# @mastra/rag

## 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]
  - @mastra/core@0.7.0

## 0.1.14-alpha.3

### Patch Changes

- Updated dependencies [b3b34f5]
- Updated dependencies [a4686e8]
  - @mastra/core@0.7.0-alpha.3

## 0.1.14-alpha.2

### Patch Changes

- Updated dependencies [a838fde]
- Updated dependencies [a8bd4cf]
- Updated dependencies [7a3eeb0]
- Updated dependencies [6530ad1]
  - @mastra/core@0.7.0-alpha.2

## 0.1.14-alpha.1

### Patch Changes

- Updated dependencies [0b54522]
- Updated dependencies [1af25d5]
- Updated dependencies [27439ad]
  - @mastra/core@0.7.0-alpha.1

## 0.1.14-alpha.0

### Patch Changes

- Updated dependencies [b4fbc59]
  - @mastra/core@0.6.5-alpha.0

## 0.1.13

### Patch Changes

- ac30427: Updated inputschema for vectorquery tool
- Updated dependencies [6794797]
- Updated dependencies [fb68a80]
- Updated dependencies [b56a681]
- Updated dependencies [248cb07]
  - @mastra/core@0.6.4

## 0.1.13-alpha.2

### Patch Changes

- ac30427: Updated inputschema for vectorquery tool

## 0.1.13-alpha.1

### Patch Changes

- Updated dependencies [6794797]
  - @mastra/core@0.6.4-alpha.1

## 0.1.13-alpha.0

### Patch Changes

- Updated dependencies [fb68a80]
- Updated dependencies [b56a681]
- Updated dependencies [248cb07]
  - @mastra/core@0.6.4-alpha.0

## 0.1.12

### Patch Changes

- 404640e: AgentNetwork changeset
- Updated dependencies [404640e]
- Updated dependencies [3bce733]
  - @mastra/core@0.6.3

## 0.1.12-alpha.1

### Patch Changes

- Updated dependencies [3bce733]
  - @mastra/core@0.6.3-alpha.1

## 0.1.12-alpha.0

### Patch Changes

- 404640e: AgentNetwork changeset
- Updated dependencies [404640e]
  - @mastra/core@0.6.3-alpha.0

## 0.1.11

### Patch Changes

- Updated dependencies [beaf1c2]
- Updated dependencies [3084e13]
  - @mastra/core@0.6.2

## 0.1.11-alpha.0

### Patch Changes

- Updated dependencies [beaf1c2]
- Updated dependencies [3084e13]
  - @mastra/core@0.6.2-alpha.0

## 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]
  - @mastra/core@0.6.1

## 0.1.10-alpha.2

### Patch Changes

- Updated dependencies [fc2f89c]
- Updated dependencies [dfbb131]
- Updated dependencies [0850b4c]
- Updated dependencies [9116d70]
  - @mastra/core@0.6.1-alpha.2

## 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]
  - @mastra/core@0.6.1-alpha.1

## 0.1.10-alpha.0

### Patch Changes

- Updated dependencies [7bcfaee]
  - @mastra/core@0.6.1-alpha.0

## 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]
  - @mastra/core@0.6.0

## 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]
  - @mastra/core@0.6.0-alpha.1

## 0.1.9-alpha.0

### Patch Changes

- Updated dependencies [3729dbd]
  - @mastra/core@0.5.1-alpha.0

## 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]
  - @mastra/core@0.5.0

## 0.1.8-alpha.13

### Patch Changes

- Updated dependencies [a85ab24]
  - @mastra/core@0.5.0-alpha.12

## 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]
  - @mastra/core@0.5.0-alpha.11

## 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

- Updated dependencies [a910463]
  - @mastra/core@0.5.0-alpha.10

## 0.1.8-alpha.9

### Patch Changes

- Updated dependencies [e9fbac5]
- Updated dependencies [1e8bcbc]
- Updated dependencies [aeb5e36]
- Updated dependencies [f2301de]
  - @mastra/core@0.5.0-alpha.9

## 0.1.8-alpha.8

### Patch Changes

- Updated dependencies [506f1d5]
  - @mastra/core@0.5.0-alpha.8

## 0.1.8-alpha.7

### Patch Changes

- Updated dependencies [ee667a2]
  - @mastra/core@0.5.0-alpha.7

## 0.1.8-alpha.6

### Patch Changes

- Updated dependencies [f6678e4]
  - @mastra/core@0.5.0-alpha.6

## 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]
  - @mastra/core@0.5.0-alpha.5

## 0.1.8-alpha.4

### Patch Changes

- Updated dependencies [d79aedf]
  - @mastra/core@0.5.0-alpha.4

## 0.1.8-alpha.3

### Patch Changes

- f2e8e5f: Updated descriptions and input schema for vector and graph rag tools
- Updated dependencies [3d0e290]
  - @mastra/core@0.5.0-alpha.3

## 0.1.8-alpha.2

### Patch Changes

- Updated dependencies [02ffb7b]
  - @mastra/core@0.5.0-alpha.2

## 0.1.8-alpha.1

### Patch Changes

- Updated dependencies [dab255b]
  - @mastra/core@0.5.0-alpha.1

## 0.1.8-alpha.0

### Patch Changes

- Updated dependencies [59df7b6]
- Updated dependencies [29f3a82]
- Updated dependencies [59df7b6]
- Updated dependencies [c139344]
  - @mastra/core@0.5.0-alpha.0

## 0.1.7

### Patch Changes

- Updated dependencies [1da20e7]
  - @mastra/core@0.4.4

## 0.1.7-alpha.0

### Patch Changes

- Updated dependencies [1da20e7]
  - @mastra/core@0.4.4-alpha.0

## 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]
  - @mastra/core@0.4.3

## 0.1.6-alpha.4

### Patch Changes

- Updated dependencies [dabecf4]
  - @mastra/core@0.4.3-alpha.4

## 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]
  - @mastra/core@0.4.3-alpha.3

## 0.1.6-alpha.2

### Patch Changes

- Updated dependencies [2512a93]
- Updated dependencies [e62de74]
  - @mastra/core@0.4.3-alpha.2

## 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]
  - @mastra/core@0.4.3-alpha.1

## 0.1.6-alpha.0

### Patch Changes

- Updated dependencies [06aa827]
  - @mastra/core@0.4.3-alpha.0

## 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]
  - @mastra/core@0.4.2

## 0.1.5-alpha.2

### Patch Changes

- Updated dependencies [8d94c3e]
- Updated dependencies [99dcdb5]
- Updated dependencies [e752340]
- Updated dependencies [eb91535]
  - @mastra/core@0.4.2-alpha.2

## 0.1.5-alpha.1

### Patch Changes

- Updated dependencies [6cb63e0]
  - @mastra/core@0.4.2-alpha.1

## 0.1.5-alpha.0

### Patch Changes

- Updated dependencies [7fceae1]
- Updated dependencies [f626fbb]
  - @mastra/core@0.4.2-alpha.0

## 0.1.4

### Patch Changes

- Updated dependencies [ce44b9b]
- Updated dependencies [967da43]
- Updated dependencies [b405f08]
  - @mastra/core@0.4.1

## 0.1.3

### Patch Changes

- Updated dependencies [2fc618f]
- Updated dependencies [fe0fd01]
  - @mastra/core@0.4.0

## 0.1.3-alpha.1

### Patch Changes

- Updated dependencies [fe0fd01]
  - @mastra/core@0.4.0-alpha.1

## 0.1.3-alpha.0

### Patch Changes

- Updated dependencies [2fc618f]
  - @mastra/core@0.4.0-alpha.0

## 0.1.2

### Patch Changes

- Updated dependencies [f205ede]
  - @mastra/core@0.3.0

## 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]
  - @mastra/core@0.2.1

## 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]
  - @mastra/core@0.2.1-alpha.0

## 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]
  - @mastra/core@0.2.0

## 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]
  - @mastra/core@0.2.0-alpha.110

## 0.1.0-alpha.102

### Patch Changes

- Updated dependencies [d5fccfb]
  - @mastra/core@0.2.0-alpha.109

## 0.1.0-alpha.101

### Patch Changes

- Updated dependencies [5ee67d3]
- Updated dependencies [95a4697]
  - @mastra/core@0.2.0-alpha.108

## 0.1.0-alpha.100

### Patch Changes

- Updated dependencies [66a5392]
  - @mastra/core@0.2.0-alpha.107

## 0.1.0-alpha.99

### Patch Changes

- Updated dependencies [6f2c0f5]
- Updated dependencies [a8a459a]
  - @mastra/core@0.2.0-alpha.106

## 0.1.0-alpha.98

### Patch Changes

- Updated dependencies [1420ae2]
- Updated dependencies [99f1847]
  - @mastra/core@0.2.0-alpha.105

## 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]
  - @mastra/core@0.2.0-alpha.104

## 0.1.0-alpha.96

### Patch Changes

- Updated dependencies [4534e77]
  - @mastra/core@0.2.0-alpha.103

## 0.1.0-alpha.95

### Patch Changes

- Updated dependencies [a9345f9]
  - @mastra/core@0.2.0-alpha.102

## 0.1.0-alpha.94

### Patch Changes

- 4f1d1a1: Enforce types ann cleanup package.json
- Updated dependencies [66a03ec]
- Updated dependencies [4f1d1a1]
  - @mastra/core@0.2.0-alpha.101

## 0.1.0-alpha.93

### Patch Changes

- Updated dependencies [9d1796d]
  - @mastra/core@0.2.0-alpha.100

## 0.1.0-alpha.92

### Patch Changes

- Updated dependencies [7d83b92]
  - @mastra/core@0.2.0-alpha.99

## 0.1.0-alpha.91

### Patch Changes

- 70dabd9: Fix broken publish
- Updated dependencies [70dabd9]
- Updated dependencies [202d404]
  - @mastra/core@0.2.0-alpha.98

## 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]
  - @mastra/core@0.2.0-alpha.97

## 0.1.0-alpha.89

### Patch Changes

- Updated dependencies [74b3078]
  - @mastra/core@0.2.0-alpha.96

## 0.1.0-alpha.88

### Patch Changes

- Updated dependencies [9fb59d6]
  - @mastra/core@0.2.0-alpha.95

## 0.1.0-alpha.87

### Minor Changes

- 8b416d9: Breaking changes

### Patch Changes

- 9c10484: update all packages
- Updated dependencies [9c10484]
- Updated dependencies [8b416d9]
  - @mastra/core@0.2.0-alpha.94

## 0.1.0-alpha.86

### Patch Changes

- Updated dependencies [5285356]
  - @mastra/core@0.2.0-alpha.93

## 0.1.0-alpha.85

### Patch Changes

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

## 0.1.0-alpha.84

### Patch Changes

- Updated dependencies [4d4f6b6]
  - @mastra/core@0.2.0-alpha.92

## 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]
  - @mastra/core@0.2.0-alpha.91

## 0.1.0-alpha.82

### Patch Changes

- Updated dependencies [8151f44]
- Updated dependencies [e897f1c]
- Updated dependencies [3700be1]
  - @mastra/core@0.2.0-alpha.90

## 0.1.0-alpha.81

### Patch Changes

- Updated dependencies [27275c9]
  - @mastra/core@0.2.0-alpha.89

## 0.1.0-alpha.80

### Patch Changes

- Updated dependencies [ccbc581]
  - @mastra/core@0.2.0-alpha.88

## 0.1.0-alpha.79

### Patch Changes

- Updated dependencies [7365b6c]
  - @mastra/core@0.2.0-alpha.87

## 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]
  - @mastra/core@0.2.0-alpha.86

## 0.0.2-alpha.77

### Patch Changes

- Updated dependencies [e9d1b47]
  - @mastra/core@0.2.0-alpha.85

## 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]
  - @mastra/core@0.2.0-alpha.84

## 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]
  - @mastra/core@0.2.0-alpha.83

## 0.0.2-alpha.73

### Patch Changes

- Updated dependencies [73d112c]
  - @mastra/core@0.1.27-alpha.82

## 0.0.2-alpha.72

### Patch Changes

- Updated dependencies [9fb3039]
  - @mastra/core@0.1.27-alpha.81

## 0.0.2-alpha.71

### Patch Changes

- a944f1a: Bundle @mastra/rag package with tsup

## 0.0.2-alpha.70

### Patch Changes

- 327ece7: Updates for ts versions
- Updated dependencies [327ece7]
  - @mastra/core@0.1.27-alpha.80

## 0.0.2-alpha.69

### Patch Changes

- 21fe536: add keyword tags for packages and update readmes
- Updated dependencies [21fe536]
  - @mastra/core@0.1.27-alpha.79

## 0.0.2-alpha.68

### Patch Changes

- 685108a: Remove syncs and excess rag
- Updated dependencies [685108a]
- Updated dependencies [685108a]
  - @mastra/core@0.1.27-alpha.78

## 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]
  - @mastra/core@0.1.27-alpha.77

## 0.0.2-alpha.66

### Patch Changes

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

## 0.0.2-alpha.65

### Patch Changes

- Updated dependencies [ae7bf94]
- Updated dependencies [ae7bf94]
  - @mastra/core@0.1.27-alpha.76

## 0.0.2-alpha.64

### Patch Changes

- Updated dependencies [23dcb23]
  - @mastra/core@0.1.27-alpha.75

## 0.0.2-alpha.63

### Patch Changes

- Updated dependencies [7b87567]
  - @mastra/core@0.1.27-alpha.74

## 0.0.2-alpha.62

### Patch Changes

- Updated dependencies [3427b95]
  - @mastra/core@0.1.27-alpha.73

## 0.0.2-alpha.61

### Patch Changes

- Updated dependencies [e4d4ede]
- Updated dependencies [06b2c0a]
  - @mastra/core@0.1.27-alpha.72

## 0.0.2-alpha.60

### Patch Changes

- Updated dependencies [d9c8dd0]
  - @mastra/core@0.1.27-alpha.71

## 0.0.2-alpha.59

### Patch Changes

- bdaf834: publish packages

## 0.0.2-alpha.58

### Patch Changes

- Updated dependencies [dd6d87f]
- Updated dependencies [04434b6]
  - @mastra/core@0.1.27-alpha.70

## 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]
  - @mastra/core@0.1.27-alpha.69

## 0.0.2-alpha.54

### Patch Changes

- Updated dependencies [0be7181]
- Updated dependencies [0be7181]
  - @mastra/core@0.1.27-alpha.68

## 0.0.2-alpha.53

### Patch Changes

- Updated dependencies [c8ff2f5]
  - @mastra/core@0.1.27-alpha.67

## 0.0.2-alpha.52

### Patch Changes

- Updated dependencies [14064f2]
  - @mastra/core@0.1.27-alpha.66

## 0.0.2-alpha.51

### Patch Changes

- Updated dependencies [e66643a]
  - @mastra/core@0.1.27-alpha.65

## 0.0.2-alpha.50

### Patch Changes

- 1616f70: Added transaction handling to pgvector

## 0.0.2-alpha.49

### Patch Changes

- Updated dependencies [f368477]
- Updated dependencies [d5ec619]
  - @mastra/core@0.1.27-alpha.64

## 0.0.2-alpha.48

### Patch Changes

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

## 0.0.2-alpha.47

### Patch Changes

- Updated dependencies [e097800]
  - @mastra/core@0.1.27-alpha.63

## 0.0.2-alpha.46

### Patch Changes

- Updated dependencies [93a3719]
  - @mastra/core@0.1.27-alpha.62

## 0.0.2-alpha.45

### Patch Changes

- Updated dependencies [dc90663]
  - @mastra/core@0.1.27-alpha.61

## 0.0.2-alpha.44

### Patch Changes

- 3967e69: Added GraphRAG implementation and updated docs
- Updated dependencies [3967e69]
  - @mastra/core@0.1.27-alpha.60

## 0.0.2-alpha.43

### Patch Changes

- Updated dependencies [b524c22]
  - @mastra/core@0.1.27-alpha.59

## 0.0.2-alpha.42

### Patch Changes

- 1874f40: Added re ranking tool to RAG
- Updated dependencies [1874f40]
- Updated dependencies [4b1ce2c]
  - @mastra/core@0.1.27-alpha.58

## 0.0.2-alpha.41

### Patch Changes

- 7de6d71: Update filter for vector query to work with more stores
- Updated dependencies [fd494a3]
  - @mastra/core@0.1.27-alpha.57

## 0.0.2-alpha.40

### Patch Changes

- ae638a4: make useFilter option optional
- Updated dependencies [9f3ab05]
  - @mastra/core@0.1.27-alpha.56

## 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]
  - @mastra/core@0.1.27-alpha.55

## 0.0.2-alpha.38

### Patch Changes

- eb45d76: Updated PG Vector filter and added rag examples in docs
- Updated dependencies [d2cd535]
  - @mastra/core@0.1.27-alpha.54

## 0.0.2-alpha.37

### Patch Changes

- Updated dependencies [8e7814f]
  - @mastra/core@0.1.27-alpha.53

## 0.0.2-alpha.36

### Patch Changes

- Updated dependencies [eedb829]
  - @mastra/core@0.1.27-alpha.52

## 0.0.2-alpha.35

### Patch Changes

- Updated dependencies [a7b016d]
- Updated dependencies [da2e8d3]
- Updated dependencies [538a136]
  - @mastra/core@0.1.27-alpha.51

## 0.0.2-alpha.34

### Patch Changes

- Updated dependencies [401a4d9]
  - @mastra/core@0.1.27-alpha.50

## 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]
  - @mastra/core@0.1.27-alpha.49

## 0.0.2-alpha.32

### Patch Changes

- Updated dependencies [b726bf5]
  - @mastra/core@0.1.27-alpha.48

## 0.0.2-alpha.31

### Patch Changes

- Updated dependencies [f6ba259]
  - @mastra/core@0.1.27-alpha.47

## 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]
  - @mastra/core@0.1.27-alpha.46

## 0.0.2-alpha.29

### Patch Changes

- Updated dependencies [e608d8c]
- Updated dependencies [002d6d8]
  - @mastra/core@0.1.27-alpha.45

## 0.0.2-alpha.28

### Patch Changes

- Updated dependencies [2fa7f53]
  - @mastra/core@0.1.27-alpha.44

## 0.0.2-alpha.27

### Patch Changes

- Updated dependencies [2e099d2]
- Updated dependencies [d6d8159]
  - @mastra/core@0.1.27-alpha.43

## 0.0.2-alpha.26

### Patch Changes

- Updated dependencies [4a54c82]
  - @mastra/core@0.1.27-alpha.42

## 0.0.2-alpha.25

### Patch Changes

- Updated dependencies [5cdfb88]
  - @mastra/core@0.1.27-alpha.41

## 0.0.2-alpha.24

### Patch Changes

- Updated dependencies [9029796]
  - @mastra/core@0.1.27-alpha.40

## 0.0.2-alpha.23

### Patch Changes

- 6101f2d: Fix module incompatibility, and dane cli build
- Updated dependencies [2b01511]
  - @mastra/core@0.1.27-alpha.39

## 0.0.2-alpha.22

### Patch Changes

- f031a1f: expose embed from rag, and refactor embed
- Updated dependencies [f031a1f]
  - @mastra/core@0.1.27-alpha.38

## 0.0.2-alpha.21

### Patch Changes

- 45fd5b8: rename MastraDocument to MDocument
- Updated dependencies [c872875]
- Updated dependencies [f6da688]
- Updated dependencies [b5393f1]
  - @mastra/core@0.1.27-alpha.37

## 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]
  - @mastra/core@0.1.27-alpha.36

## 0.0.2-alpha.19

### Patch Changes

- 033eda6: More fixes for refactor
- Updated dependencies [033eda6]
  - @mastra/core@0.1.27-alpha.35

## 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]
  - @mastra/core@0.1.27-alpha.34

## 0.0.2-alpha.17

### Patch Changes

- e1dd94a: update the api for embeddings
- Updated dependencies [e1dd94a]
  - @mastra/core@0.1.27-alpha.33

## 0.0.2-alpha.16

### Patch Changes

- Updated dependencies [2712098]
  - @mastra/core@0.1.27-alpha.32

## 0.0.2-alpha.15

### Patch Changes

- Updated dependencies [c2dd6b5]
  - @mastra/core@0.1.27-alpha.31

## 0.0.2-alpha.14

### Patch Changes

- 1c3232a: ChromaDB

## 0.0.2-alpha.13

### Patch Changes

- Updated dependencies [963c15a]
  - @mastra/core@0.1.27-alpha.30

## 0.0.2-alpha.12

### Patch Changes

- Updated dependencies [7d87a15]
  - @mastra/core@0.1.27-alpha.29

## 0.0.2-alpha.11

### Patch Changes

- Updated dependencies [1ebd071]
  - @mastra/core@0.1.27-alpha.28

## 0.0.2-alpha.10

### Patch Changes

- 779702b: Upstash vector

## 0.0.2-alpha.9

### Patch Changes

- Updated dependencies [cd02c56]
  - @mastra/core@0.1.27-alpha.27

## 0.0.2-alpha.8

### Patch Changes

- Updated dependencies [d5e12de]
  - @mastra/core@0.1.27-alpha.26

## 0.0.2-alpha.7

### Patch Changes

- 24fe87e: Change document semantics

## 0.0.2-alpha.6

### Patch Changes

- Updated dependencies [01502b0]
  - @mastra/core@0.1.27-alpha.25

## 0.0.2-alpha.5

### Patch Changes

- 036ee5e: Add astra-db to rag

## 0.0.2-alpha.4

### Patch Changes

- Updated dependencies [836f4e3]
  - @mastra/core@0.1.27-alpha.24

## 0.0.2-alpha.3

### Patch Changes

- Updated dependencies [0b826f6]
  - @mastra/core@0.1.27-alpha.23

## 0.0.2-alpha.2

### Patch Changes

- Updated dependencies [7a19083]
  - @mastra/core@0.1.27-alpha.22

## 0.0.2-alpha.1

### Patch Changes

- Updated dependencies [5ee2e78]
  - @mastra/core@0.1.27-alpha.21

## 0.0.2-alpha.0

### Patch Changes

- 8413645: Initial release for rag
