results

| Name | Score | Status |
|------|-------|--------|
| Alice | 95   | Pass   |
| Bob   | 87   | Pass   |
| Carol | 78   | Pass   |

## Summary

The results show...
`);

const chunks = await doc.chunk({
  strategy: 'markdown',
  headers: [
    ['#', 'title'],
    ['##', 'section'],
  ],
});

// Tables will now be preserved intact within chunks

  • Fix invalid filter handling in vector queries and graph-rag searches. Invalid filter inputs now throw explicit errors instead of silently falling back to empty filters, preventing unintended unfiltered results. (#10375)

  • Updated dependencies [21a15de, feb7ee4, b0e2ea5, c456e01, ab035c2, 1a46a56, 3cf540b, 1c6ce51, 898a972, a97003a, ccc141e, fe3b897, 00123ba, 29c4309, 16785ce, de8239b, b5e6cd7, 3759cb0, 651e772, b61b93f, bae33d9, c0b731f, 43ca8f2, 2ca67cc, 9e67002, 35edc49]:

2.0.0-beta.1

Patch Changes

2.0.0-beta.0

Major Changes

  • Bump minimum required Node.js version to 22.13.0 (#9706)

  • Rename RuntimeContext to RequestContext (#9511)

  • Remove deprecated vector prompts and cohere provider from code (#9596)

  • Mark as stable (83d5942)

Minor Changes

  • Update peer dependencies to match core package version bump (1.0.0) (#9596)

  • Update peer dependencies to match core package version bump (1.0.0) (#9587)

Patch Changes

1.3.2

Patch Changes

1.3.2-alpha.0

Patch Changes

1.3.1

Patch Changes

1.3.1-alpha.0

Patch Changes

1.3.0

Minor Changes

  • Breaking change to move the agent.streamVNext/generateVNext implementation to the default stream/generate. The old stream/generate have now been moved to streamLegacy and generateLegacy (#8097)

Patch Changes

1.3.0-alpha.0

Minor Changes

  • Breaking change to move the agent.streamVNext/generateVNext implementation to the default stream/generate. The old stream/generate have now been moved to streamLegacy and generateLegacy (#8097)

Patch Changes

1.2.7

Patch Changes

1.2.7-alpha.0

Patch Changes

1.2.6

Patch Changes

1.2.6-alpha.0

Patch Changes

1.2.5

Patch Changes

1.2.5-alpha.1

Patch Changes

1.2.5-alpha.0

Patch Changes

1.2.4

Patch Changes

  • 376913a: Update peerdeps
  • Updated dependencies [8fbf79e]
  • Updated dependencies [fd83526]
  • Updated dependencies [d0b90ab]
  • Updated dependencies [6f5eb7a]
  • Updated dependencies [a01cf14]
  • Updated dependencies [a9e50ee]
  • Updated dependencies [5397eb4]
  • Updated dependencies [c9f4e4a]
  • Updated dependencies [0acbc80]

1.2.4-alpha.0

Patch Changes

1.2.3

Patch Changes

  • de3cbc6: Update the package.json file to include additional fields like repository, homepage or files.
  • 29de0e1: MastraEmbeddingModel and ts hack
  • f0dfcac: updated core peerdep
  • b415a4e: added providerOptions to createVectorQueryTool and createGraphRAGTool
  • 6ac697e: improveEmbeddingModelStuff
  • Updated dependencies [ab48c97]
  • Updated dependencies [85ef90b]
  • Updated dependencies [aedbbfa]
  • Updated dependencies [ff89505]
  • Updated dependencies [637f323]
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  • Updated dependencies [183dc95]
  • Updated dependencies [a1111e2]
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  • Updated dependencies [29de0e1]
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  • Updated dependencies [e3d8fea]
  • Updated dependencies [45e4d39]
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  • Updated dependencies [822c2e8]
  • Updated dependencies [979912c]
  • Updated dependencies [7dcf4c0]
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  • Updated dependencies [ad78bfc]
  • Updated dependencies [0302f50]
  • Updated dependencies [6ac697e]
  • Updated dependencies [74db265]
  • Updated dependencies [0ce418a]
  • Updated dependencies [af90672]
  • Updated dependencies [8387952]
  • Updated dependencies [7f3b8da]
  • Updated dependencies [905352b]
  • Updated dependencies [599d04c]
  • Updated dependencies [56041d0]
  • Updated dependencies [3412597]
  • Updated dependencies [5eca5d2]
  • Updated dependencies [f2cda47]
  • Updated dependencies [5de1555]
  • Updated dependencies [cfd377a]
  • Updated dependencies [1ed5a3e]

1.2.3-alpha.2

Patch Changes

1.2.3-alpha.1

Patch Changes

1.2.3-alpha.0

Patch Changes

1.2.2

Patch Changes

1.2.1

Patch Changes

1.2.0

Minor Changes

Patch Changes

1.2.0-alpha.2

Minor Changes

Patch Changes

1.2.0-alpha.1

Minor Changes

Patch Changes

1.1.1-alpha.0

Patch Changes

1.1.0

Minor Changes

  • 03997ae: Update peer deps of core

Patch Changes

  • 2454423: Agentic loop and streaming workflow: generateVNext and streamVNext
  • Updated dependencies [227c7e6]
  • Updated dependencies [12cae67]
  • Updated dependencies [fd3a3eb]
  • Updated dependencies [6faaee5]
  • Updated dependencies [4232b14]
  • Updated dependencies [a89de7e]
  • Updated dependencies [5a37d0c]
  • Updated dependencies [4bde0cb]
  • Updated dependencies [cf4f357]
  • Updated dependencies [ad888a2]
  • Updated dependencies [481751d]
  • Updated dependencies [2454423]
  • Updated dependencies [194e395]
  • Updated dependencies [a722c0b]
  • Updated dependencies [c30bca8]
  • Updated dependencies [3b5fec7]
  • Updated dependencies [a8f129d]

1.1.0-alpha.1

Minor Changes

  • 03997ae: Update peer deps of core

Patch Changes

1.0.9-alpha.0

Patch Changes

  • a741dde: generateVNext plumbing
  • Updated dependencies [0a7f675]
  • Updated dependencies [12cae67]
  • Updated dependencies [5a37d0c]
  • Updated dependencies [4bde0cb]
  • Updated dependencies [1a80071]
  • Updated dependencies [36a3be8]
  • Updated dependencies [361757b]
  • Updated dependencies [2bb9955]
  • Updated dependencies [2454423]
  • Updated dependencies [a44d91e]
  • Updated dependencies [dfb91e9]
  • Updated dependencies [a741dde]
  • Updated dependencies [7cb3fc0]
  • Updated dependencies [195eabb]
  • Updated dependencies [b78b95b]

1.0.8

Patch Changes

  • 1be6004: Added semantic markdown chunking strategy.
  • Updated dependencies [d5330bf]
  • Updated dependencies [2e74797]
  • Updated dependencies [8388649]
  • Updated dependencies [a239d41]
  • Updated dependencies [dd94a26]
  • Updated dependencies [3ba6772]
  • Updated dependencies [b5cf2a3]
  • Updated dependencies [2fff911]
  • Updated dependencies [b32c50d]
  • Updated dependencies [63449d0]
  • Updated dependencies [121a3f8]
  • Updated dependencies [ec510e7]

1.0.8-alpha.0

Patch Changes

  • 1be6004: Added semantic markdown chunking strategy.
  • Updated dependencies [8388649]
  • Updated dependencies [dd94a26]
  • Updated dependencies [3ba6772]
  • Updated dependencies [2fff911]

1.0.7

Patch Changes

  • 351b36e: update evals and rag ai sdk package versions
  • ccd519c: Add sentence chunking strategy and strategy-specific parameter validation for all existing strategies.
  • 4a406ec: fixes TypeScript declaration file imports to ensure proper ESM compatibility
  • Updated dependencies [cb36de0]
  • Updated dependencies [d0496e6]
  • Updated dependencies [a82b851]
  • Updated dependencies [ea0c5f2]
  • Updated dependencies [41a0a0e]
  • Updated dependencies [2871020]
  • Updated dependencies [94f4812]
  • Updated dependencies [e202b82]
  • Updated dependencies [e00f6a0]
  • Updated dependencies [4a406ec]
  • Updated dependencies [b0e43c1]
  • Updated dependencies [5d377e5]
  • Updated dependencies [1fb812e]
  • Updated dependencies [35c5798]

1.0.7-alpha.1

Patch Changes

  • 4a406ec: fixes TypeScript declaration file imports to ensure proper ESM compatibility
  • Updated dependencies [cb36de0]
  • Updated dependencies [a82b851]
  • Updated dependencies [41a0a0e]
  • Updated dependencies [2871020]
  • Updated dependencies [4a406ec]
  • Updated dependencies [5d377e5]

1.0.7-alpha.0

Patch Changes

  • 351b36e: update evals and rag ai sdk package versions
  • ccd519c: Add sentence chunking strategy and strategy-specific parameter validation for all existing strategies.
  • Updated dependencies [ea0c5f2]
  • Updated dependencies [b0e43c1]
  • Updated dependencies [1fb812e]
  • Updated dependencies [35c5798]

1.0.6

Patch Changes

  • 613eec3: dependencies updates:
  • Updated dependencies [33dcb07]
  • Updated dependencies [d0d9500]
  • Updated dependencies [d30b1a0]
  • Updated dependencies [bff87f7]
  • Updated dependencies [b4a8df0]

1.0.6-alpha.0

Patch Changes

1.0.5

Patch Changes

  • fc437d9: dependencies updates:
  • b5a6da2: Allow vector query tool to be used without a Mastra server
  • f42c4c2: update peer deps for packages to latest core range
  • Updated dependencies [510e2c8]
  • Updated dependencies [2f72fb2]
  • Updated dependencies [27cc97a]
  • Updated dependencies [3f89307]
  • Updated dependencies [9eda7d4]
  • Updated dependencies [9d49408]
  • Updated dependencies [41daa63]
  • Updated dependencies [ad0a58b]
  • Updated dependencies [254a36b]
  • Updated dependencies [2ecf658]
  • Updated dependencies [7a7754f]
  • Updated dependencies [fc92d80]
  • Updated dependencies [e0f73c6]
  • Updated dependencies [0b89602]
  • Updated dependencies [4d37822]
  • Updated dependencies [23a6a7c]
  • Updated dependencies [cda801d]
  • Updated dependencies [a77c823]
  • Updated dependencies [ff9c125]
  • Updated dependencies [09bca64]
  • Updated dependencies [b8efbb9]
  • Updated dependencies [71466e7]
  • Updated dependencies [0c99fbe]

1.0.5-alpha.1

Patch Changes

1.0.5-alpha.0

Patch Changes

  • fc437d9: dependencies updates:
  • b5a6da2: Allow vector query tool to be used without a Mastra server
  • Updated dependencies [510e2c8]
  • Updated dependencies [2f72fb2]
  • Updated dependencies [3f89307]
  • Updated dependencies [9eda7d4]
  • Updated dependencies [9d49408]
  • Updated dependencies [2ecf658]
  • Updated dependencies [7a7754f]
  • Updated dependencies [fc92d80]
  • Updated dependencies [23a6a7c]
  • Updated dependencies [09bca64]

1.0.4

Patch Changes

1.0.3

Patch Changes

  • edff568: Export types changeset
  • 89ec9d4: remove cohere-ai client dependency and just make a fetch call
  • Updated dependencies [0b56518]
  • Updated dependencies [db5cc15]
  • Updated dependencies [2ba5b76]
  • Updated dependencies [5237998]
  • Updated dependencies [c3a30de]
  • Updated dependencies [37c1acd]
  • Updated dependencies [1aa60b1]
  • Updated dependencies [89ec9d4]
  • Updated dependencies [cf3a184]
  • Updated dependencies [d6bfd60]
  • Updated dependencies [626b0f4]
  • Updated dependencies [c22a91f]
  • Updated dependencies [f7403ab]
  • Updated dependencies [6c89d7f]

1.0.3-alpha.0

Patch Changes

  • edff568: Export types changeset
  • 89ec9d4: remove cohere-ai client dependency and just make a fetch call
  • Updated dependencies [db5cc15]
  • Updated dependencies [5237998]
  • Updated dependencies [37c1acd]
  • Updated dependencies [1aa60b1]
  • Updated dependencies [89ec9d4]
  • Updated dependencies [626b0f4]
  • Updated dependencies [c22a91f]
  • Updated dependencies [f7403ab]
  • Updated dependencies [6c89d7f]

1.0.2

Patch Changes

  • 43da563: Refactor relevance provider
  • Updated dependencies [2873c7f]
  • Updated dependencies [1c1c6a1]
  • Updated dependencies [f8ce2cc]
  • Updated dependencies [8c846b6]
  • Updated dependencies [c7bbf1e]
  • Updated dependencies [8722d53]
  • Updated dependencies [565cc0c]
  • Updated dependencies [b790fd1]
  • Updated dependencies [132027f]
  • Updated dependencies [0c85311]
  • Updated dependencies [d7ed04d]
  • Updated dependencies [cb16baf]
  • Updated dependencies [f36e4f1]
  • Updated dependencies [7f6e403]

1.0.2-alpha.0

Patch Changes

  • 43da563: Refactor relevance provider
  • Updated dependencies [c7bbf1e]
  • Updated dependencies [8722d53]
  • Updated dependencies [132027f]
  • Updated dependencies [0c85311]
  • Updated dependencies [cb16baf]

1.0.1

Patch Changes

  • 8e1b6e9: dependencies updates:
  • a85fa13: Add model to createVectorQueryTool runtimeContext
  • Updated dependencies [15e9d26]
  • Updated dependencies [d1baedb]
  • Updated dependencies [d8f2d19]
  • Updated dependencies [4d21bf2]
  • Updated dependencies [07d6d88]
  • Updated dependencies [9d52b17]
  • Updated dependencies [2097952]
  • Updated dependencies [792c4c0]
  • Updated dependencies [5d74aab]
  • Updated dependencies [a8b194f]
  • Updated dependencies [4fb0cc2]
  • Updated dependencies [d2a7a31]
  • Updated dependencies [502fe05]
  • Updated dependencies [144eb0b]
  • Updated dependencies [8ba1b51]
  • Updated dependencies [4efcfa0]
  • Updated dependencies [0e17048]

1.0.1-alpha.0

Patch Changes

  • 8e1b6e9: dependencies updates:
  • a85fa13: Add model to createVectorQueryTool runtimeContext
  • Updated dependencies [15e9d26]
  • Updated dependencies [07d6d88]
  • Updated dependencies [5d74aab]
  • Updated dependencies [144eb0b]

1.0.0

Major Changes

  • 75136cd: Add LaTeX chunking support by adding a case for Language.LATEX in getSeparatorsForLanguage.

Patch Changes

  • 63f6b7d: dependencies updates:
  • Updated dependencies [63f6b7d]
  • Updated dependencies [12a95fc]
  • Updated dependencies [4b0f8a6]
  • Updated dependencies [51264a5]
  • Updated dependencies [8e6f677]
  • Updated dependencies [d70c420]
  • Updated dependencies [ee9af57]
  • Updated dependencies [36f1c36]
  • Updated dependencies [2a16996]
  • Updated dependencies [10d352e]
  • Updated dependencies [9589624]
  • Updated dependencies [53d3c37]
  • Updated dependencies [751c894]
  • Updated dependencies [577ce3a]
  • Updated dependencies [9260b3a]

1.0.0-alpha.0

Major Changes

  • 75136cd: Add LaTeX chunking support by adding a case for Language.LATEX in getSeparatorsForLanguage.

Patch Changes

  • 63f6b7d: dependencies updates:
  • Updated dependencies [63f6b7d]
  • Updated dependencies [36f1c36]
  • Updated dependencies [10d352e]
  • Updated dependencies [53d3c37]

0.10.3

Patch Changes

  • 71999e9: dependencies updates:
  • 1ccccff: dependencies updates:
  • 1ccccff: dependencies updates:
  • Updated dependencies [d1ed912]
  • Updated dependencies [f6fd25f]
  • Updated dependencies [dffb67b]
  • Updated dependencies [f1f1f1b]
  • Updated dependencies [925ab94]
  • Updated dependencies [f9816ae]
  • Updated dependencies [82090c1]
  • Updated dependencies [1b443fd]
  • Updated dependencies [ce97900]
  • Updated dependencies [f1309d3]
  • Updated dependencies [14a2566]
  • Updated dependencies [f7f8293]
  • Updated dependencies [48eddb9]

0.10.3-alpha.1

Patch Changes

  • 1ccccff: dependencies updates:
  • 1ccccff: dependencies updates:
  • Updated dependencies [f6fd25f]
  • Updated dependencies [dffb67b]
  • Updated dependencies [f1309d3]
  • Updated dependencies [f7f8293]

0.10.3-alpha.0

Patch Changes

0.10.2

Patch Changes

  • a60d630: Adds runtime and initialization DB specific configuration to createVectorQueryTool to account for different configuration between db providers.
  • f0d559f: Fix peerdeps for alpha channel
  • Updated dependencies [ee77e78]
  • Updated dependencies [592a2db]
  • Updated dependencies [e5dc18d]
  • Updated dependencies [ab5adbe]
  • Updated dependencies [1e8bb40]
  • Updated dependencies [1b5fc55]
  • Updated dependencies [195c428]
  • Updated dependencies [f73e11b]
  • Updated dependencies [37643b8]
  • Updated dependencies [99fd6cf]
  • Updated dependencies [c5bf1ce]
  • Updated dependencies [add596e]
  • Updated dependencies [8dc94d8]
  • Updated dependencies [ecebbeb]
  • Updated dependencies [79d5145]
  • Updated dependencies [12b7002]
  • Updated dependencies [2901125]

0.10.2-alpha.1

Patch Changes

  • a60d630: Adds runtime and initialization DB specific configuration to createVectorQueryTool to account for different configuration between db providers.
  • Updated dependencies [1b5fc55]
  • Updated dependencies [add596e]
  • Updated dependencies [ecebbeb]

0.10.2-alpha.0

Patch Changes

0.10.1

Patch Changes

  • 8784cef: Changed stripHeaders for markdown chunking to strip headers correctly from output when true
  • f56fd29: added return type for vector-query and graph-rag
  • Updated dependencies [d70b807]
  • Updated dependencies [6d16390]
  • Updated dependencies [1e4a421]
  • Updated dependencies [200d0da]
  • Updated dependencies [bf5f17b]
  • Updated dependencies [5343f93]
  • Updated dependencies [38aee50]
  • Updated dependencies [5c41100]
  • Updated dependencies [d6a759b]
  • Updated dependencies [6015bdf]

0.10.1-alpha.1

Patch Changes

  • f56fd29: added return type for vector-query and graph-rag

0.10.1-alpha.0

Patch Changes

  • 8784cef: Changed stripHeaders for markdown chunking to strip headers correctly from output when true
  • Updated dependencies [6d16390]
  • Updated dependencies [1e4a421]

0.10.0

Minor Changes

  • 83da932: Move @mastra/core to peerdeps

Patch Changes

  • 4424836: [MASTRA-2591] Rag Tool Return Types
  • 8cdd799: [MASTRA-3078] added sources to return for vector query tool
  • 4f62987: update rerank weight sum to use big.js
  • Updated dependencies [b3a3d63]
  • Updated dependencies [344f453]
  • Updated dependencies [0a3ae6d]
  • Updated dependencies [95911be]
  • Updated dependencies [f53a6ac]
  • Updated dependencies [5eb5a99]
  • Updated dependencies [7e632c5]
  • Updated dependencies [1e9fbfa]
  • Updated dependencies [eabdcd9]
  • Updated dependencies [90be034]
  • Updated dependencies [99f050a]
  • Updated dependencies [d0ee3c6]
  • Updated dependencies [b2ae5aa]
  • Updated dependencies [23f258c]
  • Updated dependencies [a7292b0]
  • Updated dependencies [0dcb9f0]
  • Updated dependencies [2672a05]

0.2.0-alpha.1

Minor Changes

  • 83da932: Move @mastra/core to peerdeps

Patch Changes

  • 4424836: [MASTRA-2591] Rag Tool Return Types
  • 8cdd799: [MASTRA-3078] added sources to return for vector query tool
  • 4f62987: update rerank weight sum to use big.js
  • Updated dependencies [b3a3d63]
  • Updated dependencies [344f453]
  • Updated dependencies [0a3ae6d]
  • Updated dependencies [95911be]
  • Updated dependencies [5eb5a99]
  • Updated dependencies [7e632c5]
  • Updated dependencies [1e9fbfa]
  • Updated dependencies [b2ae5aa]
  • Updated dependencies [a7292b0]
  • Updated dependencies [0dcb9f0]

0.1.24-alpha.0

Patch Changes

  • Updated dependencies [f53a6ac]
  • Updated dependencies [eabdcd9]
  • Updated dependencies [90be034]
  • Updated dependencies [99f050a]
  • Updated dependencies [d0ee3c6]
  • Updated dependencies [23f258c]
  • Updated dependencies [2672a05]

0.1.23

Patch Changes

  • Updated dependencies [396be50]
  • Updated dependencies [ab80e7e]
  • Updated dependencies [c3bd795]
  • Updated dependencies [da082f8]
  • Updated dependencies [a5810ce]
  • Updated dependencies [3e9c131]
  • Updated dependencies [3171b5b]
  • Updated dependencies [973e5ac]
  • Updated dependencies [daf942f]
  • Updated dependencies [0b8b868]
  • Updated dependencies [9e1eff5]
  • Updated dependencies [6fa1ad1]
  • Updated dependencies [c28d7a0]
  • Updated dependencies [edf1e88]

0.1.23-alpha.4

Patch Changes

0.1.23-alpha.3

Patch Changes

  • Updated dependencies [396be50]
  • Updated dependencies [c3bd795]
  • Updated dependencies [da082f8]
  • Updated dependencies [a5810ce]

0.1.23-alpha.2

Patch Changes

0.1.23-alpha.1

Patch Changes

  • Updated dependencies [ab80e7e]
  • Updated dependencies [6fa1ad1]
  • Updated dependencies [c28d7a0]
  • Updated dependencies [edf1e88]

0.1.23-alpha.0

Patch Changes

0.1.22

Patch Changes

  • Updated dependencies [e450778]
  • Updated dependencies [8902157]
  • Updated dependencies [ca0dc88]
  • Updated dependencies [526c570]
  • Updated dependencies [d7a6a33]
  • Updated dependencies [9cd1a46]
  • Updated dependencies [b5d2de0]
  • Updated dependencies [644f8ad]
  • Updated dependencies [70dbf51]

0.1.22-alpha.1

Patch Changes

  • Updated dependencies [e450778]
  • Updated dependencies [8902157]
  • Updated dependencies [ca0dc88]
  • Updated dependencies [9cd1a46]
  • Updated dependencies [70dbf51]

0.1.22-alpha.0

Patch Changes

0.1.21

Patch Changes

  • 2cf3b8f: dependencies updates:
  • Updated dependencies [6052aa6]
  • Updated dependencies [967b41c]
  • Updated dependencies [3d2fb5c]
  • Updated dependencies [26738f4]
  • Updated dependencies [4155f47]
  • Updated dependencies [7eeb2bc]
  • Updated dependencies [b804723]
  • Updated dependencies [8607972]
  • Updated dependencies [ccef9f9]
  • Updated dependencies [0097d50]
  • Updated dependencies [7eeb2bc]
  • Updated dependencies [17826a9]
  • Updated dependencies [7d8b7c7]
  • Updated dependencies [fba031f]
  • Updated dependencies [3a5f1e1]
  • Updated dependencies [51e6923]
  • Updated dependencies [8398d89]

0.1.21-alpha.6

Patch Changes

  • Updated dependencies [6052aa6]
  • Updated dependencies [7d8b7c7]
  • Updated dependencies [3a5f1e1]
  • Updated dependencies [8398d89]

0.1.21-alpha.5

Patch Changes

  • Updated dependencies [3d2fb5c]
  • Updated dependencies [7eeb2bc]
  • Updated dependencies [8607972]
  • Updated dependencies [7eeb2bc]
  • Updated dependencies [fba031f]

0.1.21-alpha.4

Patch Changes

0.1.21-alpha.3

Patch Changes

0.1.21-alpha.2

Patch Changes

0.1.21-alpha.1

Patch Changes

0.1.21-alpha.0

Patch Changes

0.1.20

Patch Changes

  • 6278b62: [MASTRA-3185] Remove Llamaindex
  • 8fb46d6: [MASTRA-3171] pin llamaindex version to 0.9.6
  • 5f826d9: Moved vector store specific prompts from @mastra/rag to be exported from the store that the prompt belongs to, ie @mastra/pg
  • db1d220: switch to llamaindex core pinned version
  • c4c6f04: added and updated docs for mongodb
  • Updated dependencies [405b63d]
  • Updated dependencies [81fb7f6]
  • Updated dependencies [20275d4]
  • Updated dependencies [7d1892c]
  • Updated dependencies [a90a082]
  • Updated dependencies [2d17c73]
  • Updated dependencies [61e92f5]
  • Updated dependencies [35955b0]
  • Updated dependencies [6262bd5]
  • Updated dependencies [c1409ef]
  • Updated dependencies [3e7b69d]
  • Updated dependencies [e4943b8]
  • Updated dependencies [11d4485]
  • Updated dependencies [479f490]
  • Updated dependencies [c23a81c]
  • Updated dependencies [2d4001d]
  • Updated dependencies [c71013a]
  • Updated dependencies [1d3b1cd]

0.1.20-alpha.8

Patch Changes

0.1.20-alpha.7

Patch Changes

0.1.20-alpha.6

Patch Changes

0.1.20-alpha.5

Patch Changes

  • 5f826d9: Moved vector store specific prompts from @mastra/rag to be exported from the store that the prompt belongs to, ie @mastra/pg
  • Updated dependencies [3e7b69d]

0.1.20-alpha.4

Patch Changes

0.1.20-alpha.3

Patch Changes

0.1.20-alpha.2

Patch Changes

0.1.20-alpha.1

Patch Changes

  • 6278b62: [MASTRA-3185] Remove Llamaindex
  • 8fb46d6: [MASTRA-3171] pin llamaindex version to 0.9.6
  • db1d220: switch to llamaindex core pinned version
  • Updated dependencies [20275d4]
  • Updated dependencies [7d1892c]
  • Updated dependencies [a90a082]
  • Updated dependencies [35955b0]
  • Updated dependencies [c1409ef]
  • Updated dependencies [11d4485]
  • Updated dependencies [2d4001d]

0.1.20-alpha.0

Patch Changes

0.1.19

Patch Changes

  • f850f80: use custom extractors rather than llamaindex versions, and remove @llamaindex/core and @llamaindex/env packages
  • Updated dependencies [000a6d4]
  • Updated dependencies [08bb78e]
  • Updated dependencies [ed2f549]
  • Updated dependencies [7e92011]
  • Updated dependencies [9ee4293]
  • Updated dependencies [03f3cd0]
  • Updated dependencies [c0f22b4]
  • Updated dependencies [71d9444]
  • Updated dependencies [157c741]
  • Updated dependencies [8a8a73b]
  • Updated dependencies [0a033fa]
  • Updated dependencies [fe3ae4d]
  • Updated dependencies [9c26508]
  • Updated dependencies [0f4eae3]
  • Updated dependencies [16a8648]
  • Updated dependencies [6f92295]

0.1.19-alpha.8

Patch Changes

  • Updated dependencies [000a6d4]
  • Updated dependencies [ed2f549]
  • Updated dependencies [c0f22b4]
  • Updated dependencies [0a033fa]
  • Updated dependencies [9c26508]
  • Updated dependencies [0f4eae3]
  • Updated dependencies [16a8648]

0.1.19-alpha.7

Patch Changes

0.1.19-alpha.6

Patch Changes

0.1.19-alpha.5

Patch Changes

0.1.19-alpha.4

Patch Changes

  • f850f80: use custom extractors rather than llamaindex versions, and remove @llamaindex/core and @llamaindex/env packages
  • Updated dependencies [7e92011]

0.1.19-alpha.3

Patch Changes

0.1.19-alpha.2

Patch Changes

0.1.19-alpha.1

Patch Changes

0.1.19-alpha.0

Patch Changes

0.1.18

Patch Changes

  • 18d0758: [MASTRA-3073] added error logging and more debug logs to vector-query and graph-rag
  • 37bb612: Add Elastic-2.0 licensing for packages
  • Updated dependencies [d72318f]
  • Updated dependencies [0bcc862]
  • Updated dependencies [10a8caf]
  • Updated dependencies [359b089]
  • Updated dependencies [32e7b71]
  • Updated dependencies [37bb612]
  • Updated dependencies [7f1b291]

0.1.18-alpha.6

Patch Changes

0.1.18-alpha.5

Patch Changes

  • 18d0758: [MASTRA-3073] added error logging and more debug logs to vector-query and graph-rag

0.1.18-alpha.4

Patch Changes

0.1.18-alpha.3

Patch Changes

0.1.18-alpha.2

Patch Changes

0.1.18-alpha.1

Patch Changes

  • 37bb612: Add Elastic-2.0 licensing for packages
  • Updated dependencies [32e7b71]
  • Updated dependencies [37bb612]

0.1.18-alpha.0

Patch Changes

0.1.17

Patch Changes

0.1.17-alpha.0

Patch Changes

0.1.16

Patch Changes

0.1.16-alpha.0

Patch Changes

0.1.15

Patch Changes

  • e47f529: Updated KeywordExtraction in chunk
  • 7599d77: fix(deps): update ai sdk to ^4.2.2
  • Updated dependencies [56c31b7]
  • Updated dependencies [619c39d]
  • Updated dependencies [5ae0180]
  • Updated dependencies [fe56be0]
  • Updated dependencies [93875ed]
  • Updated dependencies [107bcfe]
  • Updated dependencies [9bfa12b]
  • Updated dependencies [515ebfb]
  • Updated dependencies [5b4e19f]
  • Updated dependencies [dbbbf80]
  • Updated dependencies [a0967a0]
  • Updated dependencies [fca3b21]
  • Updated dependencies [88fa727]
  • Updated dependencies [f37f535]
  • Updated dependencies [a3f0e90]
  • Updated dependencies [4d67826]
  • Updated dependencies [6330967]
  • Updated dependencies [8393832]
  • Updated dependencies [6330967]
  • Updated dependencies [99d43b9]
  • Updated dependencies [d7e08e8]
  • Updated dependencies [febc8a6]
  • Updated dependencies [7599d77]
  • Updated dependencies [0118361]
  • Updated dependencies [619c39d]
  • Updated dependencies [cafae83]
  • Updated dependencies [8076ecf]
  • Updated dependencies [8df4a77]
  • Updated dependencies [304397c]

0.1.15-alpha.8

Patch Changes

0.1.15-alpha.7

Patch Changes

0.1.15-alpha.6

Patch Changes

0.1.15-alpha.5

Patch Changes

0.1.15-alpha.4

Patch Changes

0.1.15-alpha.3

Patch Changes

  • Updated dependencies [5ae0180]
  • Updated dependencies [9bfa12b]
  • Updated dependencies [515ebfb]
  • Updated dependencies [88fa727]
  • Updated dependencies [f37f535]
  • Updated dependencies [4d67826]
  • Updated dependencies [6330967]
  • Updated dependencies [8393832]
  • Updated dependencies [6330967]

0.1.15-alpha.2

Patch Changes

0.1.15-alpha.1

Patch Changes

  • e47f529: Updated KeywordExtraction in chunk
  • Updated dependencies [619c39d]
  • Updated dependencies [fe56be0]
  • Updated dependencies [a0967a0]
  • Updated dependencies [fca3b21]
  • Updated dependencies [0118361]
  • Updated dependencies [619c39d]

0.1.15-alpha.0

Patch Changes

  • 7599d77: fix(deps): update ai sdk to ^4.2.2
  • Updated dependencies [107bcfe]
  • Updated dependencies [5b4e19f]
  • Updated dependencies [7599d77]
  • Updated dependencies [cafae83]
  • Updated dependencies [8076ecf]
  • Updated dependencies [304397c]

0.1.14

Patch Changes

  • Updated dependencies [b4fbc59]
  • Updated dependencies [a838fde]
  • Updated dependencies [a8bd4cf]
  • Updated dependencies [7a3eeb0]
  • Updated dependencies [0b54522]
  • Updated dependencies [b3b34f5]
  • Updated dependencies [1af25d5]
  • Updated dependencies [a4686e8]
  • Updated dependencies [6530ad1]
  • Updated dependencies [27439ad]

0.1.14-alpha.3

Patch Changes

0.1.14-alpha.2

Patch Changes

  • Updated dependencies [a838fde]
  • Updated dependencies [a8bd4cf]
  • Updated dependencies [7a3eeb0]
  • Updated dependencies [6530ad1]

0.1.14-alpha.1

Patch Changes

0.1.14-alpha.0

Patch Changes

0.1.13

Patch Changes

  • ac30427: Updated inputschema for vectorquery tool
  • Updated dependencies [6794797]
  • Updated dependencies [fb68a80]
  • Updated dependencies [b56a681]
  • Updated dependencies [248cb07]

0.1.13-alpha.2

Patch Changes

  • ac30427: Updated inputschema for vectorquery tool

0.1.13-alpha.1

Patch Changes

0.1.13-alpha.0

Patch Changes

0.1.12

Patch Changes

  • 404640e: AgentNetwork changeset
  • Updated dependencies [404640e]
  • Updated dependencies [3bce733]

0.1.12-alpha.1

Patch Changes

0.1.12-alpha.0

Patch Changes

0.1.11

Patch Changes

0.1.11-alpha.0

Patch Changes

0.1.10

Patch Changes

  • ff1a76c: Update Vector Query and GraphRag tool schema
  • b195f6e: Update character chunking strategy
  • Updated dependencies [fc2f89c]
  • Updated dependencies [dfbb131]
  • Updated dependencies [f4854ee]
  • Updated dependencies [afaf73f]
  • Updated dependencies [0850b4c]
  • Updated dependencies [7bcfaee]
  • Updated dependencies [44631b1]
  • Updated dependencies [9116d70]
  • Updated dependencies [6e559a0]
  • Updated dependencies [5f43505]

0.1.10-alpha.2

Patch Changes

  • Updated dependencies [fc2f89c]
  • Updated dependencies [dfbb131]
  • Updated dependencies [0850b4c]
  • Updated dependencies [9116d70]

0.1.10-alpha.1

Patch Changes

  • ff1a76c: Update Vector Query and GraphRag tool schema
  • b195f6e: Update character chunking strategy
  • Updated dependencies [f4854ee]
  • Updated dependencies [afaf73f]
  • Updated dependencies [44631b1]
  • Updated dependencies [6e559a0]
  • Updated dependencies [5f43505]

0.1.10-alpha.0

Patch Changes

0.1.9

Patch Changes

  • f14c830: Updated overlap for character and text transformer
  • Updated dependencies [16b98d9]
  • Updated dependencies [1c8cda4]
  • Updated dependencies [95b4144]
  • Updated dependencies [3729dbd]
  • Updated dependencies [c2144f4]

0.1.9-alpha.1

Patch Changes

  • f14c830: Updated overlap for character and text transformer
  • Updated dependencies [16b98d9]
  • Updated dependencies [1c8cda4]
  • Updated dependencies [95b4144]
  • Updated dependencies [c2144f4]

0.1.9-alpha.0

Patch Changes

0.1.8

Patch Changes

  • f2e8e5f: Updated descriptions and input schema for vector and graph rag tools
  • 9e81f35: Fix query filter for vector search and rerank
  • c93798b: Added MastraLanguageModel which extends LanguageModelV1
  • 9e0f2c9: Update JSON Chunking to fix recursive issue
  • aec08af: Update vector query tool to change input schema depending on filter enabled
  • fd4a1d7: Update cjs bundling to make sure files are split
  • Updated dependencies [a910463]
  • Updated dependencies [59df7b6]
  • Updated dependencies [22643eb]
  • Updated dependencies [6feb23f]
  • Updated dependencies [f2d6727]
  • Updated dependencies [7a7a547]
  • Updated dependencies [29f3a82]
  • Updated dependencies [3d0e290]
  • Updated dependencies [e9fbac5]
  • Updated dependencies [301e4ee]
  • Updated dependencies [ee667a2]
  • Updated dependencies [dfbe4e9]
  • Updated dependencies [dab255b]
  • Updated dependencies [1e8bcbc]
  • Updated dependencies [f6678e4]
  • Updated dependencies [9e81f35]
  • Updated dependencies [c93798b]
  • Updated dependencies [a85ab24]
  • Updated dependencies [dbd9f2d]
  • Updated dependencies [59df7b6]
  • Updated dependencies [caefaa2]
  • Updated dependencies [c151ae6]
  • Updated dependencies [52e0418]
  • Updated dependencies [d79aedf]
  • Updated dependencies [03236ec]
  • Updated dependencies [3764e71]
  • Updated dependencies [df982db]
  • Updated dependencies [a171b37]
  • Updated dependencies [506f1d5]
  • Updated dependencies [02ffb7b]
  • Updated dependencies [0461849]
  • Updated dependencies [2259379]
  • Updated dependencies [aeb5e36]
  • Updated dependencies [f2301de]
  • Updated dependencies [358f069]
  • Updated dependencies [fd4a1d7]
  • Updated dependencies [c139344]

0.1.8-alpha.13

Patch Changes

0.1.8-alpha.12

Patch Changes

  • c93798b: Added MastraLanguageModel which extends LanguageModelV1
  • fd4a1d7: Update cjs bundling to make sure files are split
  • Updated dependencies [7a7a547]
  • Updated dependencies [c93798b]
  • Updated dependencies [dbd9f2d]
  • Updated dependencies [a171b37]
  • Updated dependencies [fd4a1d7]

0.1.8-alpha.11

Patch Changes

  • aec08af: Update vector query tool to change input schema depending on filter enabled

0.1.8-alpha.10

Patch Changes

0.1.8-alpha.9

Patch Changes

  • Updated dependencies [e9fbac5]
  • Updated dependencies [1e8bcbc]
  • Updated dependencies [aeb5e36]
  • Updated dependencies [f2301de]

0.1.8-alpha.8

Patch Changes

0.1.8-alpha.7

Patch Changes

0.1.8-alpha.6

Patch Changes

0.1.8-alpha.5

Patch Changes

  • 9e81f35: Fix query filter for vector search and rerank
  • 9e0f2c9: Update JSON Chunking to fix recursive issue
  • Updated dependencies [22643eb]
  • Updated dependencies [6feb23f]
  • Updated dependencies [f2d6727]
  • Updated dependencies [301e4ee]
  • Updated dependencies [dfbe4e9]
  • Updated dependencies [9e81f35]
  • Updated dependencies [caefaa2]
  • Updated dependencies [c151ae6]
  • Updated dependencies [52e0418]
  • Updated dependencies [03236ec]
  • Updated dependencies [3764e71]
  • Updated dependencies [df982db]
  • Updated dependencies [0461849]
  • Updated dependencies [2259379]
  • Updated dependencies [358f069]

0.1.8-alpha.4

Patch Changes

0.1.8-alpha.3

Patch Changes

  • f2e8e5f: Updated descriptions and input schema for vector and graph rag tools
  • Updated dependencies [3d0e290]

0.1.8-alpha.2

Patch Changes

0.1.8-alpha.1

Patch Changes

0.1.8-alpha.0

Patch Changes

  • Updated dependencies [59df7b6]
  • Updated dependencies [29f3a82]
  • Updated dependencies [59df7b6]
  • Updated dependencies [c139344]

0.1.7

Patch Changes

0.1.7-alpha.0

Patch Changes

0.1.6

Patch Changes

  • 0fd78ac: Update vector store functions to use object params
  • bb4f447: Add support for commonjs
  • Updated dependencies [0d185b1]
  • Updated dependencies [ed55f1d]
  • Updated dependencies [06aa827]
  • Updated dependencies [0fd78ac]
  • Updated dependencies [2512a93]
  • Updated dependencies [e62de74]
  • Updated dependencies [0d25b75]
  • Updated dependencies [fd14a3f]
  • Updated dependencies [8d13b14]
  • Updated dependencies [3f369a2]
  • Updated dependencies [3ee4831]
  • Updated dependencies [4d4e1e1]
  • Updated dependencies [bb4f447]
  • Updated dependencies [108793c]
  • Updated dependencies [5f28f44]
  • Updated dependencies [dabecf4]

0.1.6-alpha.4

Patch Changes

0.1.6-alpha.3

Patch Changes

  • 0fd78ac: Update vector store functions to use object params
  • bb4f447: Add support for commonjs
  • Updated dependencies [0fd78ac]
  • Updated dependencies [0d25b75]
  • Updated dependencies [fd14a3f]
  • Updated dependencies [3f369a2]
  • Updated dependencies [4d4e1e1]
  • Updated dependencies [bb4f447]

0.1.6-alpha.2

Patch Changes

0.1.6-alpha.1

Patch Changes

  • Updated dependencies [0d185b1]
  • Updated dependencies [ed55f1d]
  • Updated dependencies [8d13b14]
  • Updated dependencies [3ee4831]
  • Updated dependencies [108793c]
  • Updated dependencies [5f28f44]

0.1.6-alpha.0

Patch Changes

0.1.5

Patch Changes

  • Updated dependencies [7fceae1]
  • Updated dependencies [8d94c3e]
  • Updated dependencies [99dcdb5]
  • Updated dependencies [6cb63e0]
  • Updated dependencies [f626fbb]
  • Updated dependencies [e752340]
  • Updated dependencies [eb91535]

0.1.5-alpha.2

Patch Changes

  • Updated dependencies [8d94c3e]
  • Updated dependencies [99dcdb5]
  • Updated dependencies [e752340]
  • Updated dependencies [eb91535]

0.1.5-alpha.1

Patch Changes

0.1.5-alpha.0

Patch Changes

0.1.4

Patch Changes

  • Updated dependencies [ce44b9b]
  • Updated dependencies [967da43]
  • Updated dependencies [b405f08]

0.1.3

Patch Changes

0.1.3-alpha.1

Patch Changes

0.1.3-alpha.0

Patch Changes

0.1.2

Patch Changes

0.1.1

Patch Changes

  • 91ef439: Add eslint and ran autofix
  • Updated dependencies [d59f1a8]
  • Updated dependencies [91ef439]
  • Updated dependencies [4a25be4]
  • Updated dependencies [bf2e88f]
  • Updated dependencies [2f0d707]
  • Updated dependencies [aac1667]

0.1.1-alpha.0

Patch Changes

  • 91ef439: Add eslint and ran autofix
  • Updated dependencies [d59f1a8]
  • Updated dependencies [91ef439]
  • Updated dependencies [4a25be4]
  • Updated dependencies [bf2e88f]
  • Updated dependencies [2f0d707]
  • Updated dependencies [aac1667]

0.1.0

Minor Changes

  • 5916f9d: Update deps from fixed to ^
  • 8b416d9: Breaking changes

Patch Changes

  • b27bdb8: Swap jsdon for node-html-parser in rag
  • ee856f3: Updated pg filter function and updated docs and example
  • f646a8b: Update rag deps
  • f031a1f: expose embed from rag, and refactor embed
  • 592e3cf: Add custom rag tools, add vector retrieval, and update docs
  • 3967e69: Added GraphRAG implementation and updated docs
  • 8ae2bbc: Dane publishing
  • bdaf834: publish packages
  • 1616f70: Added transaction handling to pgvector
  • e1dd94a: update the api for embeddings
  • 837a288: MAJOR Revamp of tools, workflows, syncs.
  • 685108a: Remove syncs and excess rag
  • b97ca96: Tracing into default storage
  • 033eda6: More fixes for refactor
  • 8105fae: Split embed into embed and embedMany to handle different return types
  • ab1dc59: Add Cloudflare vectorize
  • a621c34: Add validation for indexName in pgVector and dimension for all vector dbs
  • 1944807: Unified logger and major step in better logs
  • 1874f40: Added re ranking tool to RAG
  • 0b74006: Workflow updates
  • 9c10484: update all packages
  • 70dabd9: Fix broken publish
  • 45fd5b8: rename MastraDocument to MDocument
  • 21fe536: add keyword tags for packages and update readmes
  • 779702b: Upstash vector
  • ae638a4: make useFilter option optional
  • 0bd142c: Fixes learned from docs
  • 9625602: Use mastra core splitted bundles in other packages
  • 036ee5e: Add astra-db to rag
  • 1c3232a: ChromaDB
  • 24fe87e: Change document semantics
  • a944f1a: Bundle @mastra/rag package with tsup
  • a10b7a3: Implemented new filtering for vectorQueryTool and updated docs
  • 5826db3: Updated reference docs and exports for Reranker and GraphRag
  • 5811de6: Updates spec-writer example to use new workflows constructs. Small improvements to workflow internals. Switch transformer tokenizer for js compatible one.
  • eb45d76: Updated PG Vector filter and added rag examples in docs
  • 327ece7: Updates for ts versions
  • 6101f2d: Fix module incompatibility, and dane cli build
  • 9c0d010: Deprecated Reranker in favor of rerank function (BREAKING CHANGE)
  • ecdee97: Update return type for chunk to Chunk[]
  • 7de6d71: Update filter for vector query to work with more stores
  • c3047a7: Added tests
  • 4f1d1a1: Enforce types ann cleanup package.json
  • 4769753: Added turso/libsql support for RAG
  • ee4de15: Dane fixes
  • Updated dependencies [f537e33]
  • Updated dependencies [6f2c0f5]
  • Updated dependencies [e4d4ede]
  • Updated dependencies [0be7181]
  • Updated dependencies [dd6d87f]
  • Updated dependencies [9029796]
  • Updated dependencies [6fa4bd2]
  • Updated dependencies [f031a1f]
  • Updated dependencies [8151f44]
  • Updated dependencies [d7d465a]
  • Updated dependencies [4d4f6b6]
  • Updated dependencies [73d112c]
  • Updated dependencies [592e3cf]
  • Updated dependencies [9d1796d]
  • Updated dependencies [e897f1c]
  • Updated dependencies [4a54c82]
  • Updated dependencies [3967e69]
  • Updated dependencies [8ae2bbc]
  • Updated dependencies [e9d1b47]
  • Updated dependencies [016493a]
  • Updated dependencies [bc40916]
  • Updated dependencies [93a3719]
  • Updated dependencies [7d83b92]
  • Updated dependencies [9fb3039]
  • Updated dependencies [d5e12de]
  • Updated dependencies [e1dd94a]
  • Updated dependencies [07c069d]
  • Updated dependencies [5cdfb88]
  • Updated dependencies [837a288]
  • Updated dependencies [685108a]
  • Updated dependencies [c8ff2f5]
  • Updated dependencies [5fdc87c]
  • Updated dependencies [ae7bf94]
  • Updated dependencies [8e7814f]
  • Updated dependencies [66a03ec]
  • Updated dependencies [7d87a15]
  • Updated dependencies [b97ca96]
  • Updated dependencies [23dcb23]
  • Updated dependencies [033eda6]
  • Updated dependencies [8105fae]
  • Updated dependencies [e097800]
  • Updated dependencies [1944807]
  • Updated dependencies [30322ce]
  • Updated dependencies [1874f40]
  • Updated dependencies [685108a]
  • Updated dependencies [f7d1131]
  • Updated dependencies [79acad0]
  • Updated dependencies [7a19083]
  • Updated dependencies [382f4dc]
  • Updated dependencies [1ebd071]
  • Updated dependencies [0b74006]
  • Updated dependencies [2f17a5f]
  • Updated dependencies [f368477]
  • Updated dependencies [7892533]
  • Updated dependencies [9c10484]
  • Updated dependencies [b726bf5]
  • Updated dependencies [70dabd9]
  • Updated dependencies [21fe536]
  • Updated dependencies [176bc42]
  • Updated dependencies [401a4d9]
  • Updated dependencies [2e099d2]
  • Updated dependencies [0b826f6]
  • Updated dependencies [d68b532]
  • Updated dependencies [75bf3f0]
  • Updated dependencies [e6d8055]
  • Updated dependencies [e2e76de]
  • Updated dependencies [ccbc581]
  • Updated dependencies [5950de5]
  • Updated dependencies [fe3dcb0]
  • Updated dependencies [78eec7c]
  • Updated dependencies [a8a459a]
  • Updated dependencies [0be7181]
  • Updated dependencies [7b87567]
  • Updated dependencies [b524c22]
  • Updated dependencies [d7d465a]
  • Updated dependencies [df843d3]
  • Updated dependencies [4534e77]
  • Updated dependencies [d6d8159]
  • Updated dependencies [0bd142c]
  • Updated dependencies [9625602]
  • Updated dependencies [72d1990]
  • Updated dependencies [f6ba259]
  • Updated dependencies [2712098]
  • Updated dependencies [eedb829]
  • Updated dependencies [5285356]
  • Updated dependencies [74b3078]
  • Updated dependencies [cb290ee]
  • Updated dependencies [b4d7416]
  • Updated dependencies [e608d8c]
  • Updated dependencies [06b2c0a]
  • Updated dependencies [002d6d8]
  • Updated dependencies [e448a26]
  • Updated dependencies [8b416d9]
  • Updated dependencies [fd494a3]
  • Updated dependencies [dc90663]
  • Updated dependencies [c872875]
  • Updated dependencies [3c4488b]
  • Updated dependencies [a7b016d]
  • Updated dependencies [fd75f3c]
  • Updated dependencies [7f24c29]
  • Updated dependencies [2017553]
  • Updated dependencies [a10b7a3]
  • Updated dependencies [cf6d825]
  • Updated dependencies [963c15a]
  • Updated dependencies [7365b6c]
  • Updated dependencies [5ee67d3]
  • Updated dependencies [d38f7a6]
  • Updated dependencies [38b7f66]
  • Updated dependencies [2fa7f53]
  • Updated dependencies [1420ae2]
  • Updated dependencies [f6da688]
  • Updated dependencies [3700be1]
  • Updated dependencies [9ade36e]
  • Updated dependencies [10870bc]
  • Updated dependencies [2b01511]
  • Updated dependencies [a870123]
  • Updated dependencies [ccf115c]
  • Updated dependencies [04434b6]
  • Updated dependencies [5811de6]
  • Updated dependencies [9f3ab05]
  • Updated dependencies [66a5392]
  • Updated dependencies [4b1ce2c]
  • Updated dependencies [14064f2]
  • Updated dependencies [f5dfa20]
  • Updated dependencies [327ece7]
  • Updated dependencies [da2e8d3]
  • Updated dependencies [95a4697]
  • Updated dependencies [d5fccfb]
  • Updated dependencies [3427b95]
  • Updated dependencies [538a136]
  • Updated dependencies [e66643a]
  • Updated dependencies [b5393f1]
  • Updated dependencies [d2cd535]
  • Updated dependencies [c2dd6b5]
  • Updated dependencies [67637ba]
  • Updated dependencies [836f4e3]
  • Updated dependencies [5ee2e78]
  • Updated dependencies [cd02c56]
  • Updated dependencies [01502b0]
  • Updated dependencies [16e5b04]
  • Updated dependencies [d9c8dd0]
  • Updated dependencies [9fb59d6]
  • Updated dependencies [a9345f9]
  • Updated dependencies [99f1847]
  • Updated dependencies [04f3171]
  • Updated dependencies [8769a62]
  • Updated dependencies [d5ec619]
  • Updated dependencies [27275c9]
  • Updated dependencies [ae7bf94]
  • Updated dependencies [4f1d1a1]
  • Updated dependencies [ee4de15]
  • Updated dependencies [202d404]
  • Updated dependencies [a221426]

0.1.0-alpha.103

Patch Changes

  • Updated dependencies [016493a]
  • Updated dependencies [382f4dc]
  • Updated dependencies [176bc42]
  • Updated dependencies [d68b532]
  • Updated dependencies [fe3dcb0]
  • Updated dependencies [e448a26]
  • Updated dependencies [fd75f3c]
  • Updated dependencies [ccf115c]
  • Updated dependencies [a221426]

0.1.0-alpha.102

Patch Changes

0.1.0-alpha.101

Patch Changes

0.1.0-alpha.100

Patch Changes

0.1.0-alpha.99

Patch Changes

0.1.0-alpha.98

Patch Changes

0.1.0-alpha.97

Patch Changes

  • b97ca96: Tracing into default storage
  • Updated dependencies [5fdc87c]
  • Updated dependencies [b97ca96]
  • Updated dependencies [72d1990]
  • Updated dependencies [cf6d825]
  • Updated dependencies [10870bc]

0.1.0-alpha.96

Patch Changes

0.1.0-alpha.95

Patch Changes

0.1.0-alpha.94

Patch Changes

  • 4f1d1a1: Enforce types ann cleanup package.json
  • Updated dependencies [66a03ec]
  • Updated dependencies [4f1d1a1]

0.1.0-alpha.93

Patch Changes

0.1.0-alpha.92

Patch Changes

0.1.0-alpha.91

Patch Changes

0.1.0-alpha.90

Patch Changes

  • Updated dependencies [07c069d]
  • Updated dependencies [7892533]
  • Updated dependencies [e6d8055]
  • Updated dependencies [5950de5]
  • Updated dependencies [df843d3]
  • Updated dependencies [a870123]

0.1.0-alpha.89

Patch Changes

0.1.0-alpha.88

Patch Changes

0.1.0-alpha.87

Minor Changes

  • 8b416d9: Breaking changes

Patch Changes

0.1.0-alpha.86

Patch Changes

0.1.0-alpha.85

Patch Changes

  • b27bdb8: Swap jsdon for node-html-parser in rag

0.1.0-alpha.84

Patch Changes

0.1.0-alpha.83

Patch Changes

  • a10b7a3: Implemented new filtering for vectorQueryTool and updated docs
  • Updated dependencies [d7d465a]
  • Updated dependencies [d7d465a]
  • Updated dependencies [2017553]
  • Updated dependencies [a10b7a3]
  • Updated dependencies [16e5b04]

0.1.0-alpha.82

Patch Changes

0.1.0-alpha.81

Patch Changes

0.1.0-alpha.80

Patch Changes

0.1.0-alpha.79

Patch Changes

0.1.0-alpha.78

Minor Changes

  • 5916f9d: Update deps from fixed to ^

Patch Changes

  • Updated dependencies [6fa4bd2]
  • Updated dependencies [e2e76de]
  • Updated dependencies [7f24c29]
  • Updated dependencies [67637ba]
  • Updated dependencies [04f3171]

0.0.2-alpha.77

Patch Changes

0.0.2-alpha.76

Patch Changes

  • f646a8b: Update rag deps

0.0.2-alpha.75

Patch Changes

  • Updated dependencies [2f17a5f]
  • Updated dependencies [cb290ee]
  • Updated dependencies [b4d7416]
  • Updated dependencies [38b7f66]

0.0.2-alpha.74

Patch Changes

  • 9625602: Use mastra core splitted bundles in other packages
  • Updated dependencies [30322ce]
  • Updated dependencies [78eec7c]
  • Updated dependencies [9625602]
  • Updated dependencies [8769a62]

0.0.2-alpha.73

Patch Changes

0.0.2-alpha.72

Patch Changes

0.0.2-alpha.71

Patch Changes

  • a944f1a: Bundle @mastra/rag package with tsup

0.0.2-alpha.70

Patch Changes

0.0.2-alpha.69

Patch Changes

0.0.2-alpha.68

Patch Changes

0.0.2-alpha.67

Patch Changes

  • 8105fae: Split embed into embed and embedMany to handle different return types
  • ecdee97: Update return type for chunk to Chunk[]
  • Updated dependencies [8105fae]

0.0.2-alpha.66

Patch Changes

  • 9c0d010: Deprecated Reranker in favor of rerank function (BREAKING CHANGE)

0.0.2-alpha.65

Patch Changes

0.0.2-alpha.64

Patch Changes

0.0.2-alpha.63

Patch Changes

0.0.2-alpha.62

Patch Changes

0.0.2-alpha.61

Patch Changes

0.0.2-alpha.60

Patch Changes

0.0.2-alpha.59

Patch Changes

  • bdaf834: publish packages

0.0.2-alpha.58

Patch Changes

0.0.2-alpha.57

Patch Changes

  • ab1dc59: Add Cloudflare vectorize
  • 4769753: Added turso/libsql support for RAG

0.0.2-alpha.56

Patch Changes

  • ee856f3: Updated pg filter function and updated docs and example
  • c3047a7: Added tests

0.0.2-alpha.55

Patch Changes

  • 1944807: Unified logger and major step in better logs
  • Updated dependencies [1944807]
  • Updated dependencies [9ade36e]

0.0.2-alpha.54

Patch Changes

0.0.2-alpha.53

Patch Changes

0.0.2-alpha.52

Patch Changes

0.0.2-alpha.51

Patch Changes

0.0.2-alpha.50

Patch Changes

  • 1616f70: Added transaction handling to pgvector

0.0.2-alpha.49

Patch Changes

0.0.2-alpha.48

Patch Changes

  • 5826db3: Updated reference docs and exports for Reranker and GraphRag

0.0.2-alpha.47

Patch Changes

0.0.2-alpha.46

Patch Changes

0.0.2-alpha.45

Patch Changes

0.0.2-alpha.44

Patch Changes

0.0.2-alpha.43

Patch Changes

0.0.2-alpha.42

Patch Changes

0.0.2-alpha.41

Patch Changes

0.0.2-alpha.40

Patch Changes

0.0.2-alpha.39

Patch Changes

  • 592e3cf: Add custom rag tools, add vector retrieval, and update docs
  • 837a288: MAJOR Revamp of tools, workflows, syncs.
  • 0b74006: Workflow updates
  • Updated dependencies [592e3cf]
  • Updated dependencies [837a288]
  • Updated dependencies [0b74006]

0.0.2-alpha.38

Patch Changes

0.0.2-alpha.37

Patch Changes

0.0.2-alpha.36

Patch Changes

0.0.2-alpha.35

Patch Changes

0.0.2-alpha.34

Patch Changes

0.0.2-alpha.33

Patch Changes

  • a621c34: Add validation for indexName in pgVector and dimension for all vector dbs
  • Updated dependencies [79acad0]
  • Updated dependencies [f5dfa20]

0.0.2-alpha.32

Patch Changes

0.0.2-alpha.31

Patch Changes

0.0.2-alpha.30

Patch Changes

  • 8ae2bbc: Dane publishing
  • 0bd142c: Fixes learned from docs
  • ee4de15: Dane fixes
  • Updated dependencies [8ae2bbc]
  • Updated dependencies [0bd142c]
  • Updated dependencies [ee4de15]

0.0.2-alpha.29

Patch Changes

0.0.2-alpha.28

Patch Changes

0.0.2-alpha.27

Patch Changes

0.0.2-alpha.26

Patch Changes

0.0.2-alpha.25

Patch Changes

0.0.2-alpha.24

Patch Changes

0.0.2-alpha.23

Patch Changes

0.0.2-alpha.22

Patch Changes

0.0.2-alpha.21

Patch Changes

  • 45fd5b8: rename MastraDocument to MDocument
  • Updated dependencies [c872875]
  • Updated dependencies [f6da688]
  • Updated dependencies [b5393f1]

0.0.2-alpha.20

Patch Changes

  • Updated dependencies [f537e33]
  • Updated dependencies [bc40916]
  • Updated dependencies [f7d1131]
  • Updated dependencies [75bf3f0]
  • Updated dependencies [3c4488b]
  • Updated dependencies [d38f7a6]

0.0.2-alpha.19

Patch Changes

0.0.2-alpha.18

Patch Changes

  • 837a288: MAJOR Revamp of tools, workflows, syncs.
  • 5811de6: Updates spec-writer example to use new workflows constructs. Small improvements to workflow internals. Switch transformer tokenizer for js compatible one.
  • Updated dependencies [837a288]
  • Updated dependencies [5811de6]

0.0.2-alpha.17

Patch Changes

0.0.2-alpha.16

Patch Changes

0.0.2-alpha.15

Patch Changes

0.0.2-alpha.14

Patch Changes

  • 1c3232a: ChromaDB

0.0.2-alpha.13

Patch Changes

0.0.2-alpha.12

Patch Changes

0.0.2-alpha.11

Patch Changes

0.0.2-alpha.10

Patch Changes

  • 779702b: Upstash vector

0.0.2-alpha.9

Patch Changes

0.0.2-alpha.8

Patch Changes

0.0.2-alpha.7

Patch Changes

  • 24fe87e: Change document semantics

0.0.2-alpha.6

Patch Changes

0.0.2-alpha.5

Patch Changes

  • 036ee5e: Add astra-db to rag

0.0.2-alpha.4

Patch Changes

0.0.2-alpha.3

Patch Changes

0.0.2-alpha.2

Patch Changes

0.0.2-alpha.1

Patch Changes

0.0.2-alpha.0

Patch Changes

  • 8413645: Initial release for rag