Release 0.9.3 (#1676)

Co-authored-by: github-actions[bot] <github-actions[bot]@users.noreply.github.com>
Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>

.cjs.swcrc

@@ -0,0 +1,16 @@
+{
+  "jsc": {
+    "parser": {
+      "syntax": "typescript",
+      "decorators": true
+    },
+    "target": "esnext",
+    "transform": {
+      "decoratorVersion": "2022-03"
+    }
+  },
+  "module": {
+    "type": "commonjs",
+    "ignoreDynamic": true
+  }
+}

.eslintrc.js

@@ -1,10 +0,0 @@
-module.exports = {
-  root: true,
-  // This tells ESLint to load the config from the package `eslint-config-custom`
-  extends: ["custom"],
-  settings: {
-    next: {
-      rootDir: ["apps/*/"],
-    },
-  },
-};

.gitattributes

@@ -0,0 +1,2 @@
+examples/readers/data/** binary
+examples/data/** binary

.github/ISSUE_TEMPLATE/bug_report.md

@@ -0,0 +1,46 @@
+---
+name: Bug report
+about: Create a report to help us improve
+title: ""
+labels: bug
+assignees: ""
+---
+
+**Describe the bug**
+A clear and concise description of what the bug is.
+
+**To Reproduce**
+Code to reproduce the behavior:
+
+```ts
+// paste the code here
+```
+
+**Expected behavior**
+A clear and concise description of what you expected to happen.
+
+**Screenshots**
+If applicable, add screenshots to help explain your problem.
+
+**Desktop (please complete the following information):**
+
+- OS: [e.g. macOS, Linux]
+- JS Runtime / Framework / Bundler (select all applicable)
+- [ ] Node.js
+- [ ] Deno
+- [ ] Bun
+- [ ] Next.js
+- [ ] ESBuild
+- [ ] Rollup
+- [ ] Webpack
+- [ ] Turbopack
+- [ ] Vite
+- [ ] Waku
+- [ ] Edge Runtime
+- [ ] AWS Lambda
+- [ ] Cloudflare Worker
+- [ ] Others (please elaborate on this)
+- Version [e.g. 22]
+
+**Additional context**
+Add any other context about the problem here.

.github/ISSUE_TEMPLATE/bugfix.yml

@@ -1,7 +1,6 @@
 name: Bugfix
-title: "Sweep: "
-description: Write something like "We notice ... behavior when ... happens instead of ...""
-labels: sweep
+title: ""
+description: Write something like "We notice ... behavior when ... happens instead of ..." If you would like to use sweep.dev prefix with "Sweep:"
 body:
   - type: textarea
     id: description

.github/ISSUE_TEMPLATE/feature.yml

@@ -1,11 +1,10 @@
 name: Feature Request
-title: "Sweep: "
-description: Write something like "Write an api endpoint that does "..." in the "..." file"
-labels: sweep
+title: ""
+description: Write something like "Write an api endpoint that does "..." in the "..." file". If you would like to use sweep.dev prefix with "Sweep:"
 body:
   - type: textarea
     id: description
     attributes:
       label: Details
-      description: More details for Sweep
+      description: More details
       placeholder: The new endpoint should use the ... class from ... file because it contains ... logic

.github/ISSUE_TEMPLATE/refactor.yml

@@ -1,11 +1,10 @@
 name: Refactor
-title: "Sweep: "
-description: Write something like "Modify the ... api endpoint to use ... version and ... framework"
-labels: sweep
+title: ""
+description: Write something like "Modify the ... api endpoint to use ... version and ... framework" If you would like to use sweep.dev prefix with "Sweep:"
 body:
   - type: textarea
     id: description
     attributes:
       label: Details
-      description: More details for Sweep
+      description: More details
       placeholder: We are migrating this function to ... version because ...

.github/workflows/lint_on_push_or_pull.yml

@@ -12,14 +12,16 @@ jobs:
   lint:
     runs-on: ubuntu-latest
     steps:
-      - name: Checkout code
-        uses: actions/checkout@v2
-
-      - name: Install pnpm
-        run: npm install -g pnpm
-
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v4
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
       - name: Install dependencies
         run: pnpm install
-
       - name: Run lint
         run: pnpm run lint
+      - name: Run Prettier
+        run: pnpm run format

.github/workflows/preview.yml

@@ -0,0 +1,28 @@
+name: Publish Preview
+on: [pull_request]
+
+jobs:
+  pre_release:
+    name: Pre Release
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout Repo
+        uses: actions/checkout@v4
+
+      - uses: pnpm/action-setup@v4
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
+
+      - name: Install dependencies
+        run: pnpm install
+
+      - name: Build
+        run: pnpm run build
+
+      - name: Pre Release
+        run: pnpx pkg-pr-new publish --pnpm ./packages/* ./packages/providers/* ./packages/providers/storage/*

.github/workflows/publish_github.yml

@@ -0,0 +1,37 @@
+name: Publish to GitHub Releases
+
+on:
+  push:
+    tags:
+      - "llamaindex@*"
+
+jobs:
+  build-and-publish:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Repo
+        uses: actions/checkout@v4
+
+      - uses: pnpm/action-setup@v4
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
+
+      - name: Install dependencies
+        run: pnpm install
+
+      - name: Build tarball
+        run: |
+          pnpm pack
+        working-directory: packages/llamaindex
+
+      - name: Create release
+        uses: ncipollo/release-action@v1
+        with:
+          artifacts: "packages/llamaindex/llamaindex-*.tgz"
+          name: Release ${{ github.ref }}
+          bodyFile: "packages/llamaindex/CHANGELOG.md"
+          token: ${{ secrets.GITHUB_TOKEN }}

.github/workflows/release.yml

@@ -0,0 +1,70 @@
+name: Release
+
+on:
+  push:
+    branches:
+      - main
+
+concurrency: ${{ github.workflow }}-${{ github.ref }}
+
+jobs:
+  release:
+    name: Release
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Repo
+        uses: actions/checkout@v4
+
+      - uses: pnpm/action-setup@v4
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
+
+      - name: Install dependencies
+        run: pnpm install
+
+      - name: Add auth token to .npmrc file
+        run: |
+          cat << EOF >> ".npmrc"
+            //registry.npmjs.org/:_authToken=$NPM_TOKEN
+          EOF
+        env:
+          NPM_TOKEN: ${{ secrets.NPM_TOKEN }}
+
+      - name: Get changeset status
+        id: get-changeset-status
+        run: |
+          pnpm changeset status --output .changeset/status.json
+          new_version=$(jq -r '.releases[] | select(.name == "llamaindex") | .newVersion' < .changeset/status.json)
+          rm -v .changeset/status.json
+          echo "new-version=${new_version}" >> "$GITHUB_OUTPUT"
+
+      - name: Create Release Pull Request or Publish to npm
+        id: changesets
+        uses: changesets/action@v1
+        with:
+          commit: Release ${{ steps.get-changeset-status.outputs.new-version }}
+          title: Release ${{ steps.get-changeset-status.outputs.new-version }}
+          # update version PR with the latest changesets
+          version: pnpm new-version
+          # build package and call changeset publish
+          publish: pnpm release
+        env:
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          NPM_TOKEN: ${{ secrets.NPM_TOKEN }}
+
+      # Refs: https://github.com/changesets/changesets/issues/421
+      - name: Update lock file
+        continue-on-error: true
+        run: pnpm install --lockfile-only
+
+      - name: Commit lock file
+        continue-on-error: true
+        uses: stefanzweifel/git-auto-commit-action@v5
+        with:
+          commit_message: "chore: update lock file"
+          branch: changeset-release/main
+          file_pattern: "pnpm-lock.yaml"

.github/workflows/test.yml

@@ -1,24 +1,193 @@
 name: Run Tests
 
-on: [push, pull_request]
+on:
+  push:
+    branches:
+      - main
+  pull_request:
+    branches:
+      - main
+
+concurrency:
+  group: ${{ github.workflow }}-${{ github.ref }}
+  cancel-in-progress: true
+
+env:
+  POSTGRES_HOST_AUTH_METHOD: trust
+  TURBO_TOKEN: ${{ secrets.TURBO_TOKEN }}
+  TURBO_TEAM: ${{ vars.TURBO_TEAM }}
+  TURBO_REMOTE_ONLY: true
 
 jobs:
+  e2e:
+    strategy:
+      fail-fast: false
+      matrix:
+        node-version: [18.x, 20.x, 22.x, 23.x]
+    name: E2E on Node.js ${{ matrix.node-version }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: ankane/setup-postgres@v1
+        with:
+          database: llamaindex_node_test
+          dev-files: true
+      - run: |
+          cd /tmp
+          git clone --branch v0.7.0 https://github.com/pgvector/pgvector.git
+          cd pgvector
+          make
+          sudo make install
+      - uses: pnpm/action-setup@v4
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: ${{ matrix.node-version }}
+          cache: "pnpm"
+      - name: Install dependencies
+        run: pnpm install
+      - name: Run E2E Tests
+        run: pnpm run e2e
+
   test:
+    strategy:
+      fail-fast: false
+      matrix:
+        node-version: [18.x, 20.x, 22.x, 23.x]
+    name: Test on Node.js ${{ matrix.node-version }}
+    runs-on: ubuntu-latest
+    steps:
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v4
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: ${{ matrix.node-version }}
+          cache: "pnpm"
+      - name: Install dependencies
+        run: pnpm install
+      - name: Run tests
+        run: pnpm run test
+  typecheck:
     runs-on: ubuntu-latest
 
     steps:
-      - name: Checkout code
-        uses: actions/checkout@v2
-
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v4
       - name: Setup Node.js
-        uses: actions/setup-node@v2
+        uses: actions/setup-node@v4
         with:
-          node-version: "18"
-
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
       - name: Install dependencies
-        run: |
-          npm i -g pnpm
-          pnpm install
+        run: pnpm install
+      - name: Build
+        run: pnpm run build
+      - name: Run Type Check
+        run: pnpm run type-check
+      - name: Run Circular Dependency Check
+        run: pnpm run circular-check
+  e2e-llamaindex-examples:
+    strategy:
+      fail-fast: false
+      matrix:
+        packages:
+          - cloudflare-worker-agent
+          - nextjs-agent
+          - nextjs-edge-runtime
+          - nextjs-node-runtime
+          - waku-query-engine
+          - llama-parse-browser
+          - vite-import-llamaindex
+    runs-on: ubuntu-latest
+    name: Build LlamaIndex Example (${{ matrix.packages }})
+    steps:
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v4
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
+      - name: Install dependencies
+        run: pnpm install
+      - name: Build llamaindex
+        run: pnpm run build
+      - name: Build ${{ matrix.packages }}
+        run: pnpm run build
+        working-directory: e2e/examples/${{ matrix.packages }}
 
-      - name: Run tests
-        run: pnpm run test
+  size-limit:
+    runs-on: ubuntu-latest
+    if: github.event_name == 'pull_request'
+    name: Size Limit
+    steps:
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v4
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
+      - name: Install dependencies
+        run: pnpm install
+      - name: Build llamaindex
+        run: pnpm run build
+      - uses: andresz1/size-limit-action@94bc357df29c36c8f8d50ea497c3e225c3c95d1d
+        with:
+          github_token: ${{ secrets.GITHUB_TOKEN }}
+          directory: e2e/examples/vite-import-llamaindex
+          skip_step: "install"
+          build_script: build
+          package_manager: pnpm
+
+  typecheck-examples:
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v4
+      - uses: pnpm/action-setup@v4
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version-file: ".nvmrc"
+          cache: "pnpm"
+      - name: Install dependencies
+        run: pnpm install
+      - name: Build
+        run: pnpm run build
+      - name: Copy examples
+        run: rsync -rv --exclude=node_modules ./examples ${{ runner.temp }}
+      - name: Pack packages
+        run: |
+          for dir in packages/*; do
+            if [ -d "$dir" ] && [ -f "$dir/package.json" ] && [[ ! "$dir" =~ autotool ]]; then
+              echo "Packing $dir"
+              pnpm pack --pack-destination ${{ runner.temp }} -C $dir
+            else
+              echo "Skipping $dir, no package.json found"
+            fi
+          done
+      - name: Pack provider packages
+        run: |
+          for dir in packages/providers/* packages/providers/storage/*; do
+            if [ -d "$dir" ] && [ -f "$dir/package.json" ]; then
+              echo "Packing $dir"
+              pnpm pack --pack-destination ${{ runner.temp }} -C $dir
+            else
+              echo "Skipping $dir, no package.json found"
+            fi
+          done
+      - name: Install
+        run: npm add ${{ runner.temp }}/*.tgz
+        working-directory: ${{ runner.temp }}/examples
+      - name: Run Type Check
+        run: npx tsc --project ./tsconfig.json
+        working-directory: ${{ runner.temp }}/examples
+      - uses: actions/upload-artifact@v4
+        if: failure()
+        with:
+          name: build-dist
+          path: |
+            ${{ runner.temp }}/*.tgz
+          if-no-files-found: error

.gitignore

@@ -37,6 +37,17 @@ yarn-error.log*
 .vercel
 
 dist/
+lib/
 
-# vs code
-.vscode/launch.json
+.cache
+test-results/
+playwright-report/
+blob-report/
+playwright/.cache/
+.tsbuildinfo
+
+# intellij
+**/.idea
+
+# generated API
+packages/cloud/src/client

.husky/pre-commit

@@ -1,5 +1 @@
-#!/usr/bin/env sh
-. "$(dirname -- "$0")/_/husky.sh"
-
-pnpm lint
-npx lint-staged
+pnpm run lint-staged

.husky/pre-push

@@ -1,4 +0,0 @@
-#!/usr/bin/env sh
-. "$(dirname -- "$0")/_/husky.sh"
-
-pnpm test

.npmrc

@@ -1 +1,5 @@
 auto-install-peers = true
+enable-pre-post-scripts = true
+prefer-workspace-packages = true
+save-workspace-protocol = true
+link-workspace-packages = true

.nvmrc

@@ -0,0 +1 @@
+20

.prettierignore

@@ -0,0 +1,9 @@
+apps/docs/i18n
+apps/docs/docs/api
+pnpm-lock.yaml
+lib/
+dist/
+.docusaurus/
+.source/
+# prttier doesn't support mdx3 we are using
+*.mdx

.swcrc

@@ -0,0 +1,12 @@
+{
+  "jsc": {
+    "parser": {
+      "syntax": "typescript",
+      "decorators": true
+    },
+    "target": "esnext",
+    "transform": {
+      "decoratorVersion": "2022-03"
+    }
+  }
+}

.vscode/launch.json

@@ -0,0 +1,18 @@
+{
+  // Use IntelliSense to learn about possible attributes.
+  // Hover to view descriptions of existing attributes.
+  // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387
+  "version": "0.2.0",
+  "configurations": [
+    {
+      "type": "node",
+      "request": "launch",
+      "name": "Debug Example",
+      "skipFiles": ["<node_internals>/**"],
+      "runtimeExecutable": "pnpm",
+      "console": "integratedTerminal",
+      "cwd": "${workspaceFolder}/examples",
+      "runtimeArgs": ["npx", "tsx", "${file}"]
+    }
+  ]
+}

.vscode/ltex.dictionary.en-US.txt

@@ -0,0 +1 @@
+LlamaIndexTS

.vscode/settings.json

@@ -4,5 +4,16 @@
   "editor.defaultFormatter": "esbenp.prettier-vscode",
   "[xml]": {
     "editor.defaultFormatter": "redhat.vscode-xml"
-  }
+  },
+  "[python]": {
+    "editor.defaultFormatter": "ms-python.black-formatter"
+  },
+  "[jsonc]": {
+    "editor.defaultFormatter": "esbenp.prettier-vscode"
+  },
+  "[json]": {
+    "editor.defaultFormatter": "esbenp.prettier-vscode"
+  },
+  "prettier.prettierPath": "./node_modules/prettier",
+  "prettier.configPath": "prettier.config.mjs"
 }

CONTRIBUTING.md

@@ -2,79 +2,71 @@
 
 ## Structure
 
-This is a monorepo built with Turborepo
+LlamaIndex.TS uses pnpm monorepo.
 
-Right now there are two packages of importance:
+We recommend you to understand the basics of Node.js, TypeScript, pnpm, and of course, LLM before contributing.
 
-packages/core which is the main NPM library llamaindex
+There are some important folders in the repository:
 
-apps/simple is where the demo code lives
-
-### Turborepo docs
-
-You can checkout how Turborepo works using the default [README-turborepo.md](/README-turborepo.md)
+- `packages/*`: Contains the source code of the packages. Each package is a separate npm package.
+  - `llamaindex`: The starter package for LlamaIndex.TS, which contains the all sub-packages.
+  - `core`: The core package of LlamaIndex.TS, which contains the abstract classes and interfaces. It is designed for
+    all JS runtime environments.
+  - `env`: The environment package of LlamaIndex.TS, which contains the environment-specific classes and interfaces. It
+    includes compatibility layers for Node.js, Deno, Vercel Edge Runtime, Cloudflare Workers...
+- `apps/*`: The applications based on LlamaIndex.TS.
+  - `next`: Our documentation website based on Next.js.
+- `examples`: The code examples of LlamaIndex.TS using Node.js.
 
 ## Getting Started
 
-Install NodeJS. Preferably v18 using nvm or n.
-
-Inside the LlamaIndexTS directory:
+Make sure you have Node.js LIS (Long-term Support) installed. You can check your Node.js version by running:
 
+```shell
+node -v
+# v20.x.x
 ```
-npm i -g pnpm ts-node
+
+### Use pnpm
+
+```shell
+corepack enable
+```
+
+### Install dependencies
+
+```shell
 pnpm install
 ```
 
-Note: we use pnpm in this repo, which has a lot of the same functionality and CLI options as npm but it does do some things better in a monorepo, like centralizing dependencies and caching.
+### Build the packages
 
-PNPM's has documentation on its [workspace feature](https://pnpm.io/workspaces) and Turborepo had some [useful documentation also](https://turbo.build/repo/docs/core-concepts/monorepos/running-tasks).
-
-### Running Typescript
-
-When we publish to NPM we will have a tsc compiled version of the library in JS. For now, the easiest thing to do is use ts-node.
-
-### Test cases
-
-To run them, run
-
-```
-pnpm run test
-```
-
-To write new test cases write them in [packages/core/src/tests](/packages/core/src/tests)
-
-We use Jest https://jestjs.io/ to write our test cases. Jest comes with a bunch of built in assertions using the expect function: https://jestjs.io/docs/expect
-
-### Demo applications
-
-There is an existing ["simple"](/apps/simple/README.md) demos folder with mainly NodeJS scripts. Feel free to add additional demos to that folder. If you would like to try out your changes in the core package with a new demo, you need to run the build command in the README.
-
-You can create new demo applications in the apps folder. Just run pnpm init in the folder after you create it to create its own package.json
-
-### Installing packages
-
-To install packages for a specific package or demo application, run
-
-```
-pnpm add [NPM Package] --filter [package or application i.e. core or simple]
-```
-
-To install packages for every package or application run
-
-```
-pnpm add -w [NPM Package]
+```shell
+# Build all packages
+turbo build --filter "./packages/*"
 ```
 
 ### Docs
 
-To contribute to the docs, go to the docs website folder and run the Docusaurus instance.
+See the [docs](./apps/next/README.md) for more information.
 
-```bash
-cd apps/docs
-pnpm install
-pnpm start
+## Changeset
+
+We use [changesets](https://github.com/changesets/changesets) for managing versions and changelogs. To create a new
+changeset, run in the root folder:
+
+```
+pnpm changeset
 ```
 
-That should start a webserver which will serve the docs on https://localhost:3000
+Please send a descriptive changeset for each PR.
 
-Any changes you make should be reflected in the browser. If you need to regenerate the API docs and find that your TSDoc isn't getting the updates, feel free to remove apps/docs/api. It will automatically regenerate itself when you run pnpm start again.
+## Publishing (maintainers only)
+
+The [Release Github Action](.github/workflows/release.yml) is automatically generating and updating a
+PR called "Release {version}".
+
+This PR will update the `package.json` and `CHANGELOG.md` files of each package according to
+the current changesets in the [.changeset](.changeset) folder.
+
+If this PR is merged it will automatically add version tags to the repository and publish the updated packages to NPM.

README-turborepo.md

@@ -1,81 +0,0 @@
-# Turborepo starter
-
-This is an official starter Turborepo.
-
-## Using this example
-
-Run the following command:
-
-```sh
-npx create-turbo@latest
-```
-
-## What's inside?
-
-This Turborepo includes the following packages/apps:
-
-### Apps and Packages
-
-- `docs`: a [Next.js](https://nextjs.org/) app
-- `web`: another [Next.js](https://nextjs.org/) app
-- `ui`: a stub React component library shared by both `web` and `docs` applications
-- `eslint-config-custom`: `eslint` configurations (includes `eslint-config-next` and `eslint-config-prettier`)
-- `tsconfig`: `tsconfig.json`s used throughout the monorepo
-
-Each package/app is 100% [TypeScript](https://www.typescriptlang.org/).
-
-### Utilities
-
-This Turborepo has some additional tools already setup for you:
-
-- [TypeScript](https://www.typescriptlang.org/) for static type checking
-- [ESLint](https://eslint.org/) for code linting
-- [Prettier](https://prettier.io) for code formatting
-
-### Build
-
-To build all apps and packages, run the following command:
-
-```
-cd my-turborepo
-pnpm build
-```
-
-### Develop
-
-To develop all apps and packages, run the following command:
-
-```
-cd my-turborepo
-pnpm dev
-```
-
-### Remote Caching
-
-Turborepo can use a technique known as [Remote Caching](https://turbo.build/repo/docs/core-concepts/remote-caching) to share cache artifacts across machines, enabling you to share build caches with your team and CI/CD pipelines.
-
-By default, Turborepo will cache locally. To enable Remote Caching you will need an account with Vercel. If you don't have an account you can [create one](https://vercel.com/signup), then enter the following commands:
-
-```
-cd my-turborepo
-npx turbo login
-```
-
-This will authenticate the Turborepo CLI with your [Vercel account](https://vercel.com/docs/concepts/personal-accounts/overview).
-
-Next, you can link your Turborepo to your Remote Cache by running the following command from the root of your Turborepo:
-
-```
-npx turbo link
-```
-
-## Useful Links
-
-Learn more about the power of Turborepo:
-
-- [Tasks](https://turbo.build/repo/docs/core-concepts/monorepos/running-tasks)
-- [Caching](https://turbo.build/repo/docs/core-concepts/caching)
-- [Remote Caching](https://turbo.build/repo/docs/core-concepts/remote-caching)
-- [Filtering](https://turbo.build/repo/docs/core-concepts/monorepos/filtering)
-- [Configuration Options](https://turbo.build/repo/docs/reference/configuration)
-- [CLI Usage](https://turbo.build/repo/docs/reference/command-line-reference)

README.md

@@ -1,67 +1,80 @@
-# LlamaIndex.TS
+<p align="center">
+  <img height="100" width="100" alt="LlamaIndex logo" src="https://ts.llamaindex.ai/square.svg" />
+</p>
+<h1 align="center">LlamaIndex.TS</h1>
+<h3 align="center">
+  Data framework for your LLM application.
+</h3>
 
-LlamaIndex is a data framework for your LLM application.
+[![NPM Version](https://img.shields.io/npm/v/llamaindex)](https://www.npmjs.com/package/llamaindex)
+[![NPM License](https://img.shields.io/npm/l/llamaindex)](https://www.npmjs.com/package/llamaindex)
+[![NPM Downloads](https://img.shields.io/npm/dm/llamaindex)](https://www.npmjs.com/package/llamaindex)
+[![Discord](https://img.shields.io/discord/1059199217496772688)](https://discord.com/invite/eN6D2HQ4aX)
 
-Use your own data with large language models (LLMs, OpenAI ChatGPT and others) in Typescript and Javascript.
+Use your own data with large language models (LLMs, OpenAI ChatGPT and others) in JS runtime environments with TypeScript support.
 
 Documentation: https://ts.llamaindex.ai/
 
+Try examples online:
+
+[![Open in Stackblitz](https://developer.stackblitz.com/img/open_in_stackblitz.svg)](https://stackblitz.com/github/run-llama/LlamaIndexTS/tree/main/examples)
+
 ## What is LlamaIndex.TS?
 
 LlamaIndex.TS aims to be a lightweight, easy to use set of libraries to help you integrate large language models into your applications with your own data.
 
-## Getting started with an example:
+## Compatibility
 
-LlamaIndex.TS requries Node v18 or higher. You can download it from https://nodejs.org or use https://nvm.sh (our preferred option).
+### Multiple JS Environment Support
 
-In a new folder:
+LlamaIndex.TS supports multiple JS environments, including:
 
-```bash
-export OPENAI_API_KEY="sk-......" # Replace with your key from https://platform.openai.com/account/api-keys
-pnpm init
-pnpm install typescript
-pnpm exec tsc --init # if needed
+- Node.js >= 20 ✅
+- Deno ✅
+- Bun ✅
+- Nitro ✅
+- Vercel Edge Runtime ✅ (with some limitations)
+- Cloudflare Workers ✅ (with some limitations)
+
+For now, browser support is limited due to the lack of support for [AsyncLocalStorage-like APIs](https://github.com/tc39/proposal-async-context)
+
+### Supported LLMs:
+
+- OpenAI LLms
+- Anthropic LLms
+- Groq LLMs
+- Llama2, Llama3, Llama3.1 LLMs
+- MistralAI LLMs
+- Fireworks LLMs
+- DeepSeek LLMs
+- ReplicateAI LLMs
+- TogetherAI LLMs
+- HuggingFace LLms
+- DeepInfra LLMs
+- Gemini LLMs
+
+## Getting started
+
+```shell
+npm install llamaindex
 pnpm install llamaindex
-pnpm install @types/node
+yarn add llamaindex
 ```
 
-Create the file example.ts
+### Setup in Node.js, Deno, Bun, TypeScript...?
 
-```ts
-// example.ts
-import fs from "fs/promises";
-import { Document, VectorStoreIndex } from "llamaindex";
+See our official document: <https://ts.llamaindex.ai/docs/llamaindex/getting_started/>
 
-async function main() {
-  // Load essay from abramov.txt in Node
-  const essay = await fs.readFile(
-    "node_modules/llamaindex/examples/abramov.txt",
-    "utf-8",
-  );
+### Adding provider packages
 
-  // Create Document object with essay
-  const document = new Document({ text: essay });
+In most cases, you'll also need to install provider packages to use LlamaIndexTS. These are for adding AI models, file readers for ingestion or storing documents, e.g. in vector databases.
 
-  // Split text and create embeddings. Store them in a VectorStoreIndex
-  const index = await VectorStoreIndex.fromDocuments([document]);
+For example, to use the OpenAI LLM, you would install the following package:
 
-  // Query the index
-  const queryEngine = index.asQueryEngine();
-  const response = await queryEngine.query(
-    "What did the author do in college?",
-  );
-
-  // Output response
-  console.log(response.toString());
-}
-
-main();
-```
-
-Then you can run it using
-
-```bash
-pnpx ts-node example.ts
+```shell
+npm install @llamaindex/openai
+pnpm install @llamaindex/openai
+yarn add @llamaindex/openai
 ```
 
 ## Playground
@@ -70,50 +83,25 @@ Check out our NextJS playground at https://llama-playground.vercel.app/. The sou
 
 ## Core concepts for getting started:
 
-- [Document](/packages/core/src/Node.ts): A document represents a text file, PDF file or other contiguous piece of data.
+- [Document](/packages/llamaindex/src/Node.ts): A document represents a text file, PDF file or other contiguous piece of data.
 
-- [Node](/packages/core/src/Node.ts): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM.
+- [Node](/packages/llamaindex/src/Node.ts): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM.
 
-- [Embedding](/packages/core/src/Embedding.ts): Embeddings are sets of floating point numbers which represent the data in a Node. By comparing the similarity of embeddings, we can derive an understanding of the similarity of two pieces of data. One use case is to compare the embedding of a question with the embeddings of our Nodes to see which Nodes may contain the data needed to answer that quesiton.
+- [Embedding](/packages/llamaindex/src/embeddings/OpenAIEmbedding.ts): Embeddings are sets of floating point numbers which represent the data in a Node. By comparing the similarity of embeddings, we can derive an understanding of the similarity of two pieces of data. One use case is to compare the embedding of a question with the embeddings of our Nodes to see which Nodes may contain the data needed to answer that question. Because the default service context is OpenAI, the default embedding is `OpenAIEmbedding`. If using different models, say through Ollama, use this [Embedding](/packages/llamaindex/src/embeddings/OllamaEmbedding.ts) (see all [here](/packages/llamaindex/src/embeddings)).
 
-- [Indices](/packages/core/src/indices/): Indices store the Nodes and the embeddings of those nodes. QueryEngines retrieve Nodes from these Indices using embedding similarity.
+- [Indices](/packages/llamaindex/src/indices/): Indices store the Nodes and the embeddings of those nodes. QueryEngines retrieve Nodes from these Indices using embedding similarity.
 
-- [QueryEngine](/packages/core/src/QueryEngine.ts): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected Nodes from your Index to give the LLM the context it needs to answer your query.
+- [QueryEngine](/packages/llamaindex/src/engines/query/RetrieverQueryEngine.ts): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected Nodes from your Index to give the LLM the context it needs to answer your query. To build a query engine from your Index (recommended), use the [`asQueryEngine`](/packages/llamaindex/src/indices/BaseIndex.ts) method on your Index. See all query engines [here](/packages/llamaindex/src/engines/query).
 
-- [ChatEngine](/packages/core/src/ChatEngine.ts): A ChatEngine helps you build a chatbot that will interact with your Indices.
+- [ChatEngine](/packages/llamaindex/src/engines/chat/SimpleChatEngine.ts): A ChatEngine helps you build a chatbot that will interact with your Indices. See all chat engines [here](/packages/llamaindex/src/engines/chat).
 
-- [SimplePrompt](/packages/core/src/Prompt.ts): A simple standardized function call definition that takes in inputs and formats them in a template literal. SimplePrompts can be specialized using currying and combined using other SimplePrompt functions.
-
-## Note: NextJS:
-
-If you're using NextJS App Router, you'll need to use the NodeJS runtime (default) and add the follow config to your next.config.js to have it use imports/exports in the same way Node does.
-
-```js
-export const runtime = "nodejs"; // default
-```
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Puts pdf-parse in actual NodeJS mode with NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```
-
-## Supported LLMs:
-
-- OpenAI GPT-3.5-turbo and GPT-4
-- Anthropic Claude Instant and Claude 2
-- Llama2 Chat LLMs (70B, 13B, and 7B parameters)
+- [SimplePrompt](/packages/llamaindex/src/Prompt.ts): A simple standardized function call definition that takes in inputs and formats them in a template literal. SimplePrompts can be specialized using currying and combined using other SimplePrompt functions.
 
 ## Contributing:
 
-We are in the very early days of LlamaIndex.TS. If you’re interested in hacking on it with us check out our [contributing guide](/CONTRIBUTING.md)
+Please see our [contributing guide](CONTRIBUTING.md) for more information.
+You are highly encouraged to contribute to LlamaIndex.TS!
 
-## Bugs? Questions?
+## Community
 
 Please join our Discord! https://discord.com/invite/eN6D2HQ4aX

apps/docs/.gitignore

@@ -1,20 +0,0 @@
-# Dependencies
-/node_modules
-
-# Production
-/build
-
-# Generated files
-.docusaurus
-.cache-loader
-
-# 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/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/docs/.gitignore

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

apps/docs/docs/end_to_end.md

@@ -1,45 +0,0 @@
----
-sidebar_position: 4
----
-
-# End to End Examples
-
-We include several end-to-end examples using LlamaIndex.TS in the repository
-
-Check out the examples below or try them out and complete them in minutes with interactive Github Codespace tutorials provided by Dev-Docs [here](https://codespaces.new/team-dev-docs/lits-dev-docs-playground?devcontainer_path=.devcontainer%2Fjavascript_ltsquickstart%2Fdevcontainer.json):
-
-## [Chat Engine](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/chatEngine.ts)
-
-Read a file and chat about it with the LLM.
-
-## [Vector Index](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/vectorIndex.ts)
-
-Create a vector index and query it. The vector index will use embeddings to fetch the top k most relevant nodes. By default, the top k is 2.
-
-## [Summary Index](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/summaryIndex.ts)
-
-Create a list index and query it. This example also use the `LLMRetriever`, which will use the LLM to select the best nodes to use when generating answer.
-
-## [Save / Load an Index](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/storageContext.ts)
-
-Create and load a vector index. Persistance to disk in LlamaIndex.TS happens automatically once a storage context object is created.
-
-## [Customized Vector Index](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/vectorIndexCustomize.ts)
-
-Create a vector index and query it, while also configuring the the `LLM`, the `ServiceContext`, and the `similarity_top_k`.
-
-## [OpenAI LLM](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/openai.ts)
-
-Create an OpenAI LLM and directly use it for chat.
-
-## [Llama2 DeuceLLM](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/llamadeuce.ts)
-
-Create a Llama-2 LLM and directly use it for chat.
-
-## [SubQuestionQueryEngine](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/subquestion.ts)
-
-Uses the `SubQuestionQueryEngine`, which breaks complex queries into multiple questions, and then aggreates a response across the answers to all sub-questions.
-
-## [Low Level Modules](https://github.com/run-llama/LlamaIndexTS/blob/main/apps/simple/lowlevel.ts)
-
-This example uses several low-level components, which removes the need for an actual query engine. These components can be used anywhere, in any application, or customized and sub-classed to meet your own needs.

apps/docs/docs/environments.md

@@ -1,29 +0,0 @@
----
-sidebar_position: 5
----
-
-# Environments
-
-LlamaIndex currently officially supports NodeJS 18 and NodeJS 20.
-
-## NextJS App Router
-
-If you're using NextJS App Router route handlers/serverless functions, you'll need to use the NodeJS mode:
-
-```js
-export const runtime = "nodejs"; // default
-```
-
-and you'll need to add an exception for pdf-parse in your next.config.js
-
-```js
-// next.config.js
-/** @type {import('next').NextConfig} */
-const nextConfig = {
-  experimental: {
-    serverComponentsExternalPackages: ["pdf-parse"], // Puts pdf-parse in actual NodeJS mode with NextJS App Router
-  },
-};
-
-module.exports = nextConfig;
-```

apps/docs/docs/installation.md

@@ -1,25 +0,0 @@
----
-sidebar_position: 1
----
-
-# Installation and Setup
-
-## Installation from NPM
-
-Make sure you have NodeJS v18 or higher.
-
-```bash npm2yarn
-npm install llamaindex
-```
-
-## Environment variables
-
-Our examples use OpenAI by default. You'll need to set up your Open AI key like so:
-
-```bash
-export OPENAI_API_KEY="sk-......" # Replace with your key from https://platform.openai.com/account/api-keys
-```
-
-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.

apps/docs/docs/introduction.md

@@ -1,56 +0,0 @@
----
-sidebar_position: 0
-slug: /
----
-
-# What is LlamaIndex.TS?
-
-LlamaIndex.TS is a data framework for LLM applications to ingest, structure, and access private or domain-specific data. While a python package is also available (see [here](https://gpt-index.readthedocs.io/en/latest/)), LlamaIndex.TS offers core features in a simple package, optimized for usage with TypeScript.
-
-## 🚀 Why LlamaIndex.TS?
-
-At their core, 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. Unfortunately, that data can be distributed across siloed applications and data stores. It's behind APIs, in SQL databases, or trapped in PDFs and slide decks.
-
-That's where **LlamaIndex.TS** comes in.
-
-## 🦙 How can LlamaIndex.TS help?
-
-LlamaIndex.TS provides the following tools:
-
-- **Data loading** ingest your existing `.txt`, `.pdf`, `.csv`, `.md` and `.docx` data directly
-- **Data indexes** structure your data in intermediate representations that are easy and performant for LLMs to consume.
-- **Engines** provide natural language access to your data. For example:
-  - Query engines are powerful retrieval interfaces for knowledge-augmented output.
-  - Chat engines are conversational interfaces for multi-message, "back and forth" interactions with your data.
-
-## 👨‍👩‍👧‍👦 Who is LlamaIndex for?
-
-LlamaIndex.TS provides a core set of tools, essential for anyone building LLM apps with JavaScript and TypeScript.
-
-Our high-level API allows beginner users to use LlamaIndex.TS to ingest and query their data.
-
-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](./installation.md) and a [Starter Tutorial](./starter.md) to build your first application.
-
-Once you're up and running, [High-Level Concepts](./concepts.md) has an overview of LlamaIndex's modular architecture. For more hands-on practical examples, look through our [End-to-End Tutorials](./end_to_end.md).
-
-## 🗺️ 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/high_level/_category_.yml

@@ -1 +0,0 @@
-label: High-Level Modules

apps/docs/docs/modules/high_level/chat_engine.md

@@ -1,20 +0,0 @@
----
-sidebar_position: 4
----
-
-# ChatEngine
-
-The chat engine is a quick and simple way to chat with the data in your index.
-
-```typescript
-const retriever = index.asRetriever();
-const chatEngine = new ContextChatEngine({ retriever });
-
-// start chatting
-const response = await chatEngine.chat(query);
-```
-
-## Api References
-
-- [ContextChatEngine](../../api/classes/ContextChatEngine.md)
-- [CondenseQuestionChatEngine](../../api/classes/ContextChatEngine.md)

apps/docs/docs/modules/high_level/data_loader.md

@@ -1,17 +0,0 @@
----
-sidebar_position: 1
----
-
-# Reader / Loader
-
-LlamaIndex.TS supports easy loading of files from folders using the `SimpleDirectoryReader` class. Currently, `.txt`, `.pdf`, `.csv`, `.md` and `.docx` files are supported, with more planned in the future!
-
-```typescript
-import { SimpleDirectoryReader } from "llamaindex";
-
-documents = new SimpleDirectoryReader().loadData("./data");
-```
-
-## API Reference
-
-- [SimpleDirectoryReader](../../api/classes/SimpleDirectoryReader.md)

apps/docs/docs/modules/index.md

@@ -1,31 +0,0 @@
-# Core Modules
-
-LlamaIndex.TS offers several core modules, seperated into high-level modules for quickly getting started, and low-level modules for customizing key components as you need.
-
-## High-Level Modules
-
-- [**Document**](./high_level/documents_and_nodes.md): A document represents a text file, PDF file or other contiguous piece of data.
-
-- [**Node**](./high_level/documents_and_nodes.md): The basic data building block. Most commonly, these are parts of the document split into manageable pieces that are small enough to be fed into an embedding model and LLM.
-
-- [**Reader/Loader**](./high_level/data_loader.md): A reader or loader is something that takes in a document in the real world and transforms into a Document class that can then be used in your Index and queries. We currently support plain text files and PDFs with many many more to come.
-
-- [**Indexes**](./high_level/data_index.md): indexes store the Nodes and the embeddings of those nodes.
-
-- [**QueryEngine**](./high_level/query_engine.md): Query engines are what generate the query you put in and give you back the result. Query engines generally combine a pre-built prompt with selected nodes from your Index to give the LLM the context it needs to answer your query.
-
-- [**ChatEngine**](./high_level/chat_engine.md): A ChatEngine helps you build a chatbot that will interact with your Indexes.
-
-## Low Level Module
-
-- [**LLM**](./low_level/llm.md): The LLM class is a unified interface over a large language model provider such as OpenAI GPT-4, Anthropic Claude, or Meta LLaMA. You can subclass it to write a connector to your own large language model.
-
-- [**Embedding**](./low_level/embedding.md): An embedding is represented as a vector of floating point numbers. OpenAI's text-embedding-ada-002 is our default embedding model and each embedding it generates consists of 1,536 floating point numbers. Another popular embedding model is BERT which uses 768 floating point numbers to represent each Node. We provide a number of utilities to work with embeddings including 3 similarity calculation options and Maximum Marginal Relevance
-
-- [**TextSplitter/NodeParser**](./low_level/node_parser.md): Text splitting strategies are incredibly important to the overall efficacy of the embedding search. Currently, while we do have a default, there's no one size fits all solution. Depending on the source documents, you may want to use different splitting sizes and strategies. Currently we support spliltting by fixed size, splitting by fixed size with overlapping sections, splitting by sentence, and splitting by paragraph. The text splitter is used by the NodeParser when splitting `Document`s into `Node`s.
-
-- [**Retriever**](./low_level/retriever.md): The Retriever is what actually chooses the Nodes to retrieve from the index. Here, you may wish to try retrieving more or fewer Nodes per query, changing your similarity function, or creating your own retriever for each individual use case in your application. For example, you may wish to have a separate retriever for code content vs. text content.
-
-- [**ResponseSynthesizer**](./low_level/response_synthesizer.md): The ResponseSynthesizer is responsible for taking a query string, and using a list of `Node`s to generate a response. This can take many forms, like iterating over all the context and refining an answer, or building a tree of summaries and returning the root summary.
-
-- [**Storage**](./low_level/storage.md): At some point you're going to want to store your indexes, data and vectors instead of re-running the embedding models every time. IndexStore, DocStore, VectorStore, and KVStore are abstractions that let you do that. Combined, they form the StorageContext. Currently, we allow you to persist your embeddings in files on the filesystem (or a virtual in memory file system), but we are also actively adding integrations to Vector Databases.

apps/docs/docs/modules/low_level/_category_.yml

@@ -1 +0,0 @@
-label: Low-Level Modules

apps/docs/docs/modules/low_level/embedding.md

@@ -1,22 +0,0 @@
----
-sidebar_position: 1
----
-
-# 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 set in the `ServiceContext` object.
-
-```typescript
-import { OpenAIEmbedding, serviceContextFromDefaults } from "llamaindex";
-
-const openaiEmbeds = new OpenAIEmbedding();
-
-const serviceContext = serviceContextFromDefaults({ embedModel: openaiEmbeds });
-```
-
-## API Reference
-
-- [OpenAIEmbedding](../../api/classes/OpenAIEmbedding.md)
-- [ServiceContext](../../api/interfaces/ServiceContext.md)

apps/docs/docs/modules/low_level/llm.md

@@ -1,22 +0,0 @@
----
-sidebar_position: 0
----
-
-# LLM
-
-The LLM is responsible for reading text and generating natural language responses to queries. By default, LlamaIndex.TS uses `gpt-3.5-turbo`.
-
-The LLM can be explicitly set in the `ServiceContext` object.
-
-```typescript
-import { OpenAI, serviceContextFromDefaults } from "llamaindex";
-
-const openaiLLM = new OpenAI({ model: "gpt-3.5-turbo", temperature: 0 });
-
-const serviceContext = serviceContextFromDefaults({ llm: openaiLLM });
-```
-
-## API Reference
-
-- [OpenAI](../../api/classes/OpenAI.md)
-- [ServiceContext](../../api/interfaces/ServiceContext.md)

apps/docs/docs/modules/low_level/node_parser.md

@@ -1,33 +0,0 @@
----
-sidebar_position: 3
----
-
-# NodeParser
-
-The `NodeParser` in LlamaIndex is responbile for splitting `Document` objects into more manageable `Node` objects. When you call `.fromDocuments()`, the `NodeParser` from the `ServiceContext` is used to do this automatically for you. Alternatively, you can use it to split documents ahead of time.
-
-```typescript
-import { Document, SimpleNodeParser } from "llamaindex";
-
-const nodeParser = new SimpleNodeParser();
-const nodes = nodeParser.getNodesFromDocuments([
-  new Document({ text: "I am 10 years old. John is 20 years old." }),
-]);
-```
-
-## TextSplitter
-
-The underlying text splitter will split text by sentences. It can also be used as a standalone module for splitting raw text.
-
-```typescript
-import { SentenceSplitter } from "llamaindex";
-
-const splitter = new SentenceSplitter({ chunkSize: 1 });
-
-const textSplits = splitter.splitText("Hello World");
-```
-
-## API Reference
-
-- [SimpleNodeParser](../../api/classes/SimpleNodeParser.md)
-- [SentenceSplitter](../../api/classes/SentenceSplitter.md)

apps/docs/docs/modules/low_level/retriever.md

@@ -1,21 +0,0 @@
----
-sidebar_position: 5
----
-
-# Retriever
-
-A retriever in LlamaIndex is what is used to fetch `Node`s from an index using a query string. Aa `VectorIndexRetriever` will fetch the top-k most similar nodes. Meanwhile, a `SummaryIndexRetriever` will fetch all nodes no matter the query.
-
-```typescript
-const retriever = vector_index.asRetriever();
-retriever.similarityTopK = 3;
-
-// Fetch nodes!
-const nodesWithScore = await retriever.retrieve("query string");
-```
-
-## API Reference
-
-- [SummaryIndexRetriever](../../api/classes/SummaryIndexRetriever.md)
-- [SummaryIndexLLMRetriever](../../api/classes/SummaryIndexLLMRetriever.md)
-- [VectorIndexRetriever](../../api/classes/VectorIndexRetriever.md)

apps/docs/docs/modules/low_level/storage.md

@@ -1,26 +0,0 @@
----
-sidebar_position: 7
----
-
-# Storage
-
-Storage in LlamaIndex.TS works automatically once you've configured a `StorageContext` object. Just configure the `persistDir` and attach it to an index.
-
-Right now, only saving and loading from disk is supported, with future integrations planned!
-
-```typescript
-import { Document, VectorStoreIndex, storageContextFromDefaults } from "./src";
-
-const storageContext = await storageContextFromDefaults({
-  persistDir: "./storage",
-});
-
-const document = new Document({ text: "Test Text" });
-const index = await VectorStoreIndex.fromDocuments([document], {
-  storageContext,
-});
-```
-
-## API Reference
-
-- [StorageContext](../../api/interfaces/StorageContext.md)

apps/docs/docs/starter.md

@@ -1,56 +0,0 @@
----
-sidebar_position: 2
----
-
-# Starter Tutorial
-
-Once you have [installed LlamaIndex.TS using NPM](installation.md) and set up your OpenAI key, you're ready to start your first app:
-
-In a new folder:
-
-```bash npm2yarn
-npm install typescript
-npm install @types/node
-npx tsc --init # if needed
-```
-
-Create the file `example.ts`. This code will load some example data, create a document, index it (which creates embeddings using OpenAI), and then creates query engine to answer questions about the data.
-
-```ts
-// example.ts
-import fs from "fs/promises";
-import { Document, VectorStoreIndex } from "llamaindex";
-
-async function main() {
-  // Load essay from abramov.txt in Node
-  const essay = await fs.readFile(
-    "node_modules/llamaindex/examples/abramov.txt",
-    "utf-8",
-  );
-
-  // Create Document object with essay
-  const document = new Document({ text: essay });
-
-  // Split text and create embeddings. Store them in a VectorStoreIndex
-  const index = await VectorStoreIndex.fromDocuments([document]);
-
-  // Query the index
-  const queryEngine = index.asQueryEngine();
-  const response = await queryEngine.query(
-    "What did the author do in college?",
-  );
-
-  // Output response
-  console.log(response.toString());
-}
-
-main();
-```
-
-Then you can run it using
-
-```bash
-npx ts-node example.ts
-```
-
-Ready to learn more? Check out our NextJS playground at https://llama-playground.vercel.app/. The source is available at https://github.com/run-llama/ts-playground

apps/docs/docusaurus.config.js

@@ -1,152 +0,0 @@
-// @ts-check
-// Note: type annotations allow type checking and IDEs autocompletion
-
-const lightCodeTheme = require("prism-react-renderer/themes/github");
-const darkCodeTheme = require("prism-react-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",
-
-  // Even if you don't use internalization, you can use this field to set useful
-  // metadata like html lang. For example, if your site is Chinese, you may want
-  // to replace "en" with "zh-Hans".
-  i18n: {
-    defaultLocale: "en",
-    locales: ["en"],
-  },
-
-  presets: [
-    [
-      "classic",
-      /** @type {import('@docusaurus/preset-classic').Options} */
-      ({
-        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: [
-            [require("@docusaurus/remark-plugin-npm2yarn"), { sync: true }],
-          ],
-        },
-        blog: false,
-      }),
-    ],
-  ],
-
-  themeConfig:
-    /** @type {import('@docusaurus/preset-classic').ThemeConfig} */
-    ({
-      // Replace with your project's social card
-      image: "img/favicon.png", // TODO change this
-      navbar: {
-        title: "LlamaIndex.TS",
-        logo: {
-          alt: "LlamaIndex.TS",
-          src: "img/favicon.png",
-        },
-        items: [
-          {
-            type: "docSidebar",
-            sidebarId: "mySidebar",
-            position: "left",
-            label: "Docs",
-          },
-          {
-            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/core/src/index.ts"],
-        tsconfig: "../../packages/core/tsconfig.json",
-        readme: "none",
-        sourceLinkTemplate:
-          "https://github.com/run-llama/LlamaIndexTS/blob/{gitRevision}/{path}#L{line}",
-        sidebar: {
-          position: 6,
-        },
-      },
-    ],
-  ],
-};
-
-module.exports = config;

apps/docs/package.json

@@ -1,53 +0,0 @@
-{
-  "name": "docs",
-  "version": "0.0.0",
-  "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": "2.4.3",
-    "@docusaurus/preset-classic": "2.4.3",
-    "@docusaurus/remark-plugin-npm2yarn": "^2.4.3",
-    "@mdx-js/react": "^1.6.22",
-    "clsx": "^1.2.1",
-    "postcss": "^8.4.31",
-    "prism-react-renderer": "^1.3.5",
-    "raw-loader": "^4.0.2",
-    "react": "^17.0.2",
-    "react-dom": "^17.0.2"
-  },
-  "devDependencies": {
-    "@docusaurus/module-type-aliases": "2.4.3",
-    "@docusaurus/types": "^2.4.3",
-    "@tsconfig/docusaurus": "^2.0.1",
-    "docusaurus-plugin-typedoc": "^0.19.2",
-    "typedoc": "^0.24.8",
-    "typedoc-plugin-markdown": "^3.16.0",
-    "typescript": "^4.9.5"
-  },
-  "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": ">=16.14"
-  }
-}

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

@@ -1,59 +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",
-    Svg: require("@site/static/img/undraw_docusaurus_mountain.svg").default,
-    description: <>LlamaIndex.TS is all about using your data with LLMs.</>,
-  },
-  {
-    title: "Typescript Native",
-    Svg: require("@site/static/img/undraw_docusaurus_tree.svg").default,
-    description: <>We ❤️ Typescript, and so do our users.</>,
-  },
-  {
-    title: "Built by the Community",
-    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 @@
-<svg width="200" height="200" viewBox="0 0 200 200" xmlns="http://www.w3.org/2000/svg">
-  <g fill="none" fill-rule="evenodd">
-    <path fill="#FFF" d="M99 52h84v34H99z" />
-    <path
-      d="M23 163c-7.398 0-13.843-4.027-17.303-10A19.886 19.886 0 0 0 3 163c0 11.046 8.954 20 20 20h20v-20H23z"
-      fill="#3ECC5F" />
-    <path
-      d="M112.98 57.376L183 53V43c0-11.046-8.954-20-20-20H73l-2.5-4.33c-1.112-1.925-3.889-1.925-5 0L63 23l-2.5-4.33c-1.111-1.925-3.889-1.925-5 0L53 23l-2.5-4.33c-1.111-1.925-3.889-1.925-5 0L43 23c-.022 0-.042.003-.065.003l-4.142-4.141c-1.57-1.571-4.252-.853-4.828 1.294l-1.369 5.104-5.192-1.392c-2.148-.575-4.111 1.389-3.535 3.536l1.39 5.193-5.102 1.367c-2.148.576-2.867 3.259-1.296 4.83l4.142 4.142c0 .021-.003.042-.003.064l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 53l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 63l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 73l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 83l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 93l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 103l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 113l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 123l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 133l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 143l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 153l-4.33 2.5c-1.925 1.111-1.925 3.889 0 5L23 163c0 11.046 8.954 20 20 20h120c11.046 0 20-8.954 20-20V83l-70.02-4.376A10.645 10.645 0 0 1 103 68c0-5.621 4.37-10.273 9.98-10.624"
-      fill="#3ECC5F" />
-    <path fill="#3ECC5F" d="M143 183h30v-40h-30z" />
-    <path
-      d="M193 158c-.219 0-.428.037-.639.064-.038-.15-.074-.301-.116-.451A5 5 0 0 0 190.32 148a4.96 4.96 0 0 0-3.016 1.036 26.531 26.531 0 0 0-.335-.336 4.955 4.955 0 0 0 1.011-2.987 5 5 0 0 0-9.599-1.959c-.148-.042-.297-.077-.445-.115.027-.211.064-.42.064-.639a5 5 0 0 0-5-5 5 5 0 0 0-5 5c0 .219.037.428.064.639-.148.038-.297.073-.445.115a4.998 4.998 0 0 0-9.599 1.959c0 1.125.384 2.151 1.011 2.987-3.717 3.632-6.031 8.693-6.031 14.3 0 11.046 8.954 20 20 20 9.339 0 17.16-6.41 19.361-15.064.211.027.42.064.639.064a5 5 0 0 0 5-5 5 5 0 0 0-5-5"
-      fill="#44D860" />
-    <path fill="#3ECC5F" d="M153 123h30v-20h-30z" />
-    <path
-      d="M193 115.5a2.5 2.5 0 1 0 0-5c-.109 0-.214.019-.319.032-.02-.075-.037-.15-.058-.225a2.501 2.501 0 0 0-.963-4.807c-.569 0-1.088.197-1.508.518a6.653 6.653 0 0 0-.168-.168c.314-.417.506-.931.506-1.494a2.5 2.5 0 0 0-4.8-.979A9.987 9.987 0 0 0 183 103c-5.522 0-10 4.478-10 10s4.478 10 10 10c.934 0 1.833-.138 2.69-.377a2.5 2.5 0 0 0 4.8-.979c0-.563-.192-1.077-.506-1.494.057-.055.113-.111.168-.168.42.321.939.518 1.508.518a2.5 2.5 0 0 0 .963-4.807c.021-.074.038-.15.058-.225.105.013.21.032.319.032"
-      fill="#44D860" />
-    <path
-      d="M63 55.5a2.5 2.5 0 0 1-2.5-2.5c0-4.136-3.364-7.5-7.5-7.5s-7.5 3.364-7.5 7.5a2.5 2.5 0 1 1-5 0c0-6.893 5.607-12.5 12.5-12.5S65.5 46.107 65.5 53a2.5 2.5 0 0 1-2.5 2.5"
-      fill="#000" />
-    <path d="M103 183h60c11.046 0 20-8.954 20-20V93h-60c-11.046 0-20 8.954-20 20v70z" fill="#FFFF50" />
-    <path
-      d="M168.02 124h-50.04a1 1 0 1 1 0-2h50.04a1 1 0 1 1 0 2m0 20h-50.04a1 1 0 1 1 0-2h50.04a1 1 0 1 1 0 2m0 20h-50.04a1 1 0 1 1 0-2h50.04a1 1 0 1 1 0 2m0-49.814h-50.04a1 1 0 1 1 0-2h50.04a1 1 0 1 1 0 2m0 19.814h-50.04a1 1 0 1 1 0-2h50.04a1 1 0 1 1 0 2m0 20h-50.04a1 1 0 1 1 0-2h50.04a1 1 0 1 1 0 2M183 61.611c-.012 0-.022-.006-.034-.005-3.09.105-4.552 3.196-5.842 5.923-1.346 2.85-2.387 4.703-4.093 4.647-1.889-.068-2.969-2.202-4.113-4.46-1.314-2.594-2.814-5.536-5.963-5.426-3.046.104-4.513 2.794-5.807 5.167-1.377 2.528-2.314 4.065-4.121 3.994-1.927-.07-2.951-1.805-4.136-3.813-1.321-2.236-2.848-4.75-5.936-4.664-2.994.103-4.465 2.385-5.763 4.4-1.373 2.13-2.335 3.428-4.165 3.351-1.973-.07-2.992-1.51-4.171-3.177-1.324-1.873-2.816-3.993-5.895-3.89-2.928.1-4.399 1.97-5.696 3.618-1.232 1.564-2.194 2.802-4.229 2.724a1 1 0 0 0-.072 2c3.017.101 4.545-1.8 5.872-3.487 1.177-1.496 2.193-2.787 4.193-2.855 1.926-.082 2.829 1.115 4.195 3.045 1.297 1.834 2.769 3.914 5.731 4.021 3.103.104 4.596-2.215 5.918-4.267 1.182-1.834 2.202-3.417 4.15-3.484 1.793-.067 2.769 1.35 4.145 3.681 1.297 2.197 2.766 4.686 5.787 4.796 3.125.108 4.634-2.62 5.949-5.035 1.139-2.088 2.214-4.06 4.119-4.126 1.793-.042 2.728 1.595 4.111 4.33 1.292 2.553 2.757 5.445 5.825 5.556l.169.003c3.064 0 4.518-3.075 5.805-5.794 1.139-2.41 2.217-4.68 4.067-4.773v-2z"
-      fill="#000" />
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-</svg>

apps/docs/tsconfig.json

@@ -1,7 +0,0 @@
-{
-  // This file is not used in compilation. It is here just for a nice editor experience.
-  "extends": "@tsconfig/docusaurus/tsconfig.json",
-  "compilerOptions": {
-    "baseUrl": "."
-  }
-}

apps/next/.gitignore

@@ -0,0 +1,33 @@
+# deps
+/node_modules
+
+# generated content
+.contentlayer
+.content-collections
+.source
+
+# test & build
+/coverage
+/.next/
+/out/
+/build
+*.tsbuildinfo
+
+# misc
+.DS_Store
+*.pem
+/.pnp
+.pnp.js
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+# others
+.env*.local
+.vercel
+next-env.d.ts
+
+# build
+/src/content/docs/cloud/api
+/src/content/docs/api
+./types

apps/next/CHANGELOG.md

@@ -0,0 +1,504 @@
+# @llamaindex/doc
+
+## 0.1.3
+
+### Patch Changes
+
+- Updated dependencies [d952e68]
+  - @llamaindex/core@0.5.2
+  - @llamaindex/cloud@3.0.3
+  - llamaindex@0.9.3
+  - @llamaindex/node-parser@1.0.2
+  - @llamaindex/openai@0.1.54
+  - @llamaindex/readers@2.0.2
+
+## 0.1.2
+
+### Patch Changes
+
+- Updated dependencies [c902fcb]
+- Updated dependencies [88d776f]
+  - @llamaindex/cloud@3.0.2
+  - llamaindex@0.9.2
+
+## 0.1.1
+
+### Patch Changes
+
+- Updated dependencies [6d37d44]
+  - llamaindex@0.9.1
+  - @llamaindex/cloud@3.0.1
+  - @llamaindex/core@0.5.1
+  - @llamaindex/node-parser@1.0.1
+  - @llamaindex/openai@0.1.53
+  - @llamaindex/readers@2.0.1
+  - @llamaindex/workflow@0.0.11
+
+## 0.1.0
+
+### Minor Changes
+
+- 6a4a737: Remove re-exports from llamaindex main package
+- f4588bc: Remove readers package from llamaindex
+
+### Patch Changes
+
+- c7c0800: fix: fumadoc build fail
+- a87efb9: docs: update chat engine docs
+- 7bd5d93: docs: update workflow doc
+- Updated dependencies [6a4a737]
+- Updated dependencies [d924c63]
+- Updated dependencies [b490376]
+- Updated dependencies [f4588bc]
+  - llamaindex@0.9.0
+  - @llamaindex/core@0.5.0
+  - @llamaindex/cloud@3.0.0
+  - @llamaindex/node-parser@1.0.0
+  - @llamaindex/openai@0.1.52
+  - @llamaindex/readers@2.0.0
+
+## 0.0.41
+
+### Patch Changes
+
+- Updated dependencies [1c908fd]
+  - @llamaindex/openai@0.1.51
+  - @llamaindex/node-parser@0.0.24
+  - @llamaindex/workflow@0.0.10
+  - @llamaindex/readers@1.0.25
+  - @llamaindex/cloud@2.0.24
+  - @llamaindex/core@0.4.23
+  - llamaindex@0.8.37
+
+## 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
+
+- Updated dependencies [6d22fa2]
+  - @llamaindex/core@0.4.11
+  - @llamaindex/cloud@2.0.11
+  - llamaindex@0.8.17
+  - @llamaindex/node-parser@0.0.12
+  - @llamaindex/openai@0.1.36
+  - @llamaindex/readers@1.0.13
+
+## 0.0.19
+
+### Patch Changes
+
+- Updated dependencies [e60328b]
+  - @llamaindex/readers@1.0.12
+  - llamaindex@0.8.16
+
+## 0.0.18
+
+### Patch Changes
+
+- Updated dependencies [3d503cb]
+- Updated dependencies [5dae534]
+  - llamaindex@0.8.15
+
+## 0.0.17
+
+### Patch Changes
+
+- Updated dependencies [630b425]
+  - llamaindex@0.8.14
+
+## 0.0.16
+
+### Patch Changes
+
+- Updated dependencies [a7b0ac3]
+- Updated dependencies [ee20c44]
+- Updated dependencies [c69605f]
+  - @llamaindex/core@0.4.10
+  - @llamaindex/workflow@0.0.6
+  - llamaindex@0.8.13
+  - @llamaindex/cloud@2.0.10
+  - @llamaindex/node-parser@0.0.11
+  - @llamaindex/openai@0.1.35
+  - @llamaindex/readers@1.0.11
+
+## 0.0.15
+
+### Patch Changes
+
+- Updated dependencies [ea92b69]
+- Updated dependencies [fadc8b8]
+  - @llamaindex/workflow@0.0.5
+
+## 0.0.14
+
+### Patch Changes
+
+- Updated dependencies [7ae6eaa]
+  - @llamaindex/core@0.4.9
+  - @llamaindex/openai@0.1.34
+  - @llamaindex/cloud@2.0.9
+  - llamaindex@0.8.12
+  - @llamaindex/node-parser@0.0.10
+  - @llamaindex/readers@1.0.10
+
+## 0.0.13
+
+### Patch Changes
+
+- Updated dependencies [f865c98]
+  - @llamaindex/core@0.4.8
+  - @llamaindex/cloud@2.0.8
+  - llamaindex@0.8.11
+  - @llamaindex/node-parser@0.0.9
+  - @llamaindex/openai@0.1.33
+  - @llamaindex/readers@1.0.9
+
+## 0.0.12
+
+### Patch Changes
+
+- Updated dependencies [f066e50]
+- Updated dependencies [d89ebe0]
+- Updated dependencies [fd8c882]
+- Updated dependencies [fd8c882]
+  - llamaindex@0.8.10
+  - @llamaindex/core@0.4.7
+  - @llamaindex/workflow@0.0.4
+  - @llamaindex/cloud@2.0.7
+  - @llamaindex/node-parser@0.0.8
+  - @llamaindex/openai@0.1.32
+  - @llamaindex/readers@1.0.8
+
+## 0.0.11
+
+### Patch Changes
+
+- Updated dependencies [4fc001c]
+- Updated dependencies [4d4cd8a]
+  - llamaindex@0.8.9
+  - @llamaindex/cloud@2.0.6
+  - @llamaindex/core@0.4.6
+  - @llamaindex/node-parser@0.0.7
+  - @llamaindex/openai@0.1.31
+  - @llamaindex/readers@1.0.7
+
+## 0.0.10
+
+### Patch Changes
+
+- Updated dependencies [ad85bd0]
+  - @llamaindex/core@0.4.5
+  - llamaindex@0.8.8
+  - @llamaindex/node-parser@0.0.6
+  - @llamaindex/workflow@0.0.3
+  - @llamaindex/cloud@2.0.5
+  - @llamaindex/openai@0.1.30
+  - @llamaindex/readers@1.0.6
+
+## 0.0.9
+
+### Patch Changes
+
+- @llamaindex/cloud@2.0.4
+- @llamaindex/core@0.4.4
+- llamaindex@0.8.7
+- @llamaindex/node-parser@0.0.5
+- @llamaindex/openai@0.1.29
+- @llamaindex/readers@1.0.5
+
+## 0.0.8
+
+### Patch Changes
+
+- Updated dependencies [95a5cc6]
+  - @llamaindex/core@0.4.3
+  - llamaindex@0.8.6
+  - @llamaindex/cloud@2.0.3
+  - @llamaindex/node-parser@0.0.4
+  - @llamaindex/openai@0.1.28
+  - @llamaindex/readers@1.0.4
+
+## 0.0.7
+
+### Patch Changes
+
+- Updated dependencies [14cc9eb]
+- Updated dependencies [a6db5dd]
+- Updated dependencies [396b1e1]
+  - llamaindex@0.8.5
+  - @llamaindex/cloud@2.0.2
+  - @llamaindex/core@0.4.2
+  - @llamaindex/node-parser@0.0.3
+  - @llamaindex/openai@0.1.27
+  - @llamaindex/readers@1.0.3
+
+## 0.0.6
+
+### Patch Changes
+
+- Updated dependencies [35430d3]
+  - llamaindex@0.8.4
+  - @llamaindex/readers@1.0.2
+
+## 0.0.5
+
+### Patch Changes
+
+- Updated dependencies [2ff0a89]
+  - @llamaindex/node-parser@0.0.2
+  - llamaindex@0.8.3
+
+## 0.0.4
+
+### Patch Changes
+
+- Updated dependencies [0765742]
+  - @llamaindex/workflow@0.0.2
+
+## 0.0.3
+
+### Patch Changes
+
+- Updated dependencies [c7a918c]
+  - llamaindex@0.8.2
+
+## 0.0.2
+
+### Patch Changes
+
+- Updated dependencies [9c73f0a]
+  - @llamaindex/core@0.4.1
+  - @llamaindex/cloud@2.0.1
+  - llamaindex@0.8.1
+  - @llamaindex/openai@0.1.26
+  - @llamaindex/readers@1.0.1
+
+## 0.0.1
+
+### Patch Changes
+
+- Updated dependencies [359fd33]
+- Updated dependencies [efb7e1b]
+- Updated dependencies [98ba1e7]
+- Updated dependencies [620c63c]
+  - @llamaindex/core@0.4.0
+  - llamaindex@0.8.0
+  - @llamaindex/cloud@2.0.0
+  - @llamaindex/openai@0.1.25
+  - @llamaindex/readers@1.0.0

apps/next/README.md

@@ -0,0 +1,21 @@
+# Docs
+
+This is a Next.js application generated with
+[Create Fumadocs](https://github.com/fuma-nama/fumadocs).
+
+Run development server:
+
+```bash
+turbo run dev
+# turbo will build all required packages before running the dev server
+```
+
+## Learn More
+
+To learn more about Next.js and Fumadocs, take a look at the following
+resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js
+  features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+- [Fumadocs](https://fumadocs.vercel.app) - learn about Fumadocs

apps/next/components.json

@@ -0,0 +1,20 @@
+{
+  "$schema": "https://ui.shadcn.com/schema.json",
+  "style": "new-york",
+  "rsc": true,
+  "tsx": true,
+  "tailwind": {
+    "config": "tailwind.config.js",
+    "css": "app/global.css",
+    "baseColor": "neutral",
+    "cssVariables": true,
+    "prefix": ""
+  },
+  "aliases": {
+    "components": "@/components",
+    "utils": "@/lib/utils",
+    "ui": "@/components/ui",
+    "lib": "@/lib",
+    "hooks": "@/hooks"
+  }
+}

apps/next/next.config.mjs

@@ -0,0 +1,35 @@
+import { createMDX } from "fumadocs-mdx/next";
+import MonacoWebpackPlugin from "monaco-editor-webpack-plugin";
+const withMDX = createMDX();
+
+/** @type {import('next').NextConfig} */
+const config = {
+  reactStrictMode: true,
+  transpilePackages: ["monaco-editor"],
+  serverExternalPackages: ["@huggingface/transformers"],
+  webpack: (config, { isServer }) => {
+    if (Array.isArray(config.target) && config.target.includes("web")) {
+      config.target = ["web", "es2020"];
+    }
+
+    config.resolve.alias = {
+      ...config.resolve.alias,
+      sharp$: false,
+      "onnxruntime-node$": false,
+    };
+    config.resolve.fallback ??= {};
+    config.resolve.fallback.fs = false;
+    if (!isServer) {
+      config.plugins.push(
+        new MonacoWebpackPlugin({
+          languages: ["typescript"],
+          filename: "static/[name].worker.js",
+        }),
+      );
+    }
+    config.resolve.alias["replicate"] = false;
+    return config;
+  },
+};
+
+export default withMDX(config);

apps/next/package.json

@@ -0,0 +1,93 @@
+{
+  "name": "@llamaindex/doc",
+  "version": "0.1.3",
+  "private": true,
+  "scripts": {
+    "build": "pnpm run build:docs && next build",
+    "dev": "next dev",
+    "start": "next start",
+    "postdev": "fumadocs-mdx",
+    "postbuild": "fumadocs-mdx && tsx scripts/post-build.mts",
+    "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": "0.0.9",
+    "@llamaindex/cloud": "workspace:*",
+    "@llamaindex/core": "workspace:*",
+    "@llamaindex/node-parser": "workspace:*",
+    "@llamaindex/openai": "workspace:*",
+    "@llamaindex/readers": "workspace:*",
+    "@llamaindex/workflow": "workspace:*",
+    "@mdx-js/mdx": "^3.1.0",
+    "@number-flow/react": "^0.3.4",
+    "@radix-ui/react-dialog": "^1.1.2",
+    "@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": "^1.1.4",
+    "@vercel/functions": "^1.5.0",
+    "@scalar/api-client-react": "^1.1.25",
+    "ai": "^3.4.33",
+    "class-variance-authority": "^0.7.0",
+    "clsx": "2.1.1",
+    "foxact": "^0.2.41",
+    "framer-motion": "^11.11.17",
+    "fumadocs-core": "^14.7.7",
+    "fumadocs-docgen": "^1.3.7",
+    "fumadocs-mdx": "^11.5.3",
+    "fumadocs-openapi": "^5.12.0",
+    "fumadocs-twoslash": "^2.0.3",
+    "fumadocs-typescript": "^3.0.3",
+    "fumadocs-ui": "^14.7.7",
+    "hast-util-to-jsx-runtime": "^2.3.2",
+    "llamaindex": "workspace:*",
+    "lucide-react": "^0.460.0",
+    "next": "15.1.7",
+    "next-themes": "^0.4.3",
+    "react": "^19.0.0",
+    "react-dom": "^19.0.0",
+    "react-icons": "^5.3.0",
+    "react-monaco-editor": "^0.56.2",
+    "react-text-transition": "^3.1.0",
+    "react-use-measure": "^2.1.1",
+    "rehype-katex": "^7.0.1",
+    "remark-math": "^6.0.0",
+    "rimraf": "^6.0.1",
+    "shiki": "^2.3.2",
+    "shiki-magic-move": "^1.0.0",
+    "swr": "^2.2.5",
+    "tailwind-merge": "^2.5.2",
+    "tailwindcss-animate": "^1.0.7",
+    "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": "^15.0.3",
+    "@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": "^8.4.49",
+    "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": "^3.4.15",
+    "tsx": "^4.19.2",
+    "typedoc": "0.27.4",
+    "typedoc-plugin-markdown": "^4.3.1",
+    "typedoc-plugin-merge-modules": "^6.1.0",
+    "typescript": "^5.7.2"
+  }
+}

apps/next/public/icons/Amazon_Web_Services_Logo.svg

@@ -0,0 +1,38 @@
+<?xml version="1.0" encoding="utf-8"?>
+<!-- Generator: Adobe Illustrator 19.0.1, SVG Export Plug-In . SVG Version: 6.00 Build 0)  -->
+<svg version="1.1" id="Layer_1" xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" x="0px" y="0px"
+	 viewBox="0 0 304 182" style="enable-background:new 0 0 304 182;" xml:space="preserve">
+<style type="text/css">
+	.st0{fill:#252F3E;}
+	.st1{fill-rule:evenodd;clip-rule:evenodd;fill:#FF9900;}
+</style>
+<g>
+	<path class="st0" d="M86.4,66.4c0,3.7,0.4,6.7,1.1,8.9c0.8,2.2,1.8,4.6,3.2,7.2c0.5,0.8,0.7,1.6,0.7,2.3c0,1-0.6,2-1.9,3l-6.3,4.2
+		c-0.9,0.6-1.8,0.9-2.6,0.9c-1,0-2-0.5-3-1.4C76.2,90,75,88.4,74,86.8c-1-1.7-2-3.6-3.1-5.9c-7.8,9.2-17.6,13.8-29.4,13.8
+		c-8.4,0-15.1-2.4-20-7.2c-4.9-4.8-7.4-11.2-7.4-19.2c0-8.5,3-15.4,9.1-20.6c6.1-5.2,14.2-7.8,24.5-7.8c3.4,0,6.9,0.3,10.6,0.8
+		c3.7,0.5,7.5,1.3,11.5,2.2v-7.3c0-7.6-1.6-12.9-4.7-16c-3.2-3.1-8.6-4.6-16.3-4.6c-3.5,0-7.1,0.4-10.8,1.3c-3.7,0.9-7.3,2-10.8,3.4
+		c-1.6,0.7-2.8,1.1-3.5,1.3c-0.7,0.2-1.2,0.3-1.6,0.3c-1.4,0-2.1-1-2.1-3.1v-4.9c0-1.6,0.2-2.8,0.7-3.5c0.5-0.7,1.4-1.4,2.8-2.1
+		c3.5-1.8,7.7-3.3,12.6-4.5c4.9-1.3,10.1-1.9,15.6-1.9c11.9,0,20.6,2.7,26.2,8.1c5.5,5.4,8.3,13.6,8.3,24.6V66.4z M45.8,81.6
+		c3.3,0,6.7-0.6,10.3-1.8c3.6-1.2,6.8-3.4,9.5-6.4c1.6-1.9,2.8-4,3.4-6.4c0.6-2.4,1-5.3,1-8.7v-4.2c-2.9-0.7-6-1.3-9.2-1.7
+		c-3.2-0.4-6.3-0.6-9.4-0.6c-6.7,0-11.6,1.3-14.9,4c-3.3,2.7-4.9,6.5-4.9,11.5c0,4.7,1.2,8.2,3.7,10.6
+		C37.7,80.4,41.2,81.6,45.8,81.6z M126.1,92.4c-1.8,0-3-0.3-3.8-1c-0.8-0.6-1.5-2-2.1-3.9L96.7,10.2c-0.6-2-0.9-3.3-0.9-4
+		c0-1.6,0.8-2.5,2.4-2.5h9.8c1.9,0,3.2,0.3,3.9,1c0.8,0.6,1.4,2,2,3.9l16.8,66.2l15.6-66.2c0.5-2,1.1-3.3,1.9-3.9c0.8-0.6,2.2-1,4-1
+		h8c1.9,0,3.2,0.3,4,1c0.8,0.6,1.5,2,1.9,3.9l15.8,67l17.3-67c0.6-2,1.3-3.3,2-3.9c0.8-0.6,2.1-1,3.9-1h9.3c1.6,0,2.5,0.8,2.5,2.5
+		c0,0.5-0.1,1-0.2,1.6c-0.1,0.6-0.3,1.4-0.7,2.5l-24.1,77.3c-0.6,2-1.3,3.3-2.1,3.9c-0.8,0.6-2.1,1-3.8,1h-8.6c-1.9,0-3.2-0.3-4-1
+		c-0.8-0.7-1.5-2-1.9-4L156,23l-15.4,64.4c-0.5,2-1.1,3.3-1.9,4c-0.8,0.7-2.2,1-4,1H126.1z M254.6,95.1c-5.2,0-10.4-0.6-15.4-1.8
+		c-5-1.2-8.9-2.5-11.5-4c-1.6-0.9-2.7-1.9-3.1-2.8c-0.4-0.9-0.6-1.9-0.6-2.8v-5.1c0-2.1,0.8-3.1,2.3-3.1c0.6,0,1.2,0.1,1.8,0.3
+		c0.6,0.2,1.5,0.6,2.5,1c3.4,1.5,7.1,2.7,11,3.5c4,0.8,7.9,1.2,11.9,1.2c6.3,0,11.2-1.1,14.6-3.3c3.4-2.2,5.2-5.4,5.2-9.5
+		c0-2.8-0.9-5.1-2.7-7c-1.8-1.9-5.2-3.6-10.1-5.2L246,52c-7.3-2.3-12.7-5.7-16-10.2c-3.3-4.4-5-9.3-5-14.5c0-4.2,0.9-7.9,2.7-11.1
+		c1.8-3.2,4.2-6,7.2-8.2c3-2.3,6.4-4,10.4-5.2c4-1.2,8.2-1.7,12.6-1.7c2.2,0,4.5,0.1,6.7,0.4c2.3,0.3,4.4,0.7,6.5,1.1
+		c2,0.5,3.9,1,5.7,1.6c1.8,0.6,3.2,1.2,4.2,1.8c1.4,0.8,2.4,1.6,3,2.5c0.6,0.8,0.9,1.9,0.9,3.3v4.7c0,2.1-0.8,3.2-2.3,3.2
+		c-0.8,0-2.1-0.4-3.8-1.2c-5.7-2.6-12.1-3.9-19.2-3.9c-5.7,0-10.2,0.9-13.3,2.8c-3.1,1.9-4.7,4.8-4.7,8.9c0,2.8,1,5.2,3,7.1
+		c2,1.9,5.7,3.8,11,5.5l14.2,4.5c7.2,2.3,12.4,5.5,15.5,9.6c3.1,4.1,4.6,8.8,4.6,14c0,4.3-0.9,8.2-2.6,11.6
+		c-1.8,3.4-4.2,6.4-7.3,8.8c-3.1,2.5-6.8,4.3-11.1,5.6C264.4,94.4,259.7,95.1,254.6,95.1z"/>
+	<g>
+		<path class="st1" d="M273.5,143.7c-32.9,24.3-80.7,37.2-121.8,37.2c-57.6,0-109.5-21.3-148.7-56.7c-3.1-2.8-0.3-6.6,3.4-4.4
+			c42.4,24.6,94.7,39.5,148.8,39.5c36.5,0,76.6-7.6,113.5-23.2C274.2,133.6,278.9,139.7,273.5,143.7z"/>
+		<path class="st1" d="M287.2,128.1c-4.2-5.4-27.8-2.6-38.5-1.3c-3.2,0.4-3.7-2.4-0.8-4.5c18.8-13.2,49.7-9.4,53.3-5
+			c3.6,4.5-1,35.4-18.6,50.2c-2.7,2.3-5.3,1.1-4.1-1.9C282.5,155.7,291.4,133.4,287.2,128.1z"/>
+	</g>
+</g>
+</svg>

apps/next/public/icons/Google_2015_logo.svg

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+</linearGradient>
+<clipPath id="clip0_4688_32443">
+<rect width="166.03" height="56" fill="white" transform="translate(0.484375)"/>
+</clipPath>
+</defs>
+</svg>

apps/next/scripts/generate-docs.mjs

@@ -0,0 +1,86 @@
+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, {
+  filter(v) {
+    return !v.endsWith("index.mdx") && !v.endsWith("meta.json");
+  },
+});
+
+void OpenAPI.generateFiles({
+  input: [
+    fileURLToPath(
+      new URL("../../../packages/cloud/openapi.json", import.meta.url),
+    ),
+  ],
+  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/scripts/post-build.mts

@@ -0,0 +1,7 @@
+import env from "@next/env";
+
+import { updateLlamaCloud } from "./update-llamacloud.mjs";
+
+env.loadEnvConfig(process.cwd());
+
+await updateLlamaCloud();

apps/next/scripts/update-llamacloud.mts

@@ -0,0 +1,107 @@
+import { upsertBatchPipelineDocumentsApiV1PipelinesPipelineIdDocumentsPut } from "@llamaindex/cloud/api";
+import fg from "fast-glob";
+import {
+  fileGenerator,
+  remarkDocGen,
+  remarkInstall,
+  typescriptGenerator,
+} from "fumadocs-docgen";
+import matter from "gray-matter";
+import * as fs from "node:fs/promises";
+import path, { relative } from "node:path";
+import { fileURLToPath } from "node:url";
+import { remark } from "remark";
+import remarkGfm from "remark-gfm";
+import remarkMdx from "remark-mdx";
+import remarkStringify from "remark-stringify";
+
+const baseDir = fileURLToPath(new URL("../src/content", import.meta.url));
+
+async function processContent(content: string): Promise<string> {
+  const file = await remark()
+    .use(remarkMdx)
+    .use(remarkGfm)
+    .use(remarkDocGen, { generators: [typescriptGenerator(), fileGenerator()] })
+    .use(remarkInstall, { persist: { id: "package-manager" } })
+    .use(remarkStringify)
+    .process(content);
+
+  return String(file);
+}
+
+export async function updateLlamaCloud(): Promise<void> {
+  const apiKey = process.env.LLAMA_CLOUD_API_KEY;
+
+  const index = process.env.LLAMA_CLOUD_PIPELINE_ID;
+
+  if (!apiKey || !index) {
+    console.log("no api key for LlamaCloud found, skipping");
+    return;
+  }
+
+  const files = await fg([
+    "./src/content/docs/**/*.mdx",
+    "!./src/content/docs/cloud/api/**/*",
+  ]);
+
+  const records: {
+    id: string;
+    title: string;
+    description: string;
+    content: string;
+    category: string | undefined;
+  }[] = [];
+
+  console.log("processing documents for AI");
+  const scan = files.map(async (file) => {
+    const fileContent = await fs.readFile(file);
+    const { content, data } = matter(fileContent.toString());
+
+    const dir = path.dirname(file).split(path.sep).at(3);
+    const category = {
+      cloud: "LlamaCloud",
+      llamaindex: "LlamaIndex.TS",
+    }[dir ?? ""];
+
+    if (data._mdx?.mirror) {
+      return;
+    }
+
+    const processed = await processContent(content);
+    const id = relative(baseDir, file);
+    records.push({
+      id,
+      title: data.title as string,
+      description: data.description as string,
+      content: processed,
+      category,
+    });
+  });
+
+  await Promise.all(scan);
+
+  console.log(`added ${records.length} records`);
+
+  await upsertBatchPipelineDocumentsApiV1PipelinesPipelineIdDocumentsPut({
+    baseUrl: "https://api.cloud.llamaindex.ai/",
+    body: records.map((record) => ({
+      id: record.id,
+      metadata: {
+        title: record.title,
+        description: record.description,
+        documentUrl: record.id,
+        category: record.category,
+      },
+      text: record.content,
+    })),
+    path: {
+      pipeline_id: index,
+    },
+    throwOnError: true,
+    headers: {
+      Authorization: `Bearer ${apiKey}`,
+    },
+  });
+
+  console.log("done");
+}

apps/next/source.config.ts

@@ -0,0 +1,50 @@
+import { rehypeCodeDefaultOptions } from "fumadocs-core/mdx-plugins";
+import { fileGenerator, remarkDocGen, remarkInstall } from "fumadocs-docgen";
+import { defineConfig, defineDocs } from "fumadocs-mdx/config";
+import { transformerTwoslash } from "fumadocs-twoslash";
+import rehypeKatex from "rehype-katex";
+import remarkMath from "remark-math";
+
+export const { docs, meta } = defineDocs({
+  dir: "./src/content/docs",
+});
+
+export default defineConfig({
+  lastModifiedTime: "git",
+  mdxOptions: {
+    rehypeCodeOptions: {
+      inline: "tailing-curly-colon",
+      themes: {
+        light: "catppuccin-latte",
+        dark: "catppuccin-mocha",
+      },
+      transformers: [
+        ...(rehypeCodeDefaultOptions.transformers ?? []),
+        transformerTwoslash(),
+        {
+          name: "transformers:remove-notation-escape",
+          code(hast) {
+            for (const line of hast.children) {
+              if (line.type !== "element") continue;
+
+              const lastSpan = line.children.findLast(
+                (v) => v.type === "element",
+              );
+
+              const head = lastSpan?.children[0];
+              if (head?.type !== "text") return;
+
+              head.value = head.value.replace(/\[\\!code/g, "[!code");
+            }
+          },
+        },
+      ],
+    },
+    remarkPlugins: [
+      remarkMath,
+      [remarkInstall, { persist: { id: "package-manager" } }],
+      [remarkDocGen, { generators: [fileGenerator()] }],
+    ],
+    rehypePlugins: (v) => [rehypeKatex, ...v],
+  },
+});

apps/next/src/actions/index.tsx

@@ -0,0 +1,109 @@
+import { ClientMDXContent } from "@/components/mdx";
+import { BotMessage } from "@/components/message";
+import { Skeleton } from "@/components/ui/skeleton";
+import { LlamaCloudRetriever } from "@/deps/cloud";
+import { ContextChatEngine } from "@llamaindex/core/chat-engine";
+import { Settings } from "@llamaindex/core/global";
+import { ChatMessage } from "@llamaindex/core/llms";
+import { OpenAI } from "@llamaindex/openai";
+import { createAI, createStreamableUI, getMutableAIState } from "ai/rsc";
+import { ReactNode } from "react";
+
+Settings.llm = new OpenAI({
+  model: "gpt-4o",
+});
+
+const retriever = new LlamaCloudRetriever({
+  apiKey: process.env.LLAMA_CLOUD_API_KEY!,
+  baseUrl: "https://api.cloud.llamaindex.ai/",
+
+  pipelineId: process.env.LLAMA_CLOUD_PIPELINE_ID!,
+});
+
+const initialAIState = {
+  messages: [],
+} as {
+  messages: ChatMessage[];
+};
+
+export type UIMessage = {
+  id: number;
+  display: ReactNode;
+};
+
+const initialUIState = {
+  messages: [],
+} as {
+  messages: UIMessage[];
+};
+
+// eslint-disable-next-line @typescript-eslint/no-explicit-any
+const runAsyncFnWithoutBlocking = (fn: (...args: any) => Promise<any>) => {
+  fn().catch((error) => {
+    console.error(error);
+  });
+};
+
+export const AIProvider = createAI({
+  initialAIState,
+  initialUIState,
+  actions: {
+    query: async (message: string): Promise<UIMessage> => {
+      "use server";
+      const chatEngine = new ContextChatEngine({ retriever });
+
+      const id = Date.now();
+      const aiState = getMutableAIState<typeof AIProvider>();
+      aiState.update({
+        ...aiState.get(),
+        messages: [
+          ...aiState.get().messages,
+          {
+            role: "user",
+            content: message,
+          },
+        ],
+      });
+
+      const ui = createStreamableUI(
+        <div className="space-y-2">
+          <Skeleton className="h-4 w-full" />
+          <Skeleton className="h-4 w-full" />
+        </div>,
+      );
+
+      runAsyncFnWithoutBlocking(async () => {
+        const response = await chatEngine.chat({
+          message,
+          chatHistory: aiState.get().messages,
+          stream: true,
+        });
+
+        let content = "";
+
+        for await (const { delta } of response) {
+          content += delta;
+          ui.update(<ClientMDXContent id={id} content={content} />);
+        }
+
+        ui.done();
+
+        aiState.done({
+          ...aiState.get(),
+          messages: [
+            ...aiState.get().messages,
+            {
+              role: "assistant",
+              content,
+            },
+          ],
+        });
+      });
+
+      return {
+        id,
+        display: <BotMessage>{ui.value}</BotMessage>,
+      };
+    },
+  },
+});

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

@@ -0,0 +1,19 @@
+import { baseOptions } from "@/app/layout.config";
+import { Footer } from "@/components/website/Footer";
+import { HomeLayout } from "fumadocs-ui/layouts/home";
+import type { ReactNode } from "react";
+
+export default function Layout({
+  children,
+}: {
+  children: ReactNode;
+}): React.ReactElement {
+  return (
+    <HomeLayout {...baseOptions}>
+      {children}
+      <div className="container">
+        <Footer />
+      </div>
+    </HomeLayout>
+  );
+}

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

@@ -0,0 +1,180 @@
+import { CodeBlock } from "@/components/code-block";
+import { Contributing } from "@/components/contribution";
+import { CreateAppAnimation } from "@/components/create-app-animation";
+import { Feature } from "@/components/feature";
+import {
+  InfiniteLLMProviders,
+  InfiniteVectorStoreProviders,
+} from "@/components/infinite-providers";
+import { MagicMove } from "@/components/magic-move";
+import { NpmInstall } from "@/components/npm-install";
+import { TextEffect } from "@/components/text-effect";
+import { Button } from "@/components/ui/button";
+import { Skeleton } from "@/components/ui/skeleton";
+import { LEGACY_DOCUMENT_URL } from "@/lib/const";
+import { SiStackblitz } from "@icons-pack/react-simple-icons";
+import {
+  CodeBlock as FumaCodeBlock,
+  Pre,
+} from "fumadocs-ui/components/codeblock";
+import { Blocks, Bot, Footprints, Terminal } from "lucide-react";
+import Link from "next/link";
+import { Suspense } from "react";
+
+export default function HomePage() {
+  return (
+    <main className="container mx-auto px-4 py-12">
+      <h1 className="text-4xl md:text-6xl font-bold text-center mb-4">
+        Build context-augmented web apps using
+        <br /> <span className="text-blue-500">LlamaIndex.TS</span>
+      </h1>
+      <p className="text-xl text-center text-fd-muted-foreground mb-12 ">
+        LlamaIndex.TS is the JS/TS version of{" "}
+        <a href="https://llamaindex.ai">LlamaIndex</a>, the framework for
+        building agentic generative AI applications connected to your data.
+      </p>
+      <div className="text-center text-lg text-fd-muted-foreground mb-12">
+        <span>Designed for building web applications in </span>
+        <TextEffect />
+      </div>
+
+      <div className="flex flex-wrap justify-center gap-4">
+        <Link href={LEGACY_DOCUMENT_URL}>
+          <Button variant="outline">Get Started</Button>
+        </Link>
+        <NpmInstall />
+        <Link
+          href="https://stackblitz.com/github/run-llama/LlamaIndexTS/tree/main/examples"
+          target="_blank"
+          rel="noreferrer noopener"
+        >
+          <Button className="bg-blue-500 text-white hover:bg-blue-600">
+            <SiStackblitz />
+            Playground
+          </Button>
+        </Link>
+      </div>
+      <div className="mt-4" />
+      <div className="grid grid-cols-1 border-r md:grid-cols-2">
+        <Feature
+          icon={Footprints}
+          subheading="Progressive"
+          heading="From the simplest to the most complex"
+          description="LlamaIndex.TS is designed to be simple to get started, but powerful enough to build complex, agentic AI applications."
+        >
+          <Suspense
+            fallback={
+              <FumaCodeBlock allowCopy={false}>
+                <Pre>
+                  <div className="space-y-2">
+                    <Skeleton className="h-4 w-[250px]" />
+                    <Skeleton className="h-4 w-[200px]" />
+                  </div>
+                </Pre>
+              </FumaCodeBlock>
+            }
+          >
+            <MagicMove
+              code={[
+                `import { OpenAI } from "@llamaindex/openai";
+
+const llm = new OpenAI();
+const response = await llm.complete({ prompt: "How are you?" });`,
+                `import { OpenAI } from "@llamaindex/openai";
+
+const llm = new OpenAI();
+const response = await llm.chat({
+  messages: [{ content: "Tell me a joke.", role: "user" }],
+});`,
+                `import { ChatMemoryBuffer } from "llamaindex";
+import { OpenAI } from "@llamaindex/openai";
+
+const llm = new OpenAI({ model: 'gpt4o-turbo' });
+const buffer = new ChatMemoryBuffer({
+  tokenLimit: 128_000,
+})
+buffer.put({ content: "Tell me a joke.", role: "user" })
+const response = await llm.chat({
+  messages: buffer.getMessages(),
+  stream: true
+});`,
+                `import { ChatMemoryBuffer } from "llamaindex";
+import { OpenAIAgent } from "@llamaindex/openai";
+
+const agent = new OpenAIAgent({
+  llm,
+  tools: [...myTools]
+  systemPrompt,
+});
+const buffer = new ChatMemoryBuffer({
+  tokenLimit: 128_000,
+})
+buffer.put({ content: "Analysis the data based on the given data.", role: "user" })
+buffer.put({ content: \`\${data}\`, role: "user" })
+const response = await agent.chat({
+  message: buffer.getMessages(),
+});`,
+              ]}
+            />
+          </Suspense>
+        </Feature>
+        <Feature
+          icon={Bot}
+          subheading="Agents"
+          heading="Build agentic RAG applications"
+          description="Truly powerful retrieval-augmented generation applications use agentic techniques, and LlamaIndex.TS makes it easy to build them."
+        >
+          <CodeBlock
+            code={`import { FunctionTool } from "llamaindex";
+import { OpenAIAgent } from "@llamaindex/openai";
+
+const interpreterTool = FunctionTool.from(...);
+const systemPrompt = \`...\`;
+
+const agent = new OpenAIAgent({
+  llm,
+  tools: [interpreterTool],
+  systemPrompt,
+});
+
+await agent.chat('...');`}
+            lang="ts"
+          />
+        </Feature>
+        <Feature
+          icon={Blocks}
+          subheading="Providers"
+          heading="LLMs, Data Loaders, Vector Stores and more!"
+          description="LlamaIndex.TS has hundreds of integrations to connect to your data, index it, and query it with LLMs."
+        >
+          <div className="mt-8 flex flex-col gap-8">
+            <div>
+              <h3 className="text-lg font-semibold text-fd-muted-foreground mb-2">
+                LLMs
+              </h3>
+              <InfiniteLLMProviders />
+            </div>
+            <div>
+              <h3 className="text-lg font-semibold text-fd-muted-foreground mb-2">
+                Vector Stores
+              </h3>
+              <InfiniteVectorStoreProviders />
+            </div>
+          </div>
+        </Feature>
+        <Feature
+          icon={Terminal}
+          subheading="create-llama CLI"
+          heading="Build a RAG app with a single command"
+          description="A command line tool to generate LlamaIndex apps, the easiest way to get started with LlamaIndex."
+        >
+          <div className="my-6">
+            <CreateAppAnimation />
+          </div>
+        </Feature>
+      </div>
+      <Contributing />
+      <div className="border-b" />
+    </main>
+  );
+}

apps/next/src/app/[...any]/page.tsx

@@ -0,0 +1,11 @@
+import { LEGACY_DOCUMENT_URL } from "@/lib/const";
+import { redirect } from "next/navigation";
+
+export default async function Page(props: {
+  params: Promise<{
+    any: string[];
+  }>;
+}) {
+  const path = await props.params.then(({ any }) => any.join("/"));
+  return redirect(new URL(path, LEGACY_DOCUMENT_URL).toString());
+}

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

@@ -0,0 +1,33 @@
+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 = new MockLLM(); // config your LLM here
+
+export async function POST(request: NextRequest) {
+  try {
+    const { messages } = (await request.json()) as { messages: Message[] };
+    const userMessage = messages[messages.length - 1];
+    if (!userMessage || userMessage.role !== "user") {
+      return NextResponse.json(
+        { detail: "Last message is not a user message" },
+        { status: 400 },
+      );
+    }
+
+    const chatEngine = new SimpleChatEngine();
+
+    return LlamaIndexAdapter.toDataStreamResponse(
+      await chatEngine.chat({
+        message: userMessage.content,
+        chatHistory: messages as ChatMessage[],
+        stream: true,
+      }),
+      {},
+    );
+  } catch (error) {
+    const detail = (error as Error).message;
+    return NextResponse.json({ detail }, { status: 500 });
+  }
+}

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

@@ -0,0 +1,4 @@
+import { source } from "@/lib/source";
+import { createFromSource } from "fumadocs-core/search/server";
+
+export const { GET } = createFromSource(source);