Release 0.8.36 (#1639)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: himself65 <14026360+himself65@users.noreply.github.com>

.github/workflows/test.yml

@@ -23,7 +23,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        node-version: [20.x, 22.x, 23.x]
+        node-version: [18.x, 20.x, 22.x, 23.x]
     name: E2E on Node.js ${{ matrix.node-version }}
     runs-on: ubuntu-latest
     steps:
@@ -53,7 +53,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        node-version: [20.x, 22.x, 23.x]
+        node-version: [18.x, 20.x, 22.x, 23.x]
     name: Test on Node.js ${{ matrix.node-version }}
     runs-on: ubuntu-latest
     steps:
@@ -150,7 +150,7 @@ jobs:
           done
       - name: Pack provider packages
         run: |
-          for dir in packages/providers/*; do
+          for dir in packages/providers/* packages/providers/storage/*; do
             if [ -d "$dir" ] && [ -f "$dir/package.json" ]; then
               echo "Packing $dir"
               pnpm pack --pack-destination ${{ runner.temp }} -C $dir

README.md

@@ -63,7 +63,7 @@ yarn add llamaindex
 
 ### Setup in Node.js, Deno, Bun, TypeScript...?
 
-See our official document: <https://ts.llamaindex.ai/docs/llamaindex/setup/getting-started>
+See our official document: <https://ts.llamaindex.ai/docs/llamaindex/getting_started/>
 
 ### Tips when using in non-Node.js environments
 
@@ -76,7 +76,7 @@ If you need any of those classes, you have to import them instead directly thoug
 Here's an example for importing the `PineconeVectorStore` class:
 
 ```typescript
-import { PineconeVectorStore } from "llamaindex/storage/vectorStore/PineconeVectorStore";
+import { PineconeVectorStore } from "llamaindex/vector-store/PineconeVectorStore";
 ```
 
 As the `PDFReader` is not working with the Edge runtime, here's how to use the `SimpleDirectoryReader` with the `LlamaParseReader` to load PDFs:

apps/docs/.changeset/tall-parents-add.md

@@ -1,6 +0,0 @@
----
-"llamaindex": minor
-"docs": minor
----
-
-Add deepseek llm class

apps/docs/.gitignore

@@ -1,21 +0,0 @@
-# Dependencies
-/node_modules
-
-# Production
-/build
-
-# Generated files
-.docusaurus
-.cache-loader
-lib
-
-# Misc
-.DS_Store
-.env.local
-.env.development.local
-.env.test.local
-.env.production.local
-
-npm-debug.log*
-yarn-debug.log*
-yarn-error.log*

apps/docs/CHANGELOG.md

@@ -1,946 +0,0 @@
-# docs
-
-## 0.0.122
-
-### Patch Changes
-
-- llamaindex@0.8.17
-
-## 0.0.121
-
-### Patch Changes
-
-- llamaindex@0.8.16
-
-## 0.0.120
-
-### Patch Changes
-
-- Updated dependencies [3d503cb]
-- Updated dependencies [5dae534]
-  - llamaindex@0.8.15
-
-## 0.0.119
-
-### Patch Changes
-
-- Updated dependencies [630b425]
-  - llamaindex@0.8.14
-
-## 0.0.118
-
-### Patch Changes
-
-- llamaindex@0.8.13
-- @llamaindex/examples@0.0.16
-
-## 0.0.117
-
-### Patch Changes
-
-- @llamaindex/examples@0.0.15
-
-## 0.0.116
-
-### Patch Changes
-
-- llamaindex@0.8.12
-
-## 0.0.115
-
-### Patch Changes
-
-- llamaindex@0.8.11
-
-## 0.0.114
-
-### Patch Changes
-
-- Updated dependencies [f066e50]
-  - llamaindex@0.8.10
-  - @llamaindex/examples@0.0.14
-
-## 0.0.113
-
-### Patch Changes
-
-- Updated dependencies [4fc001c]
-- Updated dependencies [4d4cd8a]
-  - llamaindex@0.8.9
-
-## 0.0.112
-
-### Patch Changes
-
-- Updated dependencies [ad85bd0]
-  - llamaindex@0.8.8
-  - @llamaindex/examples@0.0.13
-
-## 0.0.111
-
-### Patch Changes
-
-- llamaindex@0.8.7
-
-## 0.0.110
-
-### Patch Changes
-
-- Updated dependencies [95a5cc6]
-  - llamaindex@0.8.6
-
-## 0.0.109
-
-### Patch Changes
-
-- Updated dependencies [14cc9eb]
-- Updated dependencies [a6db5dd]
-- Updated dependencies [396b1e1]
-  - llamaindex@0.8.5
-
-## 0.0.108
-
-### Patch Changes
-
-- Updated dependencies [35430d3]
-  - llamaindex@0.8.4
-
-## 0.0.107
-
-### Patch Changes
-
-- llamaindex@0.8.3
-
-## 0.0.106
-
-### Patch Changes
-
-- @llamaindex/examples@0.0.12
-
-## 0.0.105
-
-### Patch Changes
-
-- Updated dependencies [c7a918c]
-  - llamaindex@0.8.2
-
-## 0.0.104
-
-### Patch Changes
-
-- llamaindex@0.8.1
-
-## 0.0.103
-
-### Patch Changes
-
-- Updated dependencies [359fd33]
-- Updated dependencies [efb7e1b]
-- Updated dependencies [98ba1e7]
-- Updated dependencies [620c63c]
-  - llamaindex@0.8.0
-  - @llamaindex/examples@0.0.11
-
-## 0.0.102
-
-### Patch Changes
-
-- Updated dependencies [9df9a8f]
-  - llamaindex@0.7.10
-
-## 0.0.101
-
-### Patch Changes
-
-- Updated dependencies [691c5bc]
-  - llamaindex@0.7.9
-
-## 0.0.100
-
-### Patch Changes
-
-- llamaindex@0.7.8
-
-## 0.0.99
-
-### Patch Changes
-
-- Updated dependencies [2486bd8]
-  - @llamaindex/examples@0.0.10
-  - llamaindex@0.7.7
-
-## 0.0.98
-
-### Patch Changes
-
-- Updated dependencies [534d550]
-  - llamaindex@0.7.6
-
-## 0.0.97
-
-### Patch Changes
-
-- Updated dependencies [e9a111d]
-- Updated dependencies [9f22aae]
-  - llamaindex@0.7.5
-
-## 0.0.96
-
-### Patch Changes
-
-- llamaindex@0.7.4
-
-## 0.0.95
-
-### Patch Changes
-
-- llamaindex@0.7.3
-
-## 0.0.94
-
-### Patch Changes
-
-- llamaindex@0.7.2
-
-## 0.0.93
-
-### Patch Changes
-
-- Updated dependencies [ae49ff4]
-- Updated dependencies [4c38c1b]
-- Updated dependencies [a75af83]
-- Updated dependencies [a75af83]
-  - llamaindex@0.7.1
-
-## 0.0.92
-
-### Patch Changes
-
-- Updated dependencies [1364e8e]
-- Updated dependencies [3b7736f]
-- Updated dependencies [96fc69c]
-  - llamaindex@0.7.0
-  - @llamaindex/examples@0.0.9
-
-## 0.0.91
-
-### Patch Changes
-
-- Updated dependencies [5729bd9]
-  - llamaindex@0.6.22
-
-## 0.0.90
-
-### Patch Changes
-
-- Updated dependencies [6f75306]
-- Updated dependencies [94cb4ad]
-  - llamaindex@0.6.21
-
-## 0.0.89
-
-### Patch Changes
-
-- Updated dependencies [6a9a7b1]
-  - llamaindex@0.6.20
-
-## 0.0.88
-
-### Patch Changes
-
-- Updated dependencies [62cba52]
-- Updated dependencies [d265e96]
-- Updated dependencies [d30bbf7]
-- Updated dependencies [53fd00a]
-  - llamaindex@0.6.19
-
-## 0.0.87
-
-### Patch Changes
-
-- Updated dependencies [5f67820]
-- Updated dependencies [fe08d04]
-  - llamaindex@0.6.18
-
-## 0.0.86
-
-### Patch Changes
-
-- Updated dependencies [ee697fb]
-  - llamaindex@0.6.17
-
-## 0.0.85
-
-### Patch Changes
-
-- Updated dependencies [63e9846]
-- Updated dependencies [6f3a31c]
-  - llamaindex@0.6.16
-
-## 0.0.84
-
-### Patch Changes
-
-- Updated dependencies [2a82413]
-  - llamaindex@0.6.15
-
-## 0.0.83
-
-### Patch Changes
-
-- llamaindex@0.6.14
-
-## 0.0.82
-
-### Patch Changes
-
-- llamaindex@0.6.13
-
-## 0.0.81
-
-### Patch Changes
-
-- Updated dependencies [f7b4e94]
-- Updated dependencies [78037a6]
-- Updated dependencies [1d9e3b1]
-  - llamaindex@0.6.12
-
-## 0.0.80
-
-### Patch Changes
-
-- Updated dependencies [df441e2]
-  - llamaindex@0.6.11
-
-## 0.0.79
-
-### Patch Changes
-
-- Updated dependencies [ebc5105]
-- Updated dependencies [6cce3b1]
-  - llamaindex@0.6.10
-
-## 0.0.78
-
-### Patch Changes
-
-- llamaindex@0.6.9
-
-## 0.0.77
-
-### Patch Changes
-
-- Updated dependencies [8b7fdba]
-  - llamaindex@0.6.8
-
-## 0.0.76
-
-### Patch Changes
-
-- Updated dependencies [23bcc37]
-  - llamaindex@0.6.7
-
-## 0.0.75
-
-### Patch Changes
-
-- Updated dependencies [d902cc3]
-- Updated dependencies [025ffe6]
-- Updated dependencies [a659574]
-  - llamaindex@0.6.6
-
-## 0.0.74
-
-### Patch Changes
-
-- Updated dependencies [e9714db]
-  - llamaindex@0.6.5
-
-## 0.0.73
-
-### Patch Changes
-
-- Updated dependencies [b48bcc3]
-  - llamaindex@0.6.4
-
-## 0.0.72
-
-### Patch Changes
-
-- Updated dependencies [2cd1383]
-- Updated dependencies [5c4badb]
-  - llamaindex@0.6.3
-
-## 0.0.71
-
-### Patch Changes
-
-- Updated dependencies [749b43a]
-  - llamaindex@0.6.2
-
-## 0.0.70
-
-### Patch Changes
-
-- Updated dependencies [fbd5e01]
-- Updated dependencies [6b70c54]
-- Updated dependencies [1a6137b]
-- Updated dependencies [85c2e19]
-  - llamaindex@0.6.1
-
-## 0.0.69
-
-### Patch Changes
-
-- Updated dependencies [11feef8]
-  - llamaindex@0.6.0
-  - @llamaindex/examples@0.0.8
-
-## 0.0.68
-
-### Patch Changes
-
-- Updated dependencies [7edeb1c]
-  - llamaindex@0.5.27
-
-## 0.0.67
-
-### Patch Changes
-
-- Updated dependencies [ffe0cd1]
-- Updated dependencies [ffe0cd1]
-  - llamaindex@0.5.26
-
-## 0.0.66
-
-### Patch Changes
-
-- Updated dependencies [4810364]
-- Updated dependencies [d3bc663]
-  - llamaindex@0.5.25
-
-## 0.0.65
-
-### Patch Changes
-
-- llamaindex@0.5.24
-
-## 0.0.64
-
-### Patch Changes
-
-- llamaindex@0.5.23
-
-## 0.0.63
-
-### Patch Changes
-
-- Updated dependencies [4648da6]
-  - llamaindex@0.5.22
-
-## 0.0.62
-
-### Patch Changes
-
-- Updated dependencies [ae1149f]
-- Updated dependencies [2411c9f]
-- Updated dependencies [e8f229c]
-- Updated dependencies [11b3856]
-- Updated dependencies [83d7f41]
-- Updated dependencies [0148354]
-- Updated dependencies [1711f6d]
-  - llamaindex@0.5.21
-
-## 0.0.61
-
-### Patch Changes
-
-- Updated dependencies [d9d6c56]
-- Updated dependencies [22ff486]
-- Updated dependencies [eed0b04]
-  - llamaindex@0.5.20
-
-## 0.0.60
-
-### Patch Changes
-
-- Updated dependencies [fcbf183]
-  - llamaindex@0.5.19
-
-## 0.0.59
-
-### Patch Changes
-
-- Updated dependencies [8b66cf4]
-  - llamaindex@0.5.18
-
-## 0.0.58
-
-### Patch Changes
-
-- Updated dependencies [c654398]
-  - llamaindex@0.5.17
-
-## 0.0.57
-
-### Patch Changes
-
-- Updated dependencies [58abc57]
-  - llamaindex@0.5.16
-
-## 0.0.56
-
-### Patch Changes
-
-- Updated dependencies [01c184c]
-- Updated dependencies [07a275f]
-  - llamaindex@0.5.15
-
-## 0.0.55
-
-### Patch Changes
-
-- Updated dependencies [c825a2f]
-  - llamaindex@0.5.14
-
-## 0.0.54
-
-### Patch Changes
-
-- llamaindex@0.5.13
-
-## 0.0.53
-
-### Patch Changes
-
-- Updated dependencies [345300f]
-- Updated dependencies [da5cfc4]
-- Updated dependencies [da5cfc4]
-  - llamaindex@0.5.12
-
-## 0.0.52
-
-### Patch Changes
-
-- 376d29a: feat: added tool calling and agent support for llama3.1 504B
-  - llamaindex@0.5.11
-
-## 0.0.51
-
-### Patch Changes
-
-- 086b940: feat: add DeepSeek LLM
-- 5d5716b: feat: add a reader for JSON data
-- Updated dependencies [086b940]
-- Updated dependencies [5d5716b]
-- Updated dependencies [91d02a4]
-- Updated dependencies [fb6db45]
-  - llamaindex@0.5.10
-
-## 0.0.50
-
-### Patch Changes
-
-- Updated dependencies [15962b3]
-  - llamaindex@0.5.9
-
-## 0.0.49
-
-### Patch Changes
-
-- Updated dependencies [3d5ba08]
-- Updated dependencies [d917cdc]
-  - llamaindex@0.5.8
-
-## 0.0.48
-
-### Patch Changes
-
-- Updated dependencies [ec59acd]
-  - llamaindex@0.5.7
-
-## 0.0.47
-
-### Patch Changes
-
-- Updated dependencies [2562244]
-- Updated dependencies [325aa51]
-- Updated dependencies [ab700ea]
-- Updated dependencies [92f0782]
-- Updated dependencies [6cf6ae6]
-- Updated dependencies [b7cfe5b]
-  - llamaindex@0.5.6
-
-## 0.0.46
-
-### Patch Changes
-
-- Updated dependencies [b974eea]
-  - llamaindex@0.5.5
-
-## 0.0.45
-
-### Patch Changes
-
-- Updated dependencies [1a65ead]
-  - llamaindex@0.5.4
-
-## 0.0.44
-
-### Patch Changes
-
-- Updated dependencies [9bbbc67]
-- Updated dependencies [b3681bf]
-  - llamaindex@0.5.3
-
-## 0.0.43
-
-### Patch Changes
-
-- llamaindex@0.5.2
-
-## 0.0.42
-
-### Patch Changes
-
-- 2774681: Add mixedbread's embeddings and reranking API
-- Updated dependencies [2774681]
-- Updated dependencies [a0f424e]
-  - llamaindex@0.5.1
-
-## 0.0.41
-
-### Patch Changes
-
-- 36ddec4: fix: typo in custom page separator parameter for LlamaParse
-- Updated dependencies [16ef5dd]
-- Updated dependencies [16ef5dd]
-- Updated dependencies [36ddec4]
-  - llamaindex@0.5.0
-  - @llamaindex/examples@0.0.7
-
-## 0.0.40
-
-### Patch Changes
-
-- llamaindex@0.4.14
-
-## 0.0.39
-
-### Patch Changes
-
-- Updated dependencies [e8f8bea]
-- Updated dependencies [304484b]
-  - llamaindex@0.4.13
-
-## 0.0.38
-
-### Patch Changes
-
-- Updated dependencies [f326ab8]
-  - llamaindex@0.4.12
-
-## 0.0.37
-
-### Patch Changes
-
-- Updated dependencies [8bf5b4a]
-  - llamaindex@0.4.11
-
-## 0.0.36
-
-### Patch Changes
-
-- Updated dependencies [7dce3d2]
-  - llamaindex@0.4.10
-
-## 0.0.35
-
-### Patch Changes
-
-- Updated dependencies [3a96a48]
-  - llamaindex@0.4.9
-
-## 0.0.34
-
-### Patch Changes
-
-- Updated dependencies [83ebdfb]
-  - llamaindex@0.4.8
-
-## 0.0.33
-
-### Patch Changes
-
-- Updated dependencies [41fe871]
-- Updated dependencies [321c39d]
-- Updated dependencies [f7f1af0]
-  - llamaindex@0.4.7
-
-## 0.0.32
-
-### Patch Changes
-
-- Updated dependencies [1feb23b]
-- Updated dependencies [08c55ec]
-  - llamaindex@0.4.6
-
-## 0.0.31
-
-### Patch Changes
-
-- Updated dependencies [6c3e5d0]
-  - llamaindex@0.4.5
-
-## 0.0.30
-
-### Patch Changes
-
-- Updated dependencies [42eb73a]
-  - llamaindex@0.4.4
-
-## 0.0.29
-
-### Patch Changes
-
-- Updated dependencies [2ef62a9]
-  - llamaindex@0.4.3
-  - @llamaindex/examples@0.0.6
-
-## 0.0.28
-
-### Patch Changes
-
-- Updated dependencies [a87a4d1]
-- Updated dependencies [0730140]
-  - llamaindex@0.4.2
-
-## 0.0.27
-
-### Patch Changes
-
-- Updated dependencies [3c47910]
-- Updated dependencies [ed467a9]
-- Updated dependencies [cba5406]
-  - llamaindex@0.4.1
-
-## 0.0.26
-
-### Patch Changes
-
-- b1a4a74: docs: updated Bedrock Opus region and added a basic README
-- Updated dependencies [436bc41]
-- Updated dependencies [a44e54f]
-- Updated dependencies [a51ed8d]
-- Updated dependencies [d3b635b]
-  - llamaindex@0.4.0
-  - @llamaindex/examples@0.0.5
-
-## 0.0.25
-
-### Patch Changes
-
-- Updated dependencies [6bc5bdd]
-- Updated dependencies [bf25ff6]
-- Updated dependencies [e6d6576]
-  - llamaindex@0.3.17
-
-## 0.0.24
-
-### Patch Changes
-
-- 631f000: feat: DeepInfra LLM implementation
-- 8832669: Community bedrock support added
-- a29d835: setDocumentHash should be async
-- Updated dependencies [11ae926]
-- Updated dependencies [631f000]
-- Updated dependencies [1378ec4]
-- Updated dependencies [6b1ded4]
-- Updated dependencies [4d4bd85]
-- Updated dependencies [24a9d1e]
-- Updated dependencies [45952de]
-- Updated dependencies [54230f0]
-- Updated dependencies [a29d835]
-- Updated dependencies [73819bf]
-  - llamaindex@0.3.16
-
-## 0.0.23
-
-### Patch Changes
-
-- Updated dependencies [6e156ed]
-- Updated dependencies [265976d]
-- Updated dependencies [8e26f75]
-  - llamaindex@0.3.15
-
-## 0.0.22
-
-### Patch Changes
-
-- Updated dependencies [6ff7576]
-- Updated dependencies [94543de]
-  - llamaindex@0.3.14
-
-## 0.0.21
-
-### Patch Changes
-
-- Updated dependencies [1b1081b]
-- Updated dependencies [37525df]
-- Updated dependencies [660a2b3]
-- Updated dependencies [a1f2475]
-  - llamaindex@0.3.13
-
-## 0.0.20
-
-### Patch Changes
-
-- Updated dependencies [34fb1d8]
-  - llamaindex@0.3.12
-
-## 0.0.19
-
-### Patch Changes
-
-- Updated dependencies [e072c45]
-- Updated dependencies [9e133ac]
-- Updated dependencies [447105a]
-- Updated dependencies [320be3f]
-  - llamaindex@0.3.11
-
-## 0.0.18
-
-### Patch Changes
-
-- Updated dependencies [4aba02e]
-  - llamaindex@0.3.10
-
-## 0.0.17
-
-### Patch Changes
-
-- Updated dependencies [c3747d0]
-  - llamaindex@0.3.9
-
-## 0.0.16
-
-### Patch Changes
-
-- Updated dependencies [ce94780]
-  - llamaindex@0.3.8
-
-## 0.0.15
-
-### Patch Changes
-
-- Updated dependencies [b6a6606]
-- Updated dependencies [b6a6606]
-  - llamaindex@0.3.7
-
-## 0.0.14
-
-### Patch Changes
-
-- Updated dependencies [efa326a]
-  - llamaindex@0.3.6
-
-## 0.0.13
-
-### Patch Changes
-
-- Updated dependencies [bc7a11c]
-- Updated dependencies [2fe2b81]
-- Updated dependencies [5596e31]
-- Updated dependencies [e74fe88]
-- Updated dependencies [be5df5b]
-  - llamaindex@0.3.5
-
-## 0.0.12
-
-### Patch Changes
-
-- Updated dependencies [1dce275]
-- Updated dependencies [d10533e]
-- Updated dependencies [2008efe]
-- Updated dependencies [5e61934]
-- Updated dependencies [9e74a43]
-- Updated dependencies [ee719a1]
-  - llamaindex@0.3.4
-
-## 0.0.11
-
-### Patch Changes
-
-- Updated dependencies [e8c41c5]
-  - llamaindex@0.3.3
-
-## 0.0.10
-
-### Patch Changes
-
-- Updated dependencies [61103b6]
-  - llamaindex@0.3.2
-
-## 0.0.9
-
-### Patch Changes
-
-- Updated dependencies [46227f2]
-  - llamaindex@0.3.1
-
-## 0.0.8
-
-### Patch Changes
-
-- Updated dependencies [5016f21]
-  - llamaindex@0.3.0
-
-## 0.0.7
-
-### Patch Changes
-
-- Updated dependencies [6277105]
-  - llamaindex@0.2.13
-
-## 0.0.6
-
-### Patch Changes
-
-- Updated dependencies [d8d952d]
-  - llamaindex@0.2.12
-
-## 0.0.5
-
-### Patch Changes
-
-- Updated dependencies [87142b2]
-- Updated dependencies [5a6cc0e]
-- Updated dependencies [87142b2]
-  - llamaindex@0.2.11
-
-## 0.0.4
-
-### Patch Changes
-
-- Updated dependencies [5116ad8]
-  - @llamaindex/env@0.0.5
-
-## 0.0.3
-
-### Patch Changes
-
-- 09bf27a: Add Groq LLM to LlamaIndex
-- Updated dependencies [cf87f84]
-  - @llamaindex/env@0.0.4
-
-## 0.0.2
-
-### Patch Changes
-
-- 0f64084: docs: update API references
-
-## 0.0.1
-
-### Patch Changes
-
-- 3154f52: chore: add qdrant readme

apps/docs/README-docusaurus.md

@@ -1,47 +0,0 @@
-# Website
-
-This website is built using [Docusaurus 2](https://docusaurus.io/), a modern static website generator.
-
-### Installation
-
-```
-$ pnpm
-```
-
-### Local Development
-
-```
-$ pnpm start
-```
-
-This command starts a local development server and opens up a browser window. Most changes are reflected live without having to restart the server.
-
-However, the searchbar may not function with `yarn start`. Instead, run `yarn build` and launch a server:
-
-```
-$ npx http-server ./build
-```
-
-### Build
-
-```
-$ pnpm build
-```
-
-This command generates static content into the `build` directory and can be served using any static contents hosting service.
-
-### Deployment
-
-Using SSH:
-
-```
-$ USE_SSH=true pnpm deploy
-```
-
-Not using SSH:
-
-```
-$ GIT_USER=<Your GitHub username> pnpm deploy
-```
-
-If you are using GitHub pages for hosting, this command is a convenient way to build the website and push to the `gh-pages` branch.

apps/docs/babel.config.js

@@ -1,3 +0,0 @@
-module.exports = {
-  presets: [require.resolve("@docusaurus/core/lib/babel/preset")],
-};

apps/docs/blog/2024-04-26-v0.3.0.md

@@ -1,493 +0,0 @@
----
-title: LlamaIndexTS v0.3.0
-description: This is my first post on Docusaurus.
-slug: welcome-llamaindexts-v0.3
-authors:
-  - name: Alex Yang
-    title: LlamaIndexTS maintainer, Node.js Member
-    url: https://github.com/himself65
-    image_url: https://github.com/himself65.png
-tags: [llamaindex, agent]
-hide_table_of_contents: false
----
-
-- [What's new in LlamaIndexTS v0.3.0](#whats-new-in-llamaindexts-v030)
-- [Improvement in LlamaIndexTS v0.3.0](#improvement-in-llamaindexts-v030)
-- [What's the next?](#whats-the-next)
-
-## What's new in LlamaIndexTS v0.3.0
-
-## Agents
-
-In this release, we've not only ported the Agent module from the LlamaIndex Python version but have significantly
-enhanced it to be more powerful and user-friendly for JavaScript/TypeScript applications.
-
-Starting from v0.3.0, we are introducing multiple agents specifically designed for RAG applications, including:
-
-- `OpenAIAgent`
-- `AnthropicAgent`
-- `ReActAgent`:
-
-```ts
-import { OpenAIAgent } from "llamaindex";
-import { tools } from "./tools";
-
-const agent = new OpenAIAgent({
-  tools: [...tools],
-});
-const { response } = await agent.chat({
-  message: "What is weather today?",
-  stream: false,
-});
-
-console.log(response.message.content);
-```
-
-We are also introducing the abstract AgentRunner class, which allows you to create your own agent by simply implementing
-the task handler.
-
-```ts
-import { AgentRunner, OpenAI } from "llamaindex";
-
-class MyLLM extends OpenAI {}
-
-export class MyAgentWorker extends AgentWorker<MyLLM> {
-  taskHandler = MyAgent.taskHandler;
-}
-
-export class MyAgent extends AgentRunner<MyLLM> {
-  constructor(params: Params) {
-    super({
-      llm: params.llm,
-      chatHistory: params.chatHistory ?? [],
-      systemPrompt: params.systemPrompt ?? null,
-      runner: new MyAgentWorker(),
-      tools:
-        "tools" in params
-          ? params.tools
-          : params.toolRetriever.retrieve.bind(params.toolRetriever),
-    });
-  }
-
-  // create store is a function to create a store for each task, by default it only includes `messages` and `toolOutputs`
-  createStore = AgentRunner.defaultCreateStore;
-
-  static taskHandler: TaskHandler<Anthropic> = async (step, enqueueOutput) => {
-    const { llm, stream } = step.context;
-    // initialize the input
-    const response = await llm.chat({
-      stream,
-      messages: step.context.store.messages,
-    });
-    // store the response for next task step
-    step.context.store.messages = [
-      ...step.context.store.messages,
-      response.message,
-    ];
-    // your logic here to decide whether to continue the task
-    const shouldContinue = Math.random(); /* <-- replace with your logic here */
-    enqueueOutput({
-      taskStep: step,
-      output: response,
-      isLast: !shouldContinue,
-    });
-    if (shouldContinue) {
-      const content = await someHeavyFunctionCall();
-      // if you want to continue the task, you can insert your new context for the next task step
-      step.context.store.messages = [
-        ...step.context.store.messages,
-        {
-          content,
-          role: "user",
-        },
-      ];
-    }
-  };
-}
-```
-
-### Web Stream API for Streaming response
-
-Web Stream is a web standard utilized in many modern web frameworks and libraries (like React 19, Deno, Node 22). We
-have migrated streaming responses to Web Stream to ensure broader compatibility.
-
-For instance, you can use the streaming response in a simple HTTP Server:
-
-```ts
-import { createServer } from "http";
-import { OpenAIAgent } from "llamaindex";
-import { OpenAIStream, streamToResponse } from "ai";
-import { tools } from "./tools";
-
-const agent = new OpenAIAgent({
-  tools: [...tools],
-});
-
-const server = createServer(async (req, res) => {
-  const response = await agent.chat({
-    message: "What is weather today?",
-    stream: true,
-  });
-
-  // Transform the response into a string readable stream
-  const stream: ReadableStream<string> = response.pipeThrough(
-    new TransformStream({
-      transform: (chunk, controller) => {
-        controller.enqueue(chunk.response.delta);
-      },
-    }),
-  );
-
-  // Pipe the stream to the response
-  streamToResponse(stream, res);
-});
-
-server.listen(3000);
-```
-
-Or it can be integrated into React Server Components (RSC) in Next.js:
-
-```tsx
-// app/actions/index.tsx
-"use server";
-import { createStreamableUI } from "ai/rsc";
-import { OpenAIAgent } from "llamaindex";
-import type { ChatMessage } from "llamaindex/llm/types";
-
-export async function chatWithAgent(
-  question: string,
-  prevMessages: ChatMessage[] = [],
-) {
-  const agent = new OpenAIAgent({
-    tools: [],
-  });
-  const responseStream = await agent.chat({
-    stream: true,
-    message: question,
-    chatHistory: prevMessages,
-  });
-  const uiStream = createStreamableUI(<div>loading...</div>);
-  responseStream
-    .pipeTo(
-      new WritableStream({
-        start: () => {
-          uiStream.update("response:");
-        },
-        write: async (message) => {
-          uiStream.append(message.response.delta);
-        },
-      }),
-    )
-    .catch(uiStream.error);
-  return uiStream.value;
-}
-```
-
-```tsx
-// app/src/page.tsx
-"use client";
-import { chatWithAgent } from "@/actions";
-import type { JSX } from "react";
-import { useFormState } from "react-dom";
-
-export const runtime = "edge";
-
-export default function Home() {
-  const [state, action] = useFormState<JSX.Element | null>(async () => {
-    return chatWithAgent("hello!", []);
-  }, null);
-  return (
-    <main>
-      {state}
-      <form action={action}>
-        <button>Chat</button>
-      </form>
-    </main>
-  );
-}
-```
-
-## Improvement in LlamaIndexTS v0.3.0
-
-### Better TypeScript support
-
-We have made significant improvements to the type system to ensure that all code is thoroughly checked before it is
-published. This ongoing enhancement has already resulted in better module reliability and developer experience.
-
-For example, we have improved `FunctionTool` type with generic support:
-
-```ts
-type Input = {
-  a: number;
-  b: number;
-};
-
-const sumNumbers = FunctionTool.from<Input>(
-  ({ a, b }) => `${a + b}`, // a and b will be checked as number
-  // JSON schema will be an error if you type wrong.
-  {
-    name: "sumNumbers",
-    description: "Use this function to sum two numbers",
-    parameters: {
-      type: "object",
-      properties: {
-        a: {
-          type: "number",
-          description: "The first number",
-        },
-        b: {
-          type: "number",
-          description: "The second number",
-        },
-      },
-      required: ["a", "b"],
-    },
-  },
-);
-```
-
-![type checking](./img/function_tool_example.png)
-
-### Better Next.js, Deno, Cloudflare Worker, and Waku(Vite) support
-
-In addition to Node.js, LlamaIndexTS now offers enhanced support for Next.js, Deno, and Cloudflare Workers, making it
-more versatile across different platforms.
-
-For now, you can install llamaindex and directly import it into your existing Next.js, Deno or Cloudflare Worker project
-**without any extra configuration**.
-
-#### [Deno](https://deno.com/)
-
-You can use LlamaIndexTS in Deno by installation through JSR:
-
-```sh
-jsr add @llamaindex/core
-```
-
-#### [Cloudflare Worker](https://developers.cloudflare.com/workers/)
-
-For Cloudflare Workers, here is a starter template:
-
-```typescript
-export default {
-  async fetch(
-    request: Request,
-    env: Env,
-    ctx: ExecutionContext,
-  ): Promise<Response> {
-    const { setEnvs } = await import("@llamaindex/env");
-    setEnvs(env);
-    const { OpenAIAgent } = await import("llamaindex");
-    const agent = new OpenAIAgent({
-      tools: [],
-    });
-    const responseStream = await agent.chat({
-      stream: true,
-      message: "Hello? What is the weather today?",
-    });
-    const textEncoder = new TextEncoder();
-    const response = responseStream.pipeThrough(
-      new TransformStream({
-        transform: (chunk, controller) => {
-          controller.enqueue(textEncoder.encode(chunk.response.delta));
-        },
-      }),
-    );
-    return new Response(response);
-  },
-};
-```
-
-### [Waku (Vite)](https://waku.gg/)
-
-Waku powered by Vite is a minimal React framework that supports multiple JS environments, including Deno, Cloudflare, and
-Node.js.
-
-You can use LlamaIndexTS with Node.js output to enable full Node.js support with React.
-
-```sh
-npm install llamaindex
-```
-
-```ts
-// file: src/actions.ts
-"use server";
-import { Document, VectorStoreIndex } from "llamaindex";
-import { readFile } from "node:fs/promises";
-
-const path = "node_modules/llamaindex/examples/abramov.txt";
-
-const essay = await readFile(path, "utf-8");
-
-// Create Document object with essay
-const document = new Document({ text: essay, id_: path });
-
-// Split text and create embeddings. Store them in a VectorStoreIndex
-const index = await VectorStoreIndex.fromDocuments([document]);
-
-const queryEngine = index.asQueryEngine();
-
-export async function chatWithAI(question: string): Promise<string> {
-  const { response } = await queryEngine.query({ query: question });
-  return response;
-}
-```
-
-```tsx
-// file: src/pages/index.tsx
-import { chatWithAI } from "./actions";
-
-export default async function HomePage() {
-  return (
-    <div>
-      <Chat askQuestion={chatWithAI} />
-    </div>
-  );
-}
-```
-
-```tsx
-// file: src/components/Chat.tsx
-"use client";
-
-export type ChatProps = {
-  askQuestion: (question: string) => Promise<string>;
-};
-
-export const Chat = (props: ChatProps) => {
-  const [response, setResponse] = useState<string | null>(null);
-
-  return (
-    <section className="border-blue-400 -mx-4 mt-4 rounded border border-dashed p-4">
-      <h2 className="text-lg font-bold">Chat with AI</h2>
-      {response ? (
-        <p className="text-sm text-gray-600 max-w-sm">{response}</p>
-      ) : null}
-      <form
-        action={async (formData) => {
-          const question = formData.get("question") as string | null;
-          if (question) {
-            setResponse(await props.askQuestion(question));
-          }
-        }}
-      >
-        <input
-          type="text"
-          name="question"
-          className="border border-gray-400 rounded-sm px-2 py-0.5 text-sm"
-        />
-        <button className="rounded-sm bg-black px-2 py-0.5 text-sm text-white">
-          Ask
-        </button>
-      </form>
-    </section>
-  );
-};
-```
-
-```shell
-waku dev # development mode
-waku build # build for production
-waku start # start the production server
-```
-
-Note that not all the modules are supported in all JS environments because of
-lack of the file system, network API,
-and incompatibility with the Node.js API by upstream dependencies.
-
-But we are trying to make it more compatible with all the environments.
-
-## What's the next?
-
-As we continue to develop LlamaIndexTS, our focus remains on providing more comprehensive and powerful tools for
-creating custom agents.
-
-### Align with the Python `llama-index`
-
-We aim to align LlamaIndexTS with the Python version to ensure API consistency and ease of use for developers familiar
-with the Python ecosystem.
-
-### Align with the Web Standard and JS development
-
-Not all python APIs are compatible and easy to use in JavaScript/TypeScript.
-We are trying to make the API more compatible with the Web Standard and JavaScript modern development.
-
-### More Agents
-
-Future releases will introduce more agents from the Python Llama-Index and explore APIs tailored to real-world use
-cases.
-
-### 🧪 `@llamaindex/tool`
-
-We are exploring innovative ways to create tools for agents. The `@llamaindex/tool` library allows you to transform any
-function into a tool for an agent, simplifying the development process and reducing runtime costs.
-
-```ts
-export function getWeather(city: string) {
-  return `The weather in ${city} is sunny.`;
-}
-
-// you don't need to worry about the shcema with different llm tools
-export function getTemperature(city: string) {
-  return `The temperature in ${city} is 25°C.`;
-}
-
-export function getCurrentCity() {
-  return "New York";
-}
-```
-
-These functions can be easily integrated into your applications, such as Next.js:
-
-```ts
-"use server";
-import { OpenAI } from "openai";
-import { getTools } from "@llamaindex/tool";
-
-export async function chat(message: string) {
-  const openai = new OpenAI();
-  openai.chat.completions.create({
-    messages: [
-      {
-        role: "user",
-        content: "What is the weather in the current city?",
-      },
-    ],
-    tools: getTools("openai"),
-  });
-}
-```
-
-```ts
-// next.config.js
-const withTool = require("@llamaindex/tool/next");
-
-const config = {
-  // Your original Next.js config
-};
-module.exports = withTool(config);
-```
-
-The functions are automatically transformed into tools for the agent at compile time, which eliminates any extra runtime
-costs. This feature is particularly beneficial when you need to debug or deploy your assistant.
-
-For deploying your local functions into OpenAI, you can use a simple command:
-
-```sh
-npm install -g @llamaindex/tool
-mkai --tools ./src/index.llama.ts
-# Successfully created assistant: asst_XXX
-# chat with your assistant by `chatai --assistant asst_XXX`
-chatai --assistant asst_XXX
-# Open your browser and chat with your assistant
-# Running at http://localhost:3000
-```
-
-This deployment process simplifies the testing and implementation of your custom tools in a live environment.
-
-As this project is still in its early stages, we continue to explore the best ways to create and integrate tools for
-agents. For more information and updates, visit the @llamaindex/tool repository.
-
-This release of LlamaIndexTS v0.3.0 marks a significant step forward in our journey to provide developers with robust,
-flexible tools for building advanced agents. We are excited to see how our community utilizes these new capabilities to
-create innovative solutions and look forward to continuing to support and enhance LlamaIndexTS in future updates.

apps/docs/docs/.gitignore

@@ -1 +0,0 @@
-api/

apps/docs/docs/examples/_category_.yml

@@ -1,2 +0,0 @@
-label: Examples
-position: 3

apps/docs/docs/examples/agent.mdx

@@ -1,10 +0,0 @@
-# Agents
-
-A built-in agent that can take decisions and reasoning based on the tools provided to it.
-
-## OpenAI Agent
-
-import CodeBlock from "@theme/CodeBlock";
-import CodeSource from "!raw-loader!../../../../examples/agent/openai";
-
-<CodeBlock language="ts">{CodeSource}</CodeBlock>

apps/docs/docs/examples/agent_gemini.mdx

@@ -1,6 +0,0 @@
-# Gemini Agent
-
-import CodeBlock from "@theme/CodeBlock";
-import CodeSourceGemini from "!raw-loader!../../../../examples/gemini/agent.ts";
-
-<CodeBlock language="ts">{CodeSourceGemini}</CodeBlock>

apps/docs/docs/examples/chat_engine.mdx

@@ -1,12 +0,0 @@
----
-sidebar_position: 2
----
-
-import CodeBlock from "@theme/CodeBlock";
-import CodeSource from "!raw-loader!../../../../examples/chatEngine";
-
-# Chat Engine
-
-Chat Engine is a class that allows you to create a chatbot from a retriever. It is a wrapper around a retriever that allows you to chat with it in a conversational manner.
-
-<CodeBlock language="ts">{CodeSource}</CodeBlock>

apps/docs/docs/examples/save_load_index.mdx

@@ -1,10 +0,0 @@
----
-sidebar_position: 4
----
-
-import CodeBlock from "@theme/CodeBlock";
-import CodeSource from "!raw-loader!../../../../examples/storageContext";
-
-# Save/Load an Index
-
-<CodeBlock language="ts">{CodeSource}</CodeBlock>

apps/docs/docs/examples/summary_index.mdx

@@ -1,10 +0,0 @@
----
-sidebar_position: 3
----
-
-import CodeBlock from "@theme/CodeBlock";
-import CodeSource from "!raw-loader!../../../../examples/summaryIndex";
-
-# Summary Index
-
-<CodeBlock language="ts">{CodeSource}</CodeBlock>

apps/docs/docs/examples/vector_index.mdx

@@ -1,10 +0,0 @@
----
-sidebar_position: 2
----
-
-import CodeBlock from "@theme/CodeBlock";
-import CodeSource from "!raw-loader!../../../../examples/vectorIndex";
-
-# Vector Index
-
-<CodeBlock language="ts">{CodeSource}</CodeBlock>

apps/docs/docs/getting_started/_category_.yml

@@ -1,2 +0,0 @@
-label: Getting Started
-position: 1

apps/docs/docs/getting_started/environments.md

@@ -1,22 +0,0 @@
----
-sidebar_position: 2
----
-
-# Environments
-
-We support Node.JS versions 18, 20 and 22, with experimental support for Deno, Bun and Vercel Edge functions.
-
-## NextJS
-
-If you're using NextJS you'll need to add `withLlamaIndex` to your `next.config.js` file. This will add the necessary configuration for included 3rd-party libraries to your build:
-
-```js
-// next.config.js
-const withLlamaIndex = require("llamaindex/next");
-
-module.exports = withLlamaIndex({
-  // your next.js config
-});
-```
-
-For details, check the latest [withLlamaIndex](https://github.com/run-llama/LlamaIndexTS/blob/main/packages/llamaindex/src/next.ts) implementation.

apps/docs/docs/getting_started/installation.mdx

@@ -1,34 +0,0 @@
----
-sidebar_position: 0
----
-
-# Installation and Setup
-
-We support Node.JS versions 18, 20 and 22, with experimental support for Deno, Bun and Vercel Edge functions.
-
-## Installation from NPM
-
-```bash npm2yarn
-npm install llamaindex
-```
-
-### Environment variables
-
-Our examples use OpenAI by default. You can use [other LLMs](../examples/other_llms) via their APIs; if you would prefer to use local models check out our [local LLM example](../examples/local_llm).
-
-To use OpenAI, you'll need to [get an OpenAI API key](https://platform.openai.com/account/api-keys) and then make it available as an environment variable this way:
-
-```bash
-export OPENAI_API_KEY="sk-......" # Replace with your key
-```
-
-If you want to have it automatically loaded every time, add it to your `.zshrc/.bashrc`.
-
-**WARNING:** do not check in your OpenAI key into version control. GitHub automatically invalidates OpenAI keys checked in by accident.
-
-## What next?
-
-- The easiest way to started is to [build a full-stack chat app with `create-llama`](starter_tutorial/chatbot).
-- Try our other [getting started tutorials](starter_tutorial/retrieval_augmented_generation)
-- Learn more about the [high level concepts](concepts) behind how LlamaIndex works
-- Check out our [many examples](../examples/more_examples) of LlamaIndex.TS in action

apps/docs/docs/getting_started/starter_tutorial/_category_.yml

@@ -1,2 +0,0 @@
-label: Starter Tutorials
-position: 1

apps/docs/docs/guides/_category_.yml

@@ -1,2 +0,0 @@
-label: Guides
-position: 2

apps/docs/docs/guides/agents/_category_.yml

@@ -1,2 +0,0 @@
-label: Agents
-position: 1

apps/docs/docs/introduction.md

@@ -1,54 +0,0 @@
----
-sidebar_position: 0
-slug: /
----
-
-# What is LlamaIndex?
-
-LlamaIndex is a framework for building LLM-powered applications. LlamaIndex helps you ingest, structure, and access private or domain-specific data. It's available [as a Python package](https://docs.llamaindex.ai/en/stable/) and in TypeScript (this package). LlamaIndex.TS offers the core features of LlamaIndex for popular runtimes like Node.js (official support), Vercel Edge Functions (experimental), and Deno (experimental).
-
-## 🚀 Why LlamaIndex.TS?
-
-LLMs offer a natural language interface between humans and inferred data. Widely available models come pre-trained on huge amounts of publicly available data, from Wikipedia and mailing lists to textbooks and source code.
-
-Applications built on top of LLMs often require augmenting these models with private or domain-specific data. That data is often distributed across siloed applications and data stores. It's behind APIs, in SQL databases, or trapped in PDFs and slide decks.
-
-LlamaIndex.TS helps you unlock that data and then build powerful applications with it.
-
-## 🦙 What is LlamaIndex for?
-
-LlamaIndex.TS handles several major use cases:
-
-- **Structured Data Extraction**: turning complex, unstructured and semi-structured data into uniform, programmatically accessible formats.
-- **Retrieval-Augmented Generation (RAG)**: answering queries across your internal data by providing LLMs with up-to-date, semantically relevant context including Question and Answer systems and chat bots.
-- **Autonomous Agents**: building software that is capable of intelligently selecting and using tools to accomplish tasks in an interactive, unsupervised manner.
-
-## 👨‍👩‍👧‍👦 Who is LlamaIndex for?
-
-LlamaIndex targets the "AI Engineer": developers building software in any domain that can be enhanced by LLM-powered functionality, without needing to be an expert in machine learning or natural language processing.
-
-Our high-level API allows beginner users to use LlamaIndex.TS to ingest, index, and query their data in just a few lines of code.
-
-For more complex applications, our lower-level APIs allow advanced users to customize and extend any module—data connectors, indices, retrievers, and query engines, to fit their needs.
-
-## Getting Started
-
-`npm install llamaindex`
-
-Our documentation includes [Installation Instructions](./getting_started/installation.mdx) and a [Starter Tutorial](./getting_started/starter_tutorial/retrieval_augmented_generation.mdx) to build your first application.
-
-Once you're up and running, [High-Level Concepts](./getting_started/concepts.md) has an overview of LlamaIndex's modular architecture. For more hands-on practical examples, look through our Examples section on the sidebar.
-
-## 🗺️ Ecosystem
-
-To download or contribute, find LlamaIndex on:
-
-- Github: https://github.com/run-llama/LlamaIndexTS
-- NPM: https://www.npmjs.com/package/llamaindex
-
-## Community
-
-Need help? Have a feature suggestion? Join the LlamaIndex community:
-
-- Twitter: https://twitter.com/llama_index
-- Discord https://discord.gg/dGcwcsnxhU

apps/docs/docs/modules/_category_.yml

@@ -1,3 +0,0 @@
-label: "Modules"
-collapsed: false
-position: 5

apps/docs/docs/modules/agent/_category_.yml

@@ -1,2 +0,0 @@
-label: "Agents"
-position: 10

apps/docs/docs/modules/data_loaders/_category_.yml

@@ -1,2 +0,0 @@
-label: "Loaders"
-position: 1

apps/docs/docs/modules/data_loaders/index.mdx

@@ -1,58 +0,0 @@
-import CodeBlock from "@theme/CodeBlock";
-import CodeSource from "!raw-loader!../../../../../examples/readers/src/simple-directory-reader";
-import CodeSource2 from "!raw-loader!../../../../../examples/readers/src/custom-simple-directory-reader";
-
-# Loader
-
-Before you can start indexing your documents, you need to load them into memory.
-
-All "basic" data loaders can be seen below, mapped to their respective filetypes in `SimpleDirectoryReader`. More loaders are shown in the sidebar on the left.
-Additionally the following loaders exist without separate documentation:
-
-- `AssemblyAIReader` transcribes audio using [AssemblyAI](https://www.assemblyai.com/).
-  - [AudioTranscriptReader](../../api/classes/AudioTranscriptReader.md): loads entire transcript as a single document.
-  - [AudioTranscriptParagraphsReader](../../api/classes/AudioTranscriptParagraphsReader.md): creates a document per paragraph.
-  - [AudioTranscriptSentencesReader](../../api/classes/AudioTranscriptSentencesReader.md): creates a document per sentence.
-  - [AudioSubtitlesReader](../../api/classes/AudioTranscriptParagraphsReader.md): creates a document containing the subtitles of a transcript.
-- [NotionReader](../../api/classes/NotionReader.md) loads [Notion](https://www.notion.so/) pages.
-- [SimpleMongoReader](../../api/classes/SimpleMongoReader) loads data from a [MongoDB](https://www.mongodb.com/).
-
-Check the [LlamaIndexTS Github](https://github.com/run-llama/LlamaIndexTS) for the most up to date overview of integrations.
-
-## SimpleDirectoryReader
-
-[![Open in StackBlitz](https://developer.stackblitz.com/img/open_in_stackblitz.svg)](https://stackblitz.com/github/run-llama/LlamaIndexTS/tree/main/examples/readers?file=src/simple-directory-reader.ts&title=Simple%20Directory%20Reader)
-
-LlamaIndex.TS supports easy loading of files from folders using the `SimpleDirectoryReader` class.
-
-It is a simple reader that reads all files from a directory and its subdirectories.
-
-<CodeBlock language="ts">{CodeSource}</CodeBlock>
-
-Currently, the following readers are mapped to specific file types:
-
-- [TextFileReader](../../api/classes/TextFileReader.md): `.txt`
-- [PDFReader](../../api/classes/PDFReader.md): `.pdf`
-- [PapaCSVReader](../../api/classes/PapaCSVReader.md): `.csv`
-- [MarkdownReader](../../api/classes/MarkdownReader.md): `.md`
-- [DocxReader](../../api/classes/DocxReader.md): `.docx`
-- [HTMLReader](../../api/classes/HTMLReader.md): `.htm`, `.html`
-- [ImageReader](../../api/classes/ImageReader.md): `.jpg`, `.jpeg`, `.png`, `.gif`
-
-You can modify the reader three different ways:
-
-- `overrideReader` overrides the reader for all file types, including unsupported ones.
-- `fileExtToReader` maps a reader to a specific file type. Can override reader for existing file types or add support for new file types.
-- `defaultReader` sets a fallback reader for files with unsupported extensions. By default it is `TextFileReader`.
-
-SimpleDirectoryReader supports up to 9 concurrent requests. Use the `numWorkers` option to set the number of concurrent requests. By default it runs in sequential mode, i.e. set to 1.
-
-### Example
-
-<CodeBlock language="ts" showLineNumbers metastring="{8-12,17-21}">
-  {CodeSource2}
-</CodeBlock>
-
-## API Reference
-
-- [SimpleDirectoryReader](../../api/classes/SimpleDirectoryReader.md)

apps/docs/docs/modules/data_loaders/llama_parse/_category_.yml

@@ -1 +0,0 @@
-label: "LlamaParse"

apps/docs/docs/modules/data_stores/_category_.yml

@@ -1,2 +0,0 @@
-label: "Data Stores"
-position: 2

apps/docs/docs/modules/data_stores/chat_stores/_category_.yml

@@ -1 +0,0 @@
-label: "Chat Stores"

apps/docs/docs/modules/data_stores/doc_stores/_category_.yml

@@ -1,2 +0,0 @@
-label: "Document Stores"
-position: 2

apps/docs/docs/modules/data_stores/doc_stores/index.md

@@ -1,14 +0,0 @@
-# Document Stores
-
-Document stores contain ingested document chunks, i.e. [Node](../../documents_and_nodes/index.md)s.
-
-## Available Document Stores
-
-- [SimpleDocumentStore](../../../api/classes/SimpleDocumentStore.md): A simple in-memory document store with support for [persisting](../index.md#local-storage) data to disk.
-- [PostgresDocumentStore](../../../api/classes/PostgresDocumentStore.md): A PostgreSQL document store, see [PostgreSQL Storage](../index.md#postgresql-storage).
-
-Check the [LlamaIndexTS Github](https://github.com/run-llama/LlamaIndexTS) for the most up to date overview of integrations.
-
-## API Reference
-
-- [BaseDocumentStore](../../../api/classes/BaseDocumentStore.md)

apps/docs/docs/modules/data_stores/index.md

@@ -1,56 +0,0 @@
-# Storage
-
-Storage in LlamaIndex.TS works automatically once you've configured a
-`StorageContext` object.
-
-## Local Storage
-
-You can configure the `persistDir` and attach it to an index.
-
-```typescript
-import {
-  Document,
-  VectorStoreIndex,
-  storageContextFromDefaults,
-} from "llamaindex";
-
-const storageContext = await storageContextFromDefaults({
-  persistDir: "./storage",
-});
-
-const document = new Document({ text: "Test Text" });
-const index = await VectorStoreIndex.fromDocuments([document], {
-  storageContext,
-});
-```
-
-## PostgreSQL Storage
-
-You can configure the `schemaName`, `tableName`, `namespace`, and
-`connectionString`. If a `connectionString` is not
-provided, it will use the environment variables `PGHOST`, `PGUSER`,
-`PGPASSWORD`, `PGDATABASE` and `PGPORT`.
-
-```typescript
-import {
-  Document,
-  VectorStoreIndex,
-  PostgresDocumentStore,
-  PostgresIndexStore,
-  storageContextFromDefaults,
-} from "llamaindex";
-
-const storageContext = await storageContextFromDefaults({
-  docStore: new PostgresDocumentStore(),
-  indexStore: new PostgresIndexStore(),
-});
-
-const document = new Document({ text: "Test Text" });
-const index = await VectorStoreIndex.fromDocuments([document], {
-  storageContext,
-});
-```
-
-## API Reference
-
-- [StorageContext](../../api/interfaces/StorageContext.md)

apps/docs/docs/modules/data_stores/index_stores/_category_.yml

@@ -1,2 +0,0 @@
-label: "Index Stores"
-position: 3

apps/docs/docs/modules/data_stores/index_stores/index.md

@@ -1,14 +0,0 @@
-# Index Stores
-
-Index stores are underlying storage components that contain metadata(i.e. information created when indexing) about the [index](../../data_index.md) itself.
-
-## Available Index Stores
-
-- [SimpleIndexStore](../../../api/classes/SimpleIndexStore.md): A simple in-memory index store with support for [persisting](../index.md#local-storage) data to disk.
-- [PostgresIndexStore](../../../api/classes/PostgresIndexStore.md): A PostgreSQL index store, , see [PostgreSQL Storage](../index.md#postgresql-storage).
-
-Check the [LlamaIndexTS Github](https://github.com/run-llama/LlamaIndexTS) for the most up to date overview of integrations.
-
-## API Reference
-
-- [BaseIndexStore](../../../api/classes/BaseIndexStore.md)

apps/docs/docs/modules/data_stores/kv_stores/_category_.yml

@@ -1,2 +0,0 @@
-label: "Key-Value Stores"
-position: 4

apps/docs/docs/modules/data_stores/kv_stores/index.md

@@ -1,14 +0,0 @@
-# Key-Value Stores
-
-Key-Value Stores represent underlying storage components used in [Document Stores](../doc_stores/index.md) and [Index Stores](../index_stores/index.md)
-
-## Available Key-Value Stores
-
-- [SimpleKVStore](../../../api/classes/SimpleKVStore.md): A simple Key-Value store with support of [persisting](../index.md#local-storage) data to disk.
-- [PostgresKVStore](../../../api/classes/PostgresKVStore.md): A PostgreSQL Key-Value store, see [PostgreSQL Storage](../index.md#postgresql-storage).
-
-Check the [LlamaIndexTS Github](https://github.com/run-llama/LlamaIndexTS) for the most up to date overview of integrations.
-
-## API Reference
-
-- [BaseKVStore](../../../api/classes/BaseKVStore.md)

apps/docs/docs/modules/data_stores/vector_stores/_category_.yml

@@ -1,2 +0,0 @@
-label: "Vector Stores"
-position: 1

apps/docs/docs/modules/data_stores/vector_stores/index.md

@@ -1,22 +0,0 @@
-# Vector Stores
-
-Vector stores save embedding vectors of your ingested document chunks.
-
-## Available Vector Stores
-
-Available Vector Stores are shown on the sidebar to the left. Additionally the following integrations exist without separate documentation:
-
-- [SimpleVectorStore](../../../api/classes/SimpleVectorStore.md): A simple in-memory vector store with optional [persistance](../index.md#local-storage) to disk.
-- [AstraDBVectorStore](../../../api/classes/AstraDBVectorStore.md): A cloud-native, scalable Database-as-a-Service built on Apache Cassandra, see [datastax.com](https://www.datastax.com/products/datastax-astra)
-- [ChromaVectorStore](../../../api/classes/ChromaVectorStore.md): An open-source vector database, focused on ease of use and performance, see [trychroma.com](https://www.trychroma.com/)
-- [MilvusVectorStore](../../../api/classes/MilvusVectorStore.md): An open-source, high-performance, highly scalable vector database, see [milvus.io](https://milvus.io/)
-- [MongoDBAtlasVectorSearch](../../../api/classes/MongoDBAtlasVectorSearch.md): A cloud-based vector search solution for MongoDB, see [mongodb.com](https://www.mongodb.com/products/platform/atlas-vector-search)
-- [PGVectorStore](../../../api/classes/PGVectorStore.md): An open-source vector store built on PostgreSQL, see [pgvector Github](https://github.com/pgvector/pgvector)
-- [PineconeVectorStore](../../../api/classes/PineconeVectorStore.md): A managed, cloud-native vector database, see [pinecone.io](https://www.pinecone.io/)
-- [WeaviateVectorStore](../../../api/classes/WeaviateVectorStore.md): An open-source, ai-native vector database, see [weaviate.io](https://weaviate.io/)
-
-Check the [LlamaIndexTS Github](https://github.com/run-llama/LlamaIndexTS) for the most up to date overview of integrations.
-
-## API Reference
-
-- [VectorStoreBase](../../../api/classes/VectorStoreBase.md)

apps/docs/docs/modules/documents_and_nodes/_category_.yml

@@ -1,2 +0,0 @@
-label: "Document / Nodes"
-position: 0

apps/docs/docs/modules/embeddings/_category_.yml

@@ -1,2 +0,0 @@
-label: "Embeddings"
-position: 6

apps/docs/docs/modules/embeddings/available_embeddings/_category_.yml

@@ -1 +0,0 @@
-label: "Available Embeddings"

apps/docs/docs/modules/embeddings/available_embeddings/mistral.md

@@ -1,28 +0,0 @@
-# MistralAI
-
-To use MistralAI embeddings, you need to import `MistralAIEmbedding` from `llamaindex`.
-
-```ts
-import { MistralAIEmbedding, Settings } from "llamaindex";
-
-// Update Embed Model
-Settings.embedModel = new MistralAIEmbedding({
-  apiKey: "<YOUR_API_KEY>",
-});
-
-const document = new Document({ text: essay, id_: "essay" });
-
-const index = await VectorStoreIndex.fromDocuments([document]);
-
-const queryEngine = index.asQueryEngine();
-
-const query = "What is the meaning of life?";
-
-const results = await queryEngine.query({
-  query,
-});
-```
-
-## API Reference
-
-- [MistralAIEmbedding](../../../api/classes/MistralAIEmbedding.md)

apps/docs/docs/modules/embeddings/available_embeddings/openai.md

@@ -1,25 +0,0 @@
-# OpenAI
-
-To use OpenAI embeddings, you need to import `OpenAIEmbedding` from `llamaindex`.
-
-```ts
-import { OpenAIEmbedding, Settings } from "llamaindex";
-
-Settings.embedModel = new OpenAIEmbedding();
-
-const document = new Document({ text: essay, id_: "essay" });
-
-const index = await VectorStoreIndex.fromDocuments([document]);
-
-const queryEngine = index.asQueryEngine();
-
-const query = "What is the meaning of life?";
-
-const results = await queryEngine.query({
-  query,
-});
-```
-
-## API Reference
-
-- [OpenAIEmbedding](../../../api/classes/OpenAIEmbedding.md)

apps/docs/docs/modules/embeddings/index.md

@@ -1,31 +0,0 @@
-# Embedding
-
-The embedding model in LlamaIndex is responsible for creating numerical representations of text. By default, LlamaIndex will use the `text-embedding-ada-002` model from OpenAI.
-
-This can be explicitly updated through `Settings`
-
-```typescript
-import { OpenAIEmbedding, Settings } from "llamaindex";
-
-Settings.embedModel = new OpenAIEmbedding({
-  model: "text-embedding-ada-002",
-});
-```
-
-## Local Embedding
-
-For local embeddings, you can use the [HuggingFace](./available_embeddings/huggingface.md) embedding model.
-
-## Available Embeddings
-
-Most available embeddings are listed in the sidebar on the left.
-Additionally the following integrations exist without separate documentation:
-
-- [ClipEmbedding](../../api/classes/ClipEmbedding.md) using `@xenova/transformers`
-- [FireworksEmbedding](../../api/classes/FireworksEmbedding.md) see [fireworks.ai](https://fireworks.ai/)
-
-Check the [LlamaIndexTS Github](https://github.com/run-llama/LlamaIndexTS) for the most up to date overview of integrations.
-
-## API Reference
-
-- [OpenAIEmbedding](../../api/classes/OpenAIEmbedding.md)

apps/docs/docs/modules/evaluation/_category_.yml

@@ -1,2 +0,0 @@
-label: "Evaluating"
-position: 9

apps/docs/docs/modules/evaluation/modules/_category_.yml

@@ -1 +0,0 @@
-label: "Modules"

apps/docs/docs/modules/ingestion_pipeline/_category_.yml

@@ -1,2 +0,0 @@
-label: "Ingestion Pipeline"
-position: 4

apps/docs/docs/modules/llms/_category_.yml

@@ -1,2 +0,0 @@
-label: "LLMs"
-position: 5

apps/docs/docs/modules/llms/available_llms/_category_.yml

@@ -1 +0,0 @@
-label: "Available LLMs"

apps/docs/docs/modules/node_postprocessors/_category_.yml

@@ -1,2 +0,0 @@
-label: "Node Postprocessors"
-position: 3

apps/docs/docs/modules/prompt/_category_.yml

@@ -1,2 +0,0 @@
-label: "Prompts"
-position: 7

apps/docs/docs/modules/query_engines/_category_.yml

@@ -1,2 +0,0 @@
-label: "Query Engines"
-position: 8

apps/docs/docs/modules/retriever.md

@@ -1,23 +0,0 @@
----
-sidebar_position: 14
----
-
-# Retriever
-
-A retriever in LlamaIndex is what is used to fetch `Node`s from an index using a query string.
-
-- [VectorIndexRetriever](../api/classes/VectorIndexRetriever.md) will fetch the top-k most similar nodes. Ideal for dense retrieval to find most relevant nodes.
-- [SummaryIndexRetriever](../api/classes/SummaryIndexRetriever.md) will fetch all nodes no matter the query. Ideal when complete context is necessary, e.g. analyzing large datasets.
-- [SummaryIndexLLMRetriever](../api/classes/SummaryIndexLLMRetriever.md) utilizes an LLM to score and filter nodes based on relevancy to the query.
-- [KeywordTableLLMRetriever](../api/classes/KeywordTableLLMRetriever.md) uses an LLM to extract keywords from the query and retrieve relevant nodes based on keyword matches.
-- [KeywordTableSimpleRetriever](../api/classes/KeywordTableSimpleRetriever.md) uses a basic frequency-based approach to extract keywords and retrieve nodes.
-- [KeywordTableRAKERetriever](../api/classes/KeywordTableRAKERetriever.md) uses the RAKE (Rapid Automatic Keyword Extraction) algorithm to extract keywords from the query, focusing on co-occurrence and context for keyword-based retrieval.
-
-```typescript
-const retriever = vectorIndex.asRetriever({
-  similarityTopK: 3,
-});
-
-// Fetch nodes!
-const nodesWithScore = await retriever.retrieve({ query: "query string" });
-```

apps/docs/docs/observability/_category_.yml

@@ -1,2 +0,0 @@
-label: Observability
-position: 5

apps/docs/docs/observability/index.md

@@ -1,64 +0,0 @@
-# Observability
-
-LlamaIndex provides **one-click observability** 🔭 to allow you to build principled LLM applications in a production setting.
-
-A key requirement for principled development of LLM applications over your data (RAG systems, agents) is being able to observe, debug, and evaluate
-your system - both as a whole and for each component.
-
-This feature allows you to seamlessly integrate the LlamaIndex library with powerful observability/evaluation tools offered by our partners.
-Configure a variable once, and you'll be able to do things like the following:
-
-- View LLM/prompt inputs/outputs
-- Ensure that the outputs of any component (LLMs, embeddings) are performing as expected
-- View call traces for both indexing and querying
-
-Each provider has similarities and differences. Take a look below for the full set of guides for each one!
-
-- [OpenLLMetry](#openllmetry)
-- [Langtrace](#langtrace)
-
-## OpenLLMetry
-
-[OpenLLMetry](https://github.com/traceloop/openllmetry-js) is an open-source project based on OpenTelemetry for tracing and monitoring
-LLM applications. It connects to [all major observability platforms](https://www.traceloop.com/docs/openllmetry/integrations/introduction) and installs in minutes.
-
-### Usage Pattern
-
-```bash
-npm install @traceloop/node-server-sdk
-```
-
-```js
-import * as traceloop from "@traceloop/node-server-sdk";
-
-traceloop.initialize({
-  apiKey: process.env.TRACELOOP_API_KEY,
-  disableBatch: true,
-});
-```
-
-## Langtrace
-
-Enhance your observability with Langtrace, a robust open-source tool supports OpenTelemetry and is designed to trace, evaluate, and manage LLM applications seamlessly. Langtrace integrates directly with LlamaIndex, offering detailed, real-time insights into performance metrics such as accuracy, evaluations, and latency.
-
-#### Install
-
-- Self-host or sign-up and generate an API key using [Langtrace](https://www.langtrace.ai) Cloud
-
-```bash
-npm install @langtrase/typescript-sdk
-```
-
-#### Initialize
-
-```js
-import * as Langtrace from "@langtrase/typescript-sdk";
-Langtrace.init({ api_key: "<YOUR_API_KEY>" });
-```
-
-Features:
-
-- OpenTelemetry compliant, ensuring broad compatibility with observability platforms.
-- Provides comprehensive logs and detailed traces of all components.
-- Real-time monitoring of accuracy, evaluations, usage, costs, and latency.
-- For more configuration options and details, visit [Langtrace Docs](https://docs.langtrace.ai/introduction).

apps/docs/docs/recipes/_category_.yml

@@ -1,2 +0,0 @@
-label: Recipes
-position: 3

apps/docs/docusaurus.config.js

@@ -1,170 +0,0 @@
-// @ts-check
-// Note: type annotations allow type checking and IDEs autocompletion
-
-// eslint-disable-next-line @typescript-eslint/no-require-imports
-const renderer = require("prism-react-renderer");
-const lightCodeTheme = renderer.themes.github;
-const darkCodeTheme = renderer.themes.dracula;
-
-/** @type {import('@docusaurus/types').Config} */
-const config = {
-  title: "LlamaIndex.TS",
-  tagline: "Unleash the power of LLMs over your data in TypeScript",
-  favicon: "img/favicon.png",
-
-  // Set the production url of your site here
-  url: "https://ts.llamaindex.ai",
-  // Set the /<baseUrl>/ pathname under which your site is served
-  // For GitHub pages deployment, it is often '/<projectName>/'
-  baseUrl: "/",
-
-  // GitHub pages deployment config.
-  // If you aren't using GitHub pages, you don't need these.
-  organizationName: "run-llama", // Usually your GitHub org/user name.
-  projectName: "LlamaIndex.TS", // Usually your repo name.
-
-  onBrokenLinks: "warn",
-  onBrokenMarkdownLinks: "warn",
-
-  presets: [
-    [
-      "@docusaurus/preset-classic",
-      /** @type {import('@docusaurus/preset-classic').Options} */
-      ({
-        docs: {
-          path: "docs",
-          routeBasePath: "/",
-          sidebarPath: require.resolve("./sidebars.js"),
-          // Please change this to your repo.
-          // Remove this to remove the "edit this page" links.
-          // editUrl:
-          //   "https://github.com/facebook/docusaurus/tree/main/packages/create-docusaurus/templates/shared/",
-          remarkPlugins: [
-            // eslint-disable-next-line @typescript-eslint/no-require-imports
-            [require("@docusaurus/remark-plugin-npm2yarn"), { sync: true }],
-          ],
-        },
-        blog: {
-          blogTitle: "LlamaIndexTS blog",
-          blogDescription: "The official blog of LlamaIndexTS",
-          postsPerPage: "ALL",
-        },
-        gtag: {
-          trackingID: "G-NB9B8LW9W5",
-          anonymizeIP: true,
-        },
-      }),
-    ],
-  ],
-
-  themeConfig:
-    /** @type {import('@docusaurus/preset-classic').ThemeConfig} */
-    ({
-      // Replace with your project's social card
-      image: "img/favicon.png", // TODO change this
-      announcementBar: {
-        id: "migrate_to_next",
-        content:
-          'We are migrating to Next.js based documentation. Check it out <a href="https://ts.llamaindex.ai/docs/llamaindex">here</a>!',
-        isCloseable: false,
-      },
-      navbar: {
-        title: "LlamaIndex.TS",
-        logo: {
-          alt: "LlamaIndex.TS",
-          src: "img/favicon.png",
-        },
-        items: [
-          {
-            type: "docSidebar",
-            sidebarId: "mySidebar",
-            position: "left",
-            label: "Docs",
-          },
-          {
-            type: "localeDropdown",
-            position: "left",
-          },
-          { to: "blog", label: "Blog", position: "right" },
-          {
-            href: "https://github.com/run-llama/LlamaIndexTS",
-            label: "GitHub",
-            position: "right",
-          },
-        ],
-      },
-      footer: {
-        style: "dark",
-        links: [
-          {
-            title: "Docs",
-            items: [
-              {
-                label: "API",
-                to: "/api",
-              },
-            ],
-          },
-          {
-            title: "Community",
-            items: [
-              {
-                label: "Discord",
-                href: "https://discord.com/invite/eN6D2HQ4aX",
-              },
-              {
-                label: "Twitter",
-                href: "https://twitter.com/LlamaIndex",
-              },
-            ],
-          },
-          {
-            title: "More",
-            items: [
-              {
-                label: "GitHub",
-                href: "https://github.com/run-llama/LlamaIndexTS",
-              },
-            ],
-          },
-        ],
-        copyright: `Copyright © ${new Date().getFullYear()} LlamaIndex. Built with Docusaurus.`,
-      },
-      prism: {
-        theme: lightCodeTheme,
-        darkTheme: darkCodeTheme,
-      },
-      algolia: {
-        // The application ID provided by Algolia
-        appId: "DYKPM6G4CX",
-
-        // Public API key: it is safe to commit it
-        apiKey: "c4ff3789f20bb72a5d735082aef17719",
-
-        indexName: "ts-llamaindex",
-
-        // Optional: see doc section below
-        contextualSearch: true,
-      },
-    }),
-  plugins: [
-    [
-      "docusaurus-plugin-typedoc",
-      {
-        entryPoints: ["../../packages/llamaindex/src/index.ts"],
-        tsconfig: "../../tsconfig.json",
-        readme: "none",
-        sourceLinkTemplate:
-          "https://github.com/run-llama/LlamaIndexTS/blob/{gitRevision}/{path}#L{line}",
-        sidebar: {
-          position: 6,
-        },
-      },
-    ],
-  ],
-  markdown: {
-    format: "detect",
-  },
-};
-
-module.exports = config;

apps/docs/package.json

@@ -1,57 +0,0 @@
-{
-  "name": "docs",
-  "version": "0.0.122",
-  "private": true,
-  "scripts": {
-    "docusaurus": "docusaurus",
-    "start": "docusaurus start",
-    "build": "docusaurus build",
-    "swizzle": "docusaurus swizzle",
-    "deploy": "docusaurus deploy",
-    "clear": "docusaurus clear",
-    "serve": "docusaurus serve",
-    "write-translations": "docusaurus write-translations",
-    "write-heading-ids": "docusaurus write-heading-ids",
-    "typecheck": "tsc"
-  },
-  "dependencies": {
-    "@docusaurus/core": "3.6.0",
-    "@docusaurus/remark-plugin-npm2yarn": "3.6.0",
-    "@llamaindex/examples": "workspace:*",
-    "@mdx-js/react": "^3.1.0",
-    "clsx": "^2.1.1",
-    "llamaindex": "workspace:*",
-    "postcss": "^8.4.47",
-    "prism-react-renderer": "^2.4.0",
-    "raw-loader": "^4.0.2",
-    "react": "^18.3.1",
-    "react-dom": "18.3.1"
-  },
-  "devDependencies": {
-    "@docusaurus/module-type-aliases": "3.6.0",
-    "@docusaurus/preset-classic": "3.6.0",
-    "@docusaurus/theme-classic": "3.6.0",
-    "@docusaurus/types": "3.6.0",
-    "@tsconfig/docusaurus": "2.0.3",
-    "@types/node": "^22.9.0",
-    "docusaurus-plugin-typedoc": "1.0.5",
-    "typedoc": "0.26.11",
-    "typedoc-plugin-markdown": "4.2.10",
-    "typescript": "^5.6.3"
-  },
-  "browserslist": {
-    "production": [
-      ">0.5%",
-      "not dead",
-      "not op_mini all"
-    ],
-    "development": [
-      "last 1 chrome version",
-      "last 1 firefox version",
-      "last 1 safari version"
-    ]
-  },
-  "engines": {
-    "node": ">=20.0.0"
-  }
-}

apps/docs/sidebars.js

@@ -1,33 +0,0 @@
-/**
- * Creating a sidebar enables you to:
- - create an ordered group of docs
- - render a sidebar for each doc of that group
- - provide next/previous navigation
-
- The sidebars can be generated from the filesystem, or explicitly defined here.
-
- Create as many sidebars as you want.
- */
-
-// @ts-check
-
-/** @type {import('@docusaurus/plugin-content-docs').SidebarsConfig} */
-const sidebars = {
-  // By default, Docusaurus generates a sidebar from the docs folder structure
-  mySidebar: [{ type: "autogenerated", dirName: "." }],
-
-  // But you can create a sidebar manually
-  /*
-  tutorialSidebar: [
-    'intro',
-    'hello',
-    {
-      type: 'category',
-      label: 'Tutorial',
-      items: ['tutorial-basics/create-a-document'],
-    },
-  ],
-   */
-};
-
-module.exports = sidebars;

apps/docs/src/components/HomepageFeatures/index.tsx

@@ -1,62 +0,0 @@
-import clsx from "clsx";
-import React from "react";
-import styles from "./styles.module.css";
-
-type FeatureItem = {
-  title: string;
-  Svg: React.ComponentType<React.ComponentProps<"svg">>;
-  description: JSX.Element;
-};
-
-const FeatureList: FeatureItem[] = [
-  {
-    title: "Data Driven",
-    // eslint-disable-next-line @typescript-eslint/no-require-imports
-    Svg: require("@site/static/img/undraw_docusaurus_mountain.svg").default,
-    description: <>LlamaIndex.TS is all about using your data with LLMs.</>,
-  },
-  {
-    title: "Typescript Native",
-    // eslint-disable-next-line @typescript-eslint/no-require-imports
-    Svg: require("@site/static/img/undraw_docusaurus_tree.svg").default,
-    description: <>We ❤️ Typescript, and so do our users.</>,
-  },
-  {
-    title: "Built by the Community",
-    // eslint-disable-next-line @typescript-eslint/no-require-imports
-    Svg: require("@site/static/img/undraw_docusaurus_react.svg").default,
-    description: (
-      <>
-        LlamaIndex.TS is a community project, and we welcome your contributions!
-      </>
-    ),
-  },
-];
-
-function Feature({ title, Svg, description }: FeatureItem) {
-  return (
-    <div className={clsx("col col--4")}>
-      <div className="text--center">
-        <Svg className={styles.featureSvg} role="img" />
-      </div>
-      <div className="text--center padding-horiz--md">
-        <h3>{title}</h3>
-        <p>{description}</p>
-      </div>
-    </div>
-  );
-}
-
-export default function HomepageFeatures(): JSX.Element {
-  return (
-    <section className={styles.features}>
-      <div className="container">
-        <div className="row">
-          {FeatureList.map((props, idx) => (
-            <Feature key={idx} {...props} />
-          ))}
-        </div>
-      </div>
-    </section>
-  );
-}

apps/docs/src/components/HomepageFeatures/styles.module.css

@@ -1,11 +0,0 @@
-.features {
-  display: flex;
-  align-items: center;
-  padding: 2rem 0;
-  width: 100%;
-}
-
-.featureSvg {
-  height: 200px;
-  width: 200px;
-}

apps/docs/src/css/custom.css

@@ -1,30 +0,0 @@
-/**
- * Any CSS included here will be global. The classic template
- * bundles Infima by default. Infima is a CSS framework designed to
- * work well for content-centric websites.
- */
-
-/* You can override the default Infima variables here. */
-:root {
-  --ifm-color-primary: #2e8555;
-  --ifm-color-primary-dark: #29784c;
-  --ifm-color-primary-darker: #277148;
-  --ifm-color-primary-darkest: #205d3b;
-  --ifm-color-primary-light: #33925d;
-  --ifm-color-primary-lighter: #359962;
-  --ifm-color-primary-lightest: #3cad6e;
-  --ifm-code-font-size: 95%;
-  --docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.1);
-}
-
-/* For readability concerns, you should choose a lighter palette in dark mode. */
-[data-theme="dark"] {
-  --ifm-color-primary: #25c2a0;
-  --ifm-color-primary-dark: #21af90;
-  --ifm-color-primary-darker: #1fa588;
-  --ifm-color-primary-darkest: #1a8870;
-  --ifm-color-primary-light: #29d5b0;
-  --ifm-color-primary-lighter: #32d8b4;
-  --ifm-color-primary-lightest: #4fddbf;
-  --docusaurus-highlighted-code-line-bg: rgba(0, 0, 0, 0.3);
-}

apps/docs/src/pages/index.module.css

@@ -1,23 +0,0 @@
-/**
- * CSS files with the .module.css suffix will be treated as CSS modules
- * and scoped locally.
- */
-
-.heroBanner {
-  padding: 4rem 0;
-  text-align: center;
-  position: relative;
-  overflow: hidden;
-}
-
-@media screen and (max-width: 996px) {
-  .heroBanner {
-    padding: 2rem;
-  }
-}
-
-.buttons {
-  display: flex;
-  align-items: center;
-  justify-content: center;
-}

apps/docs/src/pages/markdown-page.md

@@ -1,7 +0,0 @@
----
-title: Markdown page example
----
-
-# Markdown page example
-
-You don't need React to write simple standalone pages.

apps/docs/static/img/logo.svg

@@ -1,37 +0,0 @@
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-  <g fill="none" fill-rule="evenodd">
-    <path fill="#FFF" d="M99 52h84v34H99z" />
-    <path
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-      fill="#3ECC5F" />
-    <path
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apps/docs/static/img/undraw_docusaurus_mountain.svg

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-  <title>Easy to Use</title>
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-  <path d="M410.74039,545.70532a3.31768,3.31768,0,1,0,0-6.63536,3.41133,3.41133,0,0,0-.42333.04247c-.02655-.09953-.04911-.19907-.077-.29859a3.319,3.319,0,0,0-1.278-6.37923,3.28174,3.28174,0,0,0-2.00122.68742q-.10947-.11346-.22294-.22295a3.282,3.282,0,0,0,.67149-1.98265,3.31768,3.31768,0,0,0-6.37-1.2992,13.27078,13.27078,0,1,0,0,25.54082,3.31768,3.31768,0,0,0,6.37-1.2992,3.282,3.282,0,0,0-.67149-1.98265q.11347-.10947.22294-.22294a3.28174,3.28174,0,0,0,2.00122.68742,3.31768,3.31768,0,0,0,1.278-6.37923c.02786-.0982.05042-.19907.077-.29859a3.41325,3.41325,0,0,0,.42333.04246" transform="translate(-35.5 -118.5)" fill="#44d860" fill-rule="evenodd" />
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-</svg>

apps/docs/tsconfig.json

@@ -1,11 +0,0 @@
-{
-  // This file is not used in compilation. It is here just for a nice editor experience.
-  "extends": "./node_modules/@tsconfig/docusaurus/tsconfig.json",
-  "compilerOptions": {
-    "baseUrl": ".",
-    "composite": true,
-    "incremental": true,
-    "outDir": "./lib",
-    "tsBuildInfoFile": "./lib/.tsbuildinfo"
-  }
-}

apps/docs/turbo.json

@@ -1,8 +0,0 @@
-{
-  "extends": ["//"],
-  "tasks": {
-    "build": {
-      "outputs": ["build/**", ".docusaurus/**"]
-    }
-  }
-}

apps/next/.gitignore

@@ -29,4 +29,5 @@ next-env.d.ts
 
 # build
 /src/content/docs/cloud/api
+/src/content/docs/api
 ./types

apps/next/CHANGELOG.md

@@ -1,5 +1,222 @@
 # @llamaindex/doc
 
+## 0.0.40
+
+### Patch Changes
+
+- Updated dependencies [cb608b5]
+  - @llamaindex/openai@0.1.50
+  - @llamaindex/node-parser@0.0.23
+  - @llamaindex/workflow@0.0.9
+  - @llamaindex/readers@1.0.24
+  - @llamaindex/cloud@2.0.23
+  - @llamaindex/core@0.4.22
+  - llamaindex@0.8.36
+
+## 0.0.39
+
+### Patch Changes
+
+- 6d4d96f: chore: update examples and docs to use unified imports
+- Updated dependencies [15563a0]
+  - @llamaindex/openai@0.1.49
+  - llamaindex@0.8.35
+
+## 0.0.38
+
+### Patch Changes
+
+- Updated dependencies [9f8ad37]
+- Updated dependencies [7265f74]
+  - llamaindex@0.8.34
+  - @llamaindex/openai@0.1.48
+
+## 0.0.37
+
+### Patch Changes
+
+- Updated dependencies [2019a04]
+  - @llamaindex/openai@0.1.47
+  - llamaindex@0.8.33
+
+## 0.0.36
+
+### Patch Changes
+
+- f02621e: Fix internal links between chapters
+- Updated dependencies [34faf48]
+- Updated dependencies [4df1fe6]
+- Updated dependencies [9456616]
+- Updated dependencies [d6c270e]
+- Updated dependencies [1892e1c]
+- Updated dependencies [1931bbc]
+  - llamaindex@0.8.32
+  - @llamaindex/core@0.4.21
+  - @llamaindex/cloud@2.0.22
+  - @llamaindex/openai@0.1.46
+  - @llamaindex/node-parser@0.0.22
+  - @llamaindex/readers@1.0.23
+
+## 0.0.35
+
+### Patch Changes
+
+- Updated dependencies [5dec9f9]
+- Updated dependencies [fd9c829]
+- Updated dependencies [d211b7a]
+- Updated dependencies [0ebbfc1]
+  - @llamaindex/cloud@2.0.21
+  - llamaindex@0.8.31
+  - @llamaindex/core@0.4.20
+  - @llamaindex/node-parser@0.0.21
+  - @llamaindex/openai@0.1.45
+  - @llamaindex/readers@1.0.22
+
+## 0.0.34
+
+### Patch Changes
+
+- Updated dependencies [012495b]
+  - @llamaindex/cloud@2.0.20
+  - llamaindex@0.8.30
+
+## 0.0.33
+
+### Patch Changes
+
+- Updated dependencies [dd596a0]
+  - llamaindex@0.8.29
+
+## 0.0.32
+
+### Patch Changes
+
+- a9b5b99: feat: build api reference pages for new documentation site
+- Updated dependencies [a9b5b99]
+  - @llamaindex/core@0.4.19
+  - @llamaindex/readers@1.0.21
+  - @llamaindex/cloud@2.0.19
+  - llamaindex@0.8.28
+  - @llamaindex/node-parser@0.0.20
+  - @llamaindex/openai@0.1.44
+
+## 0.0.31
+
+### Patch Changes
+
+- Updated dependencies [b504303]
+- Updated dependencies [e0f6cc3]
+- Updated dependencies [a0e6f57]
+  - llamaindex@0.8.27
+  - @llamaindex/core@0.4.18
+  - @llamaindex/cloud@2.0.18
+  - @llamaindex/node-parser@0.0.19
+  - @llamaindex/openai@0.1.43
+  - @llamaindex/readers@1.0.20
+  - @llamaindex/workflow@0.0.8
+
+## 0.0.30
+
+### Patch Changes
+
+- Updated dependencies [3d1808b]
+  - @llamaindex/core@0.4.17
+  - llamaindex@0.8.26
+  - @llamaindex/openai@0.1.42
+  - @llamaindex/cloud@2.0.17
+  - @llamaindex/node-parser@0.0.18
+  - @llamaindex/readers@1.0.19
+
+## 0.0.29
+
+### Patch Changes
+
+- Updated dependencies [7e8230b]
+- Updated dependencies [8be4589]
+  - @llamaindex/readers@1.0.18
+  - @llamaindex/cloud@2.0.16
+  - @llamaindex/core@0.4.16
+  - @llamaindex/node-parser@0.0.17
+  - @llamaindex/openai@0.1.41
+  - @llamaindex/workflow@0.0.7
+  - llamaindex@0.8.25
+
+## 0.0.28
+
+### Patch Changes
+
+- fd38a25: Add vercel tool adapter to use query engine tool
+
+## 0.0.27
+
+### Patch Changes
+
+- Updated dependencies [515f2c1]
+  - llamaindex@0.8.24
+
+## 0.0.26
+
+### Patch Changes
+
+- @llamaindex/cloud@2.0.15
+- @llamaindex/core@0.4.15
+- llamaindex@0.8.23
+- @llamaindex/node-parser@0.0.16
+- @llamaindex/openai@0.1.40
+- @llamaindex/readers@1.0.17
+
+## 0.0.25
+
+### Patch Changes
+
+- Updated dependencies [819af45]
+  - llamaindex@0.8.22
+  - @llamaindex/cloud@2.0.14
+  - @llamaindex/core@0.4.14
+  - @llamaindex/node-parser@0.0.15
+  - @llamaindex/openai@0.1.39
+  - @llamaindex/readers@1.0.16
+
+## 0.0.24
+
+### Patch Changes
+
+- Updated dependencies [83c3897]
+- Updated dependencies [efa2211]
+  - llamaindex@0.8.21
+
+## 0.0.23
+
+### Patch Changes
+
+- Updated dependencies [02b22da]
+  - llamaindex@0.8.20
+
+## 0.0.22
+
+### Patch Changes
+
+- Updated dependencies [90d265c]
+  - @llamaindex/cloud@2.0.13
+  - @llamaindex/core@0.4.13
+  - llamaindex@0.8.19
+  - @llamaindex/node-parser@0.0.14
+  - @llamaindex/readers@1.0.15
+  - @llamaindex/openai@0.1.38
+
+## 0.0.21
+
+### Patch Changes
+
+- Updated dependencies [d17450f]
+- Updated dependencies [ef4f63d]
+  - llamaindex@0.8.18
+  - @llamaindex/core@0.4.12
+  - @llamaindex/cloud@2.0.12
+  - @llamaindex/node-parser@0.0.13
+  - @llamaindex/openai@0.1.37
+  - @llamaindex/readers@1.0.14
+
 ## 0.0.20
 
 ### Patch Changes

apps/next/package.json

@@ -1,6 +1,6 @@
 {
   "name": "@llamaindex/doc",
-  "version": "0.0.20",
+  "version": "0.0.40",
   "private": true,
   "scripts": {
     "build": "pnpm run build:docs && next build",
@@ -8,11 +8,11 @@
     "start": "next start",
     "postdev": "fumadocs-mdx",
     "postbuild": "fumadocs-mdx && tsx scripts/post-build.mts",
-    "build:docs": "node ./scripts/generate-docs.mjs"
+    "build:docs": "cross-env NODE_OPTIONS=\"--max-old-space-size=8192\" typedoc && node ./scripts/generate-docs.mjs"
   },
   "dependencies": {
     "@icons-pack/react-simple-icons": "^10.1.0",
-    "@llamaindex/chat-ui": "0.0.8",
+    "@llamaindex/chat-ui": "0.0.9",
     "@llamaindex/cloud": "workspace:*",
     "@llamaindex/core": "workspace:*",
     "@llamaindex/node-parser": "workspace:*",
@@ -20,31 +20,31 @@
     "@llamaindex/readers": "workspace:*",
     "@llamaindex/workflow": "workspace:*",
     "@mdx-js/mdx": "^3.1.0",
-    "@number-flow/react": "^0.3.0",
+    "@number-flow/react": "^0.3.4",
     "@radix-ui/react-dialog": "^1.1.2",
-    "@radix-ui/react-icons": "^1.3.1",
+    "@radix-ui/react-icons": "^1.3.2",
     "@radix-ui/react-label": "^2.1.0",
     "@radix-ui/react-slider": "^1.2.1",
     "@radix-ui/react-slot": "^1.1.0",
-    "@radix-ui/react-tooltip": "^1.1.3",
+    "@radix-ui/react-tooltip": "^1.1.4",
     "@vercel/functions": "^1.5.0",
-    "ai": "^3.4.31",
+    "ai": "^3.4.33",
     "class-variance-authority": "^0.7.0",
     "clsx": "2.1.1",
-    "foxact": "^0.2.40",
-    "framer-motion": "^11.11.11",
-    "fumadocs-core": "14.2.0",
-    "fumadocs-docgen": "^1.3.1",
-    "fumadocs-mdx": "^11.1.1",
-    "fumadocs-openapi": "^5.5.6",
-    "fumadocs-twoslash": "^2.0.1",
-    "fumadocs-typescript": "^3.0.1",
-    "fumadocs-ui": "14.2.0",
+    "foxact": "^0.2.41",
+    "framer-motion": "^11.11.17",
+    "fumadocs-core": "14.6.0",
+    "fumadocs-docgen": "1.3.2",
+    "fumadocs-mdx": "^11.1.2",
+    "fumadocs-openapi": "^5.8.2",
+    "fumadocs-twoslash": "^2.0.2",
+    "fumadocs-typescript": "^3.0.2",
+    "fumadocs-ui": "14.6.0",
     "hast-util-to-jsx-runtime": "^2.3.2",
     "llamaindex": "workspace:*",
-    "lucide-react": "^0.454.0",
-    "next": "15.0.2",
-    "next-themes": "^0.3.0",
+    "lucide-react": "^0.460.0",
+    "next": "15.0.3",
+    "next-themes": "^0.4.3",
     "react": "^18.3.1",
     "react-dom": "^18.3.1",
     "react-icons": "^5.3.0",
@@ -54,34 +54,39 @@
     "rehype-katex": "^7.0.1",
     "remark-math": "^6.0.0",
     "rimraf": "^6.0.1",
-    "shiki": "^1.22.2",
+    "shiki": "1.23.1",
     "shiki-magic-move": "^0.5.0",
     "swr": "^2.2.5",
     "tailwind-merge": "^2.5.2",
     "tailwindcss-animate": "^1.0.7",
-    "tree-sitter": "^0.22.0",
-    "tree-sitter-typescript": "^0.23.0",
-    "use-stick-to-bottom": "^1.0.41",
-    "web-tree-sitter": "^0.24.3",
+    "tree-sitter": "^0.22.1",
+    "tree-sitter-typescript": "^0.23.2",
+    "use-stick-to-bottom": "^1.0.42",
+    "web-tree-sitter": "^0.24.4",
     "zod": "^3.23.8"
   },
   "devDependencies": {
-    "@next/env": "^15.0.2",
+    "@next/env": "^15.0.3",
     "@types/mdx": "^2.0.13",
     "@types/node": "22.9.0",
     "@types/react": "^18.3.12",
     "@types/react-dom": "^18.3.1",
     "autoprefixer": "^10.4.20",
+    "cross-env": "^7.0.3",
     "fast-glob": "^3.3.2",
     "gray-matter": "^4.0.3",
     "monaco-editor-webpack-plugin": "^7.1.0",
-    "postcss": "^8.4.47",
+    "postcss": "^8.4.49",
+    "raw-loader": "^4.0.2",
     "remark": "^15.0.1",
     "remark-gfm": "^4.0.0",
     "remark-mdx": "^3.1.0",
     "remark-stringify": "^11.0.0",
-    "tailwindcss": "^3.4.14",
+    "tailwindcss": "^3.4.15",
     "tsx": "^4.19.2",
-    "typescript": "^5.6.3"
+    "typedoc": "0.27.4",
+    "typedoc-plugin-markdown": "^4.3.1",
+    "typedoc-plugin-merge-modules": "^6.1.0",
+    "typescript": "^5.7.2"
   }
 }

apps/next/scripts/generate-docs.mjs

@@ -1,8 +1,12 @@
 import * as OpenAPI from "fumadocs-openapi";
+import { generateFiles } from "fumadocs-typescript";
+import fs from "node:fs";
+import * as path from "node:path";
 import { fileURLToPath } from "node:url";
 import { rimrafSync } from "rimraf";
 
 const out = "./src/content/docs/cloud/api";
+const apiRefOut = "./src/content/docs/api";
 
 // clean generated files
 rimrafSync(out, {
@@ -20,3 +24,63 @@ void OpenAPI.generateFiles({
   output: out,
   groupBy: "tag",
 });
+
+void generateFiles({
+  input: ["./src/content/docs/api/**/*.mdx"],
+  output: (file) => path.resolve(path.dirname(file), path.basename(file)),
+  transformOutput,
+});
+
+function transformOutput(filePath, content) {
+  const fileName = path.basename(filePath);
+  let title = fileName.split(".")[0];
+  let pageContent = content;
+  if (title === "index") title = "LlamaIndex API Reference";
+  return `---\ntitle: ${title}\n---\n\n${transformAbsoluteUrl(pageContent, filePath)}`;
+}
+
+/**
+ * Transforms the content by converting relative MDX links to absolute docs API links
+ * Example: [text](../type-aliases/TaskHandler.mdx) -> [text](/docs/api/type-aliases/TaskHandler)
+ * [text](BaseChatEngine.mdx) -> [text](/docs/api/classes/BaseChatEngine)
+ * [text](BaseVectorStore.mdx#constructors) -> [text](/docs/api/classes/BaseVectorStore#constructors)
+ * [text](TaskStep.mdx) -> [text](/docs/api/type-aliases/TaskStep)
+ */
+function transformAbsoluteUrl(content, filePath) {
+  const group = path.dirname(filePath).split(path.sep).pop();
+  return content.replace(
+    /\]\(([^)]+)\.mdx([^)]*)\)/g,
+    (match, slug, anchor) => {
+      const slugParts = slug.split("/");
+      const fileName = slugParts[slugParts.length - 1];
+      const fileGroup = slugParts[slugParts.length - 2] ?? group;
+      const result = ["/docs/api", fileGroup, fileName, anchor]
+        .filter(Boolean)
+        .join("/");
+      return `](${result})`;
+    },
+  );
+}
+
+// append meta.json for API page
+fs.writeFileSync(
+  path.resolve(apiRefOut, "meta.json"),
+  JSON.stringify(
+    {
+      title: "API Reference",
+      description: "LlamaIndex API Reference",
+      root: true,
+      pages: [
+        "index",
+        "classes",
+        "enumerations",
+        "functions",
+        "interfaces",
+        "type-aliases",
+        "variables",
+      ],
+    },
+    null,
+    2,
+  ),
+);

apps/next/src/app/(home)/page.tsx

@@ -76,15 +76,19 @@ export default function HomePage() {
           >
             <MagicMove
               code={[
-                `import { OpenAI } from "llamaindex";
+                `import { OpenAI } from "@llamaindex/openai";
+
 const llm = new OpenAI();
 const response = await llm.complete({ prompt: "How are you?" });`,
-                `import { OpenAI } from "llamaindex";
+                `import { OpenAI } from "@llamaindex/openai";
+
 const llm = new OpenAI();
 const response = await llm.chat({
   messages: [{ content: "Tell me a joke.", role: "user" }],
 });`,
-                `import { OpenAI, ChatMemoryBuffer } from "llamaindex";
+                `import { ChatMemoryBuffer } from "llamaindex";
+import { OpenAI } from "@llamaindex/openai";
+
 const llm = new OpenAI({ model: 'gpt4o-turbo' });
 const buffer = new ChatMemoryBuffer({
   tokenLimit: 128_000,
@@ -94,7 +98,9 @@ const response = await llm.chat({
   messages: buffer.getMessages(),
   stream: true
 });`,
-                `import { OpenAIAgent, ChatMemoryBuffer } from "llamaindex";
+                `import { ChatMemoryBuffer } from "llamaindex";
+import { OpenAIAgent } from "@llamaindex/openai";
+
 const agent = new OpenAIAgent({
   llm,
   tools: [...myTools]

apps/next/src/app/api/chat/route.ts

@@ -1,9 +1,9 @@
-import { llm } from "@/lib/utils";
+import { MockLLM } from "@llamaindex/core/utils";
 import { LlamaIndexAdapter, type Message } from "ai";
 import { Settings, SimpleChatEngine, type ChatMessage } from "llamaindex";
 import { NextResponse, type NextRequest } from "next/server";
 
-Settings.llm = llm;
+Settings.llm = new MockLLM(); // config your LLM here
 
 export async function POST(request: NextRequest) {
   try {

apps/next/src/app/docs/layout.tsx

@@ -1,54 +1,38 @@
 import { baseOptions } from "@/app/layout.config";
 import { AITrigger } from "@/components/ai-chat";
 import { buttonVariants } from "@/components/ui/button";
-import { LEGACY_DOCUMENT_URL } from "@/lib/const";
 import { source } from "@/lib/source";
 import { cn } from "@/lib/utils";
 import "fumadocs-twoslash/twoslash.css";
-import { Banner } from "fumadocs-ui/components/banner";
 import { DocsLayout } from "fumadocs-ui/layouts/docs";
 import { MessageCircle } from "lucide-react";
 import type { ReactNode } from "react";
 
 export default function Layout({ children }: { children: ReactNode }) {
   return (
-    <>
-      <Banner variant="rainbow" id="welcome">
-        Welcome to the new LlamaIndex.TS documentation! 🎉 If you are looking
-        for the old documentation
-        <a
-          className="underline text-blue-500 ml-1"
-          target="_blank"
-          href={LEGACY_DOCUMENT_URL}
-        >
-          check it here
-        </a>
-        .
-      </Banner>
-      <DocsLayout
-        tree={source.pageTree}
-        {...baseOptions}
-        nav={{
-          ...baseOptions.nav,
-          children: (
-            <AITrigger
-              className={cn(
-                buttonVariants({
-                  variant: "secondary",
-                  size: "xs",
-                  className:
-                    "md:flex-1 px-2 ms-2 gap-1.5 text-fd-muted-foreground rounded-full",
-                }),
-              )}
-            >
-              <MessageCircle className="size-3" />
-              Ask LlamaCloud
-            </AITrigger>
-          ),
-        }}
-      >
-        {children}
-      </DocsLayout>
-    </>
+    <DocsLayout
+      tree={source.pageTree}
+      {...baseOptions}
+      nav={{
+        ...baseOptions.nav,
+        children: (
+          <AITrigger
+            className={cn(
+              buttonVariants({
+                variant: "secondary",
+                size: "xs",
+                className:
+                  "md:flex-1 px-2 ms-2 gap-1.5 text-fd-muted-foreground rounded-full",
+              }),
+            )}
+          >
+            <MessageCircle className="size-3" />
+            Ask LlamaCloud
+          </AITrigger>
+        ),
+      }}
+    >
+      {children}
+    </DocsLayout>
   );
 }

apps/next/src/app/global.css

@@ -94,4 +94,33 @@
   body {
     @apply bg-background text-foreground;
   }
+
+  /*
+  * Override default styles for Markdown
+  */
+  .prose
+    :where(blockquote):not(
+      :where([class~="not-prose"], [class~="not-prose"] *)
+    ) {
+    font-style: normal !important;
+  }
+
+  .prose
+    :where(blockquote p:first-of-type):not(
+      :where([class~="not-prose"], [class~="not-prose"] *)
+    ):before {
+    content: none !important;
+  }
+
+  .prose
+    :where(blockquote p:first-of-type):not(
+      :where([class~="not-prose"], [class~="not-prose"] *)
+    ):after {
+    content: none !important;
+  }
+
+  .prose
+    :where(code):not(:where([class~="not-prose"], [class~="not-prose"] *)) {
+    @apply text-blue-600 !important;
+  }
 }

apps/next/src/components/demo/chat/rsc/ai-action.tsx

@@ -1,5 +1,5 @@
-import { llm } from "@/lib/utils";
 import { Markdown } from "@llamaindex/chat-ui/widgets";
+import { MockLLM } from "@llamaindex/core/utils";
 import { generateId, Message } from "ai";
 import { createAI, createStreamableUI, getMutableAIState } from "ai/rsc";
 import { type ChatMessage, Settings, SimpleChatEngine } from "llamaindex";
@@ -11,7 +11,7 @@ type Actions = {
   chat: (message: Message) => Promise<Message & { display: ReactNode }>;
 };
 
-Settings.llm = llm;
+Settings.llm = new MockLLM(); // config your LLM here
 
 export const AI = createAI<ServerState, FrontendState, Actions>({
   initialAIState: [],

apps/next/src/content/docs/llamaindex/examples/agent.mdx

@@ -0,0 +1,12 @@
+---
+title: Agents
+---
+
+A built-in agent that can take decisions and reasoning based on the tools provided to it.
+
+## OpenAI Agent
+
+import { DynamicCodeBlock } from 'fumadocs-ui/components/dynamic-codeblock';
+import CodeSource from "!raw-loader!../../../../../../../examples/agent/openai";
+
+<DynamicCodeBlock lang="ts" code={CodeSource} />

apps/next/src/content/docs/llamaindex/examples/agent_gemini.mdx

@@ -0,0 +1,28 @@
+---
+title: Gemini Agent
+---
+
+import { DynamicCodeBlock } from 'fumadocs-ui/components/dynamic-codeblock';
+import CodeSourceGemini from "!raw-loader!../../../../../../../examples/gemini/agent.ts";
+
+## Installation
+
+import { Tab, Tabs } from "fumadocs-ui/components/tabs";
+
+<Tabs groupId="install" items={["npm", "yarn", "pnpm"]} persist>
+	```shell tab="npm"
+	npm install llamaindex @llamaindex/google
+	```
+
+	```shell tab="yarn"
+	yarn add llamaindex @llamaindex/google
+	```
+
+	```shell tab="pnpm"
+	pnpm add llamaindex @llamaindex/google
+	```
+</Tabs>
+
+## Source 
+
+<DynamicCodeBlock lang="ts" code={CodeSourceGemini} />

apps/next/src/content/docs/llamaindex/examples/chat_engine.mdx

@@ -0,0 +1,10 @@
+---
+title: Chat Engine
+---
+
+import { DynamicCodeBlock } from 'fumadocs-ui/components/dynamic-codeblock';
+import CodeSource from "!raw-loader!../../../../../../../examples/chatEngine";
+
+Chat Engine is a class that allows you to create a chatbot from a retriever. It is a wrapper around a retriever that allows you to chat with it in a conversational manner.
+
+<DynamicCodeBlock lang="ts" code={CodeSource} />

apps/next/src/content/docs/llamaindex/examples/context_aware_agent.mdx

@@ -1,9 +1,7 @@
 ---
-sidebar_position: 14
+title: Context-Aware Agent
 ---
 
-# Context-Aware Agent
-
 The Context-Aware Agent enhances the capabilities of standard LLM agents by incorporating relevant context from a retriever for each query. This allows the agent to provide more informed and specific responses based on the available information.
 
 ## Usage
@@ -14,9 +12,8 @@ Here's a simple example of how to use the Context-Aware Agent:
 import {
   Document,
   VectorStoreIndex,
-  OpenAIContextAwareAgent,
-  OpenAI,
 } from "llamaindex";
+import { OpenAI, OpenAIContextAwareAgent } from "@llamaindex/openai";
 
 async function createContextAwareAgent() {
   // Create and index some documents

apps/next/src/content/docs/llamaindex/examples/local_llm.mdx

@@ -1,4 +1,6 @@
-# Local LLMs
+---
+title: Local LLMs
+---
 
 LlamaIndex.TS supports OpenAI and [other remote LLM APIs](other_llms). You can also run a local LLM on your machine!
 

apps/next/src/content/docs/llamaindex/examples/meta.json

@@ -0,0 +1,15 @@
+{
+  "title": "Examples",
+  "pages": [
+    "more_examples",
+    "chat_engine",
+    "vector_index",
+    "summary_index",
+    "save_load_index",
+    "context_aware_agent",
+    "agent",
+    "agent_gemini",
+    "local_llm",
+    "other_llms"
+  ]
+}

apps/next/src/content/docs/llamaindex/examples/more_examples.mdx

@@ -1,9 +1,7 @@
 ---
-sidebar_position: 1
+title: See all examples
 ---
 
-# See all examples
-
 Our GitHub repository has a wealth of examples to explore and try out. You can check out our [examples folder](https://github.com/run-llama/LlamaIndexTS/tree/main/examples) to see them all at once, or browse the pages in this section for some selected highlights.
 
 ## Check out all examples

apps/next/src/content/docs/llamaindex/examples/other_llms.mdx

@@ -1,18 +1,42 @@
-import CodeBlock from "@theme/CodeBlock";
-import CodeSource from "!raw-loader!../../../../examples/mistral";
+---
+title: Using other LLM APIs
+---
 
-# Using other LLM APIs
+import { DynamicCodeBlock } from 'fumadocs-ui/components/dynamic-codeblock';
+import CodeSource from "!raw-loader!../../../../../../../examples/mistral";
 
 By default LlamaIndex.TS uses OpenAI's LLMs and embedding models, but we support [lots of other LLMs](../modules/llms) including models from Mistral (Mistral, Mixtral), Anthropic (Claude) and Google (Gemini).
 
-If you don't want to use an API at all you can [run a local model](../../examples/local_llm)
+If you don't want to use an API at all you can [run a local model](../../examples/local_llm).
+
+This example runs you through the process of setting up a Mistral model:
+
+
+## Installation
+
+import { Tab, Tabs } from "fumadocs-ui/components/tabs";
+
+<Tabs groupId="install" items={["npm", "yarn", "pnpm"]} persist>
+	```shell tab="npm"
+	npm install llamaindex @llamaindex/mistral
+	```
+
+	```shell tab="yarn"
+	yarn add llamaindex @llamaindex/mistral
+	```
+
+	```shell tab="pnpm"
+	pnpm add llamaindex @llamaindex/mistral
+	```
+</Tabs>
 
 ## Using another LLM
 
 You can specify what LLM LlamaIndex.TS will use on the `Settings` object, like this:
 
 ```typescript
-import { MistralAI, Settings } from "llamaindex";
+import { MistralAI } from "@llamaindex/mistral";
+import { Settings } from "llamaindex";
 
 Settings.llm = new MistralAI({
   model: "mistral-tiny",
@@ -27,7 +51,8 @@ You can see examples of other APIs we support by checking out "Available LLMs" i
 A frequent gotcha when trying to use a different API as your LLM is that LlamaIndex will also by default index and embed your data using OpenAI's embeddings. To completely switch away from OpenAI you will need to set your embedding model as well, for example:
 
 ```typescript
-import { MistralAIEmbedding, Settings } from "llamaindex";
+import { MistralAIEmbedding } from "@llamaindex/mistral";
+import { Settings } from "llamaindex";
 
 Settings.embedModel = new MistralAIEmbedding();
 ```
@@ -38,4 +63,4 @@ We support [many different embeddings](../modules/embeddings).
 
 This example uses Mistral's `mistral-tiny` model as the LLM and Mistral for embeddings as well.
 
-<CodeBlock language="ts">{CodeSource}</CodeBlock>
+<DynamicCodeBlock lang="ts" code={CodeSource} />

apps/next/src/content/docs/llamaindex/examples/save_load_index.mdx

@@ -0,0 +1,8 @@
+---
+title: Save/Load an Index
+---
+
+import { DynamicCodeBlock } from 'fumadocs-ui/components/dynamic-codeblock';
+import CodeSource from "!raw-loader!../../../../../../../examples/storageContext";
+
+<DynamicCodeBlock lang="ts" code={CodeSource} />

apps/next/src/content/docs/llamaindex/examples/summary_index.mdx

@@ -0,0 +1,8 @@
+---
+title: Summary Index
+---
+
+import { DynamicCodeBlock } from 'fumadocs-ui/components/dynamic-codeblock';
+import CodeSource from "!raw-loader!../../../../../../../examples/summaryIndex";
+
+<DynamicCodeBlock lang="ts" code={CodeSource} />

apps/next/src/content/docs/llamaindex/examples/vector_index.mdx

@@ -0,0 +1,8 @@
+---
+title: Vector Index
+---
+
+import { DynamicCodeBlock } from 'fumadocs-ui/components/dynamic-codeblock';
+import CodeSource from "!raw-loader!../../../../../../../examples/vectorIndex";
+
+<DynamicCodeBlock lang="ts" code={CodeSource} />

apps/next/src/content/docs/llamaindex/getting_started/concepts.mdx

@@ -1,9 +1,7 @@
 ---
-sidebar_position: 3
+title: Concepts
 ---
 
-# Concepts
-
 LlamaIndex.TS helps you build LLM-powered applications (e.g. Q&A, chatbot) over custom data.
 
 In this high-level concepts guide, you will learn:
@@ -32,12 +30,12 @@ LlamaIndex.TS help you prepare the knowledge base with a suite of data connector
 
 ![](../_static/concepts/indexing.jpg)
 
-[**Data Loaders**](../modules/data_loaders/index.mdx):
+[**Data Loaders**](/docs/llamaindex/modules/data_loaders/index):
 A data connector (i.e. `Reader`) ingest data from different data sources and data formats into a simple `Document` representation (text and simple metadata).
 
-[**Documents / Nodes**](../modules/documents_and_nodes/index.md): A `Document` is a generic container around any data source - for instance, a PDF, an API output, or retrieved data from a database. A `Node` is the atomic unit of data in LlamaIndex and represents a "chunk" of a source `Document`. It's a rich representation that includes metadata and relationships (to other nodes) to enable accurate and expressive retrieval operations.
+[**Documents / Nodes**](/docs/llamaindex/modules/documents_and_nodes/index): A `Document` is a generic container around any data source - for instance, a PDF, an API output, or retrieved data from a database. A `Node` is the atomic unit of data in LlamaIndex and represents a "chunk" of a source `Document`. It's a rich representation that includes metadata and relationships (to other nodes) to enable accurate and expressive retrieval operations.
 
-[**Data Indexes**](../modules/data_index.md):
+[**Data Indexes**](/docs/llamaindex/modules/data_index):
 Once you've ingested your data, LlamaIndex helps you index data into a format that's easy to retrieve.
 
 Under the hood, LlamaIndex parses the raw documents into intermediate representations, calculates vector embeddings, and stores your data in-memory or to disk.
@@ -60,19 +58,19 @@ These building blocks can be customized to reflect ranking preferences, as well
 
 #### Building Blocks
 
-[**Retrievers**](../modules/retriever.md):
+[**Retrievers**](/docs/llamaindex/modules/retriever):
 A retriever defines how to efficiently retrieve relevant context from a knowledge base (i.e. index) when given a query.
 The specific retrieval logic differs for different indices, the most popular being dense retrieval against a vector index.
 
-[**Response Synthesizers**](../modules/response_synthesizer.md):
+[**Response Synthesizers**](/docs/llamaindex/modules/response_synthesizer):
 A response synthesizer generates a response from an LLM, using a user query and a given set of retrieved text chunks.
 
 #### Pipelines
 
-[**Query Engines**](../modules/query_engines):
+[**Query Engines**](/docs/llamaindex/modules/query_engines):
 A query engine is an end-to-end pipeline that allow you to ask question over your data.
 It takes in a natural language query, and returns a response, along with reference context retrieved and passed to the LLM.
 
-[**Chat Engines**](../modules/chat_engine.md):
+[**Chat Engines**](/docs/llamaindex/modules/chat_engine):
 A chat engine is an end-to-end pipeline for having a conversation with your data
 (multiple back-and-forth instead of a single question & answer).