Release 0.11.19 (#2105 )

Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>
feat: add llm.exec (#2078 )
2026-07-01 22:14:03 -04:00 · 2025-07-17 15:44:22 +08:00 · 2025-07-17 15:36:56 +08:00 · 2025-07-17 10:30:39 +08:00 · 2025-07-16 13:49:49 +08:00 · 2025-07-15 10:06:17 -07:00
174 changed files with 4907 additions and 12533 deletions
@@ -1,5 +0,0 @@
---
-"@llamaindex/core": patch
---
-
-Fix createMemory factory when parsing options
@@ -1,5 +1,68 @@
 # @llamaindex/doc

+## 0.2.40
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+- Updated dependencies [a1fdb07]
+  - @llamaindex/core@0.6.15
+  - @llamaindex/workflow@1.1.15
+  - @llamaindex/openai@0.4.9
+  - @llamaindex/cloud@4.0.24
+  - llamaindex@0.11.19
+  - @llamaindex/node-parser@2.0.15
+  - @llamaindex/readers@3.1.14
+
+## 0.2.39
+
+### Patch Changes
+
+- Updated dependencies [a1b1598]
+  - @llamaindex/cloud@4.0.23
+  - llamaindex@0.11.18
+
+## 0.2.38
+
+### Patch Changes
+
+- Updated dependencies [d2be868]
+  - @llamaindex/cloud@4.0.22
+  - llamaindex@0.11.17
+
+## 0.2.37
+
+### Patch Changes
+
+- Updated dependencies [579ca0c]
+  - @llamaindex/cloud@4.0.21
+  - llamaindex@0.11.16
+
+## 0.2.36
+
+### Patch Changes
+
+- Updated dependencies [48b0d88]
+- Updated dependencies [f185772]
+  - @llamaindex/cloud@4.0.20
+  - llamaindex@0.11.15
+
+## 0.2.35
+
+### Patch Changes
+
+- Updated dependencies [5a0ed1f]
+- Updated dependencies [5a0ed1f]
+- Updated dependencies [8eeac33]
+  - @llamaindex/cloud@4.0.19
+  - @llamaindex/core@0.6.14
+  - llamaindex@0.11.14
+  - @llamaindex/node-parser@2.0.14
+  - @llamaindex/openai@0.4.8
+  - @llamaindex/readers@3.1.13
+  - @llamaindex/workflow@1.1.14
+
 ## 0.2.34

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/doc",
-  "version": "0.2.34",
+  "version": "0.2.40",
  "private": true,
  "scripts": {
    "postinstall": "fumadocs-mdx",
@@ -76,21 +76,21 @@
    "@next/env": "^15.3.0",
    "@tailwindcss/postcss": "^4.0.9",
    "@types/mdx": "^2.0.13",
-    "@types/node": "22.9.0",
-    "@types/react": "^19.0.10",
-    "@types/react-dom": "^19.0.4",
+    "@types/node": "24.0.13",
+    "@types/react": "^19.1.8",
+    "@types/react-dom": "^19.1.6",
    "autoprefixer": "^10.4.20",
    "cross-env": "^7.0.3",
    "fast-glob": "^3.3.2",
    "gray-matter": "^4.0.3",
-    "postcss": "^8.5.3",
+    "postcss": "^8.5.6",
    "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": "^4.0.9",
-    "tsx": "^4.19.3",
+    "tailwindcss": "^4.1.11",
+    "tsx": "^4.20.3",
    "typedoc": "0.28.3",
    "typedoc-plugin-markdown": "^4.6.2",
    "typedoc-plugin-merge-modules": " ^7.0.0",
@@ -1,4 +1,4 @@
-import { MockLLM } from "@llamaindex/core/utils";
+import { MockLLM } from "@llamaindex/core/llms/mock";
 import { LlamaIndexAdapter, type Message } from "ai";
 import { Settings, SimpleChatEngine, type ChatMessage } from "llamaindex";
 import { NextResponse, type NextRequest } from "next/server";
@@ -1,5 +1,41 @@
 # @llamaindex/cloudflare-worker-agent-test

+## 0.0.180
+
+### Patch Changes
+
+- llamaindex@0.11.19
+
+## 0.0.179
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 0.0.178
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 0.0.177
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 0.0.176
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 0.0.175
+
+### Patch Changes
+
+- llamaindex@0.11.14
+
 ## 0.0.174

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/cloudflare-worker-agent-test",
-  "version": "0.0.174",
+  "version": "0.0.180",
  "type": "module",
  "private": true,
  "scripts": {
@@ -1,5 +1,48 @@
 # @llamaindex/llama-parse-browser-test

+## 0.0.79
+
+### Patch Changes
+
+- @llamaindex/cloud@4.0.24
+
+## 0.0.78
+
+### Patch Changes
+
+- Updated dependencies [a1b1598]
+  - @llamaindex/cloud@4.0.23
+
+## 0.0.77
+
+### Patch Changes
+
+- Updated dependencies [d2be868]
+  - @llamaindex/cloud@4.0.22
+
+## 0.0.76
+
+### Patch Changes
+
+- Updated dependencies [579ca0c]
+  - @llamaindex/cloud@4.0.21
+
+## 0.0.75
+
+### Patch Changes
+
+- Updated dependencies [48b0d88]
+- Updated dependencies [f185772]
+  - @llamaindex/cloud@4.0.20
+
+## 0.0.74
+
+### Patch Changes
+
+- Updated dependencies [5a0ed1f]
+- Updated dependencies [5a0ed1f]
+  - @llamaindex/cloud@4.0.19
+
 ## 0.0.73

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/llama-parse-browser-test",
  "private": true,
-  "version": "0.0.73",
+  "version": "0.0.79",
  "type": "module",
  "scripts": {
    "dev": "vite",
@@ -1,5 +1,41 @@
 # @llamaindex/next-agent-test

+## 0.1.180
+
+### Patch Changes
+
+- llamaindex@0.11.19
+
+## 0.1.179
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 0.1.178
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 0.1.177
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 0.1.176
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 0.1.175
+
+### Patch Changes
+
+- llamaindex@0.11.14
+
 ## 0.1.174

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/next-agent-test",
-  "version": "0.1.174",
+  "version": "0.1.180",
  "private": true,
  "scripts": {
    "dev": "next dev",
@@ -15,11 +15,11 @@
    "react-dom": "19.0.0"
  },
  "devDependencies": {
-    "@types/node": "^22.9.0",
-    "@types/react": "^19.0.10",
-    "@types/react-dom": "^19.0.4",
-    "eslint": "9.16.0",
-    "eslint-config-next": "15.1.0",
+    "@types/node": "^24.0.13",
+    "@types/react": "^19.1.8",
+    "@types/react-dom": "^19.1.6",
+    "eslint": "9.30.1",
+    "eslint-config-next": "15.3.5",
    "typescript": "^5.8.3"
  }
 }
@@ -1,5 +1,41 @@
 # test-edge-runtime

+## 0.1.179
+
+### Patch Changes
+
+- llamaindex@0.11.19
+
+## 0.1.178
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 0.1.177
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 0.1.176
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 0.1.175
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 0.1.174
+
+### Patch Changes
+
+- llamaindex@0.11.14
+
 ## 0.1.173

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/nextjs-edge-runtime-test",
-  "version": "0.1.173",
+  "version": "0.1.179",
  "private": true,
  "scripts": {
    "dev": "next dev",
@@ -14,9 +14,9 @@
    "react-dom": "^19.1.0"
  },
  "devDependencies": {
-    "@types/node": "^22.9.0",
-    "@types/react": "^19.0.10",
-    "@types/react-dom": "^19.0.4",
+    "@types/node": "^24.0.13",
+    "@types/react": "^19.1.8",
+    "@types/react-dom": "^19.1.6",
    "typescript": "^5.8.3"
  }
 }
@@ -1,5 +1,45 @@
 # @llamaindex/next-node-runtime

+## 0.1.48
+
+### Patch Changes
+
+- llamaindex@0.11.19
+- @llamaindex/huggingface@0.1.19
+- @llamaindex/readers@3.1.14
+
+## 0.1.47
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 0.1.46
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 0.1.45
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 0.1.44
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 0.1.43
+
+### Patch Changes
+
+- llamaindex@0.11.14
+- @llamaindex/huggingface@0.1.18
+- @llamaindex/readers@3.1.13
+
 ## 0.1.42

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/next-node-runtime-test",
-  "version": "0.1.42",
+  "version": "0.1.48",
  "private": true,
  "scripts": {
    "dev": "next dev",
@@ -16,11 +16,11 @@
    "react-dom": "19.0.0"
  },
  "devDependencies": {
-    "@types/node": "^22.9.0",
-    "@types/react": "^19.0.10",
-    "@types/react-dom": "^19.0.4",
-    "eslint": "9.16.0",
-    "eslint-config-next": "15.1.0",
+    "@types/node": "^24.0.13",
+    "@types/react": "^19.1.8",
+    "@types/react-dom": "^19.1.6",
+    "eslint": "9.30.1",
+    "eslint-config-next": "15.3.5",
    "typescript": "^5.8.3"
  }
 }
@@ -1,5 +1,41 @@
 # vite-import-llamaindex

+## 0.0.46
+
+### Patch Changes
+
+- llamaindex@0.11.19
+
+## 0.0.45
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 0.0.44
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 0.0.43
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 0.0.42
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 0.0.41
+
+### Patch Changes
+
+- llamaindex@0.11.14
+
 ## 0.0.40

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "vite-import-llamaindex",
  "private": true,
-  "version": "0.0.40",
+  "version": "0.0.46",
  "type": "module",
  "scripts": {
    "build": "vite build",
@@ -1,5 +1,41 @@
 # @llamaindex/waku-query-engine-test

+## 0.0.180
+
+### Patch Changes
+
+- llamaindex@0.11.19
+
+## 0.0.179
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 0.0.178
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 0.0.177
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 0.0.176
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 0.0.175
+
+### Patch Changes
+
+- llamaindex@0.11.14
+
 ## 0.0.174

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/waku-query-engine-test",
-  "version": "0.0.174",
+  "version": "0.0.180",
  "type": "module",
  "private": true,
  "scripts": {
@@ -18,10 +18,10 @@
  },
  "devDependencies": {
    "@tailwindcss/postcss": "^4.1.4",
-    "@types/react": "19.0.10",
-    "@types/react-dom": "19.0.4",
+    "@types/react": "19.1.8",
+    "@types/react-dom": "19.1.6",
    "rollup": "4.38.0",
-    "tailwindcss": "^4.1.4",
+    "tailwindcss": "^4.1.11",
    "typescript": "5.8.3"
  }
 }
@@ -19,14 +19,14 @@
    "@llamaindex/openai": "workspace:*",
    "@llamaindex/pinecone": "workspace:*",
    "@llamaindex/postgres": "workspace:*",
-    "@types/node": "^22.9.0",
+    "@types/node": "^24.0.13",
    "@types/pg": "^8.11.8",
    "consola": "^3.2.3",
-    "dotenv": "^16.4.5",
+    "dotenv": "^17.2.0",
    "llamaindex": "workspace:*",
    "pg": "^8.12.0",
    "pgvector": "0.2.0",
-    "tsx": "^4.19.3",
+    "tsx": "^4.20.3",
    "zod": "^3.25.76"
  }
 }
@@ -1,5 +1,123 @@
 # examples

+## 0.3.30
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+- Updated dependencies [a1fdb07]
+- Updated dependencies [ddc0eaf]
+  - @llamaindex/core@0.6.15
+  - @llamaindex/tools@0.1.5
+  - @llamaindex/workflow@1.1.15
+  - @llamaindex/openai@0.4.9
+  - @llamaindex/anthropic@0.3.17
+  - @llamaindex/cloud@4.0.24
+  - llamaindex@0.11.19
+  - @llamaindex/node-parser@2.0.15
+  - @llamaindex/assemblyai@0.1.14
+  - @llamaindex/clip@0.0.65
+  - @llamaindex/cohere@0.0.29
+  - @llamaindex/deepinfra@0.0.65
+  - @llamaindex/discord@0.1.14
+  - @llamaindex/google@0.3.14
+  - @llamaindex/huggingface@0.1.19
+  - @llamaindex/jinaai@0.0.25
+  - @llamaindex/mistral@0.1.15
+  - @llamaindex/mixedbread@0.0.29
+  - @llamaindex/notion@0.1.14
+  - @llamaindex/ollama@0.1.15
+  - @llamaindex/perplexity@0.0.22
+  - @llamaindex/portkey-ai@0.0.57
+  - @llamaindex/replicate@0.0.57
+  - @llamaindex/bm25-retriever@0.0.4
+  - @llamaindex/astra@0.0.29
+  - @llamaindex/azure@0.1.26
+  - @llamaindex/chroma@0.0.29
+  - @llamaindex/elastic-search@0.1.15
+  - @llamaindex/firestore@1.0.22
+  - @llamaindex/milvus@0.1.24
+  - @llamaindex/mongodb@0.0.30
+  - @llamaindex/pinecone@0.1.15
+  - @llamaindex/postgres@0.0.58
+  - @llamaindex/qdrant@0.1.25
+  - @llamaindex/supabase@0.1.15
+  - @llamaindex/upstash@0.0.29
+  - @llamaindex/weaviate@0.0.30
+  - @llamaindex/vercel@0.1.15
+  - @llamaindex/voyage-ai@1.0.21
+  - @llamaindex/readers@3.1.14
+  - @llamaindex/deepseek@0.0.26
+  - @llamaindex/fireworks@0.0.25
+  - @llamaindex/groq@0.0.81
+  - @llamaindex/together@0.0.25
+  - @llamaindex/vllm@0.0.51
+  - @llamaindex/xai@0.0.12
+
+## 0.3.29
+
+### Patch Changes
+
+- Updated dependencies [af3f866]
+  - @llamaindex/deepseek@0.0.25
+
+## 0.3.28
+
+### Patch Changes
+
+- 36773a8: Fixed start script, reverted some changes to imports
+- 891562d: Fix xai dependency in the examples
+- Updated dependencies [5a0ed1f]
+- Updated dependencies [5a0ed1f]
+- Updated dependencies [8eeac33]
+  - @llamaindex/cloud@4.0.19
+  - @llamaindex/core@0.6.14
+  - llamaindex@0.11.14
+  - @llamaindex/node-parser@2.0.14
+  - @llamaindex/anthropic@0.3.16
+  - @llamaindex/assemblyai@0.1.13
+  - @llamaindex/clip@0.0.64
+  - @llamaindex/cohere@0.0.28
+  - @llamaindex/deepinfra@0.0.64
+  - @llamaindex/discord@0.1.13
+  - @llamaindex/google@0.3.13
+  - @llamaindex/huggingface@0.1.18
+  - @llamaindex/jinaai@0.0.24
+  - @llamaindex/mistral@0.1.14
+  - @llamaindex/mixedbread@0.0.28
+  - @llamaindex/notion@0.1.13
+  - @llamaindex/ollama@0.1.14
+  - @llamaindex/openai@0.4.8
+  - @llamaindex/perplexity@0.0.21
+  - @llamaindex/portkey-ai@0.0.56
+  - @llamaindex/replicate@0.0.56
+  - @llamaindex/bm25-retriever@0.0.3
+  - @llamaindex/astra@0.0.28
+  - @llamaindex/azure@0.1.25
+  - @llamaindex/chroma@0.0.28
+  - @llamaindex/elastic-search@0.1.14
+  - @llamaindex/firestore@1.0.21
+  - @llamaindex/milvus@0.1.23
+  - @llamaindex/mongodb@0.0.29
+  - @llamaindex/pinecone@0.1.14
+  - @llamaindex/postgres@0.0.57
+  - @llamaindex/qdrant@0.1.24
+  - @llamaindex/supabase@0.1.14
+  - @llamaindex/upstash@0.0.28
+  - @llamaindex/weaviate@0.0.29
+  - @llamaindex/vercel@0.1.14
+  - @llamaindex/voyage-ai@1.0.20
+  - @llamaindex/readers@3.1.13
+  - @llamaindex/tools@0.1.4
+  - @llamaindex/workflow@1.1.14
+  - @llamaindex/deepseek@0.0.24
+  - @llamaindex/fireworks@0.0.24
+  - @llamaindex/groq@0.0.80
+  - @llamaindex/together@0.0.24
+  - @llamaindex/vllm@0.0.50
+  - @llamaindex/xai@0.0.11
+
 ## 0.3.27

 ### Patch Changes
@@ -1,9 +1,10 @@
 # LlamaIndexTS Examples

-Before running any of the code examples,
-make sure you have basic knowledge of the [LlamaIndexTS](https://ts.llamaindex.ai/).
+This package contains several examples of how to use LlamaIndexTS.

-## Usage
+Most examples will use OpenAI by default, so be sure to set your API key.
+
+## Running Examples

 ```shell
 # export your API key
@@ -12,8 +13,31 @@ export OPENAI_API_KEY="sk-..."
 npx tsx ./rag/chatEngine.ts
 ```

-## Build your own RAG app
+## Recommended Starter Examples

-```shell
-npx create llama
-```
+Agents:
+
+- [Basic OpenAI Agent with Tools](./agents/agent/openai.ts)
+- [Agent with MCP Tools](./agents/agent/mcp-tools.ts)
+- [Customizing Memory](./agents/memory/agent-memory.ts)
+
+Workflows:
+
+- [Workflow basics](./agents/workflow/joke.ts)
+- [Find more workflow examples in the `workflows-ts` repo!](https://github.com/run-llama/workflows-ts)
+
+Indexing, Retrieval, and Querying:
+
+- [Basic Vector Indexing + Query Engine](./index/vectorIndex.ts)
+- [Agent + Query Engine Tool](./agents/agent/query-tool.ts)
+
+Multimodal:
+
+- [Multimodal RAG](./multimodal/rag.ts)
+- [Multimodal Chat](./multimodal/context.ts)
+
+Some more general folders that might be useful to explore:
+
+- [storage](./storage/): Examples with various vector stores
+- [readers](./readers/): Examples of how to use the various readers
+- [models](./models/): Examples of how to use the various LLMs and embedding models from many providers
@@ -3,7 +3,7 @@
 */
 import { openai } from "@llamaindex/openai";
 import { agent } from "@llamaindex/workflow";
-import { getWeatherTool } from "../../deprecated/agents/utils/tools";
+import { getWeatherTool } from "../tools/tools";

 async function main() {
  const weatherAgent = agent({
@@ -1,6 +1,6 @@
 import { ollama } from "@llamaindex/ollama";
 import { agent } from "@llamaindex/workflow";
-import { getWeatherTool } from "../../deprecated/agents/utils/tools";
+import { getWeatherTool } from "../tools/tools";

 async function main() {
  const myAgent = agent({
@@ -1,7 +1,7 @@
-import { OpenAI } from "@llamaindex/openai";
+import { openai } from "@llamaindex/openai";

 async function main() {
-  const llm = new OpenAI({ model: "gpt-4-turbo" });
+  const llm = openai({ model: "gpt-4.1-mini" });
  const args: Parameters<typeof llm.chat>[0] = {
    additionalChatOptions: {
      tool_choice: "auto",
@@ -0,0 +1,46 @@
+import { openai } from "@llamaindex/openai";
+import { tool } from "llamaindex";
+import z from "zod";
+
+import { ChatMessage } from "llamaindex";
+
+async function main() {
+  const llm = openai({ model: "gpt-4.1-mini" });
+  const messages = [
+    {
+      content: `What's the weather like in San Francisco?`,
+      role: "user",
+    } as ChatMessage,
+  ];
+
+  let exit = false;
+  do {
+    const { stream, newMessages, toolCalls } = await llm.exec({
+      messages,
+      tools: [
+        tool({
+          name: "get_weather",
+          description: "Get the current weather for a location",
+          parameters: z.object({
+            address: z.string().describe("The address"),
+          }),
+          execute: ({ address }) => {
+            return `It's sunny in ${address}!`;
+          },
+        }),
+      ],
+      stream: true,
+    });
+    for await (const chunk of stream) {
+      process.stdout.write(chunk.delta);
+    }
+    messages.push(...newMessages());
+    // exit condition to stop the agent loop
+    // here we can also check for specific tool calls or limit the number of llm.exec calls
+    exit = toolCalls.length === 0;
+  } while (!exit);
+}
+
+(async function () {
+  await main();
+})();
@@ -0,0 +1,43 @@
+import { openai } from "@llamaindex/openai";
+import { ChatMessage, tool } from "llamaindex";
+import z from "zod";
+
+async function main() {
+  const llm = openai({ model: "gpt-4.1-mini" });
+  const messages = [
+    {
+      content: `What's the weather like in San Francisco?`,
+      role: "user",
+    } as ChatMessage,
+  ];
+
+  let exit = false;
+  do {
+    const { newMessages, toolCalls } = await llm.exec({
+      messages,
+      tools: [
+        tool({
+          name: "get_weather",
+          description: "Get the current weather for a location",
+          parameters: z.object({
+            address: z.string().describe("The address"),
+          }),
+          execute: ({ address }) => {
+            return `It's sunny in ${address}!`;
+          },
+        }),
+      ],
+    });
+    console.log(newMessages);
+    messages.push(...newMessages);
+    // exit condition to stop the agent loop
+    // here we can also check for specific tool calls or limit the number of llm.exec calls
+    exit = toolCalls.length === 0;
+  } while (!exit);
+}
+
+(async function () {
+  console.log("Starting...");
+  await main();
+  console.log("Done");
+})();
@@ -4,7 +4,7 @@ import {
  getCurrentIDTool,
  getUserInfoTool,
  getWeatherTool,
-} from "./utils/tools";
+} from "../../agents/tools/tools";

 async function main() {
  // Create an OpenAIAgent with the function tools
@@ -3,7 +3,7 @@ import {
  getCurrentIDTool,
  getUserInfoTool,
  getWeatherTool,
-} from "./utils/tools";
+} from "../../agents/tools/tools";

 async function main() {
  // Create an OpenAIAgent with the function tools
@@ -15,15 +15,15 @@
  },
  "devDependencies": {
    "@eslint/js": "^9.25.0",
-    "@types/react": "^19.1.2",
-    "@types/react-dom": "^19.1.2",
+    "@types/react": "^19.1.8",
+    "@types/react-dom": "^19.1.6",
    "@vitejs/plugin-react": "^4.5.2",
-    "eslint": "^9.25.0",
+    "eslint": "^9.30.1",
    "eslint-plugin-react-hooks": "^5.2.0",
    "eslint-plugin-react-refresh": "^0.4.19",
    "globals": "^16.0.0",
    "typescript": "~5.8.3",
-    "typescript-eslint": "^8.30.1",
+    "typescript-eslint": "^8.36.0",
    "vite": "^6.3.5"
  }
 }
@@ -30,6 +30,12 @@ async function main() {
  );
  // and print out the text part
  console.log(textPart?.text);
+
+  const imageId = response.message.options?.image_id;
+  if (imageId) {
+    console.log("Image ID for multi-turn generation:", imageId);
+    console.log("Use this image_id in subsequent requests to modify the image");
+  }
 }

 main().catch(console.error);
@@ -0,0 +1,89 @@
+import { openaiResponses } from "@llamaindex/openai";
+import fs from "fs";
+import { MessageContentDetail } from "llamaindex";
+
+async function main() {
+  const llm = openaiResponses({
+    model: "gpt-4.1-mini",
+    builtInTools: [{ type: "image_generation" }],
+  });
+
+  // First turn: Generate initial image
+  console.log("=== First Turn: Generate initial image ===");
+  const firstResponse = await llm.chat({
+    messages: [
+      {
+        role: "user",
+        content:
+          "Generate an image of a cute tiny llama wearing a hat playing with a cat on a meadow",
+      },
+    ],
+  });
+
+  const firstContent = firstResponse.message.content as MessageContentDetail[];
+  const firstImagePart = firstContent.find((part) => part.type === "image");
+  const firstTextPart = firstContent.find((part) => part.type === "text");
+
+  // Save the first image
+  if (firstImagePart?.data) {
+    fs.writeFileSync(
+      "llama-initial.png",
+      Buffer.from(firstImagePart.data as string, "base64"),
+    );
+    console.log("First image saved as 'llama-initial.png'");
+  }
+
+  if (firstTextPart?.text) {
+    console.log("First response:", firstTextPart.text);
+  }
+
+  // Get the image_id from the response options for multi-turn
+  const imageId = firstResponse.message.options?.image_id;
+  console.log("Image ID for multi-turn:", imageId);
+
+  if (imageId) {
+    // Second turn: Modify the image using the image_id
+    console.log("\n=== Second Turn: Modify the image ===");
+    const secondResponse = await llm.chat({
+      messages: [
+        {
+          role: "user",
+          content:
+            "Generate an image of a cute tiny llama wearing a hat playing with a cat on a meadow",
+        },
+        {
+          role: "assistant",
+          content: firstContent,
+          options: { image_id: imageId },
+        },
+        {
+          role: "user",
+          content:
+            "Now add a rainbow in the background and make the llama's hat blue",
+        },
+      ],
+    });
+
+    const secondContent = secondResponse.message
+      .content as MessageContentDetail[];
+    const secondImagePart = secondContent.find((part) => part.type === "image");
+    const secondTextPart = secondContent.find((part) => part.type === "text");
+
+    // Save the modified image
+    if (secondImagePart?.data) {
+      fs.writeFileSync(
+        "llama-modified.png",
+        Buffer.from(secondImagePart.data as string, "base64"),
+      );
+      console.log("Modified image saved as 'llama-modified.png'");
+    }
+
+    if (secondTextPart?.text) {
+      console.log("Second response:", secondTextPart.text);
+    }
+  } else {
+    console.log("No image_id received, cannot perform multi-turn generation");
+  }
+}
+
+main().catch(console.error);
@@ -1,79 +1,79 @@
 {
  "name": "@llamaindex/examples",
-  "version": "0.3.27",
+  "version": "0.3.30",
  "private": true,
  "scripts": {
    "lint": "eslint .",
-    "start": "tsx ./starter.ts"
+    "start": "echo 'To get started, run `npx tsx <path to example>`'"
  },
  "dependencies": {
    "@ai-sdk/openai": "^1.0.5",
    "@azure/cosmos": "^4.1.1",
    "@azure/identity": "^4.4.1",
    "@azure/search-documents": "^12.1.0",
-    "@llamaindex/anthropic": "^0.3.15",
-    "@llamaindex/assemblyai": "^0.1.12",
-    "@llamaindex/astra": "^0.0.27",
-    "@llamaindex/azure": "^0.1.24",
-    "@llamaindex/bm25-retriever": "^0.0.2",
-    "@llamaindex/chroma": "^0.0.27",
-    "@llamaindex/clip": "^0.0.63",
-    "@llamaindex/cloud": "^4.0.18",
-    "@llamaindex/cohere": "^0.0.27",
-    "@llamaindex/core": "^0.6.13",
-    "@llamaindex/deepinfra": "^0.0.63",
-    "@llamaindex/deepseek": "^0.0.23",
-    "@llamaindex/discord": "^0.1.12",
-    "@llamaindex/elastic-search": "^0.1.13",
+    "@llamaindex/anthropic": "^0.3.17",
+    "@llamaindex/assemblyai": "^0.1.14",
+    "@llamaindex/astra": "^0.0.29",
+    "@llamaindex/azure": "^0.1.26",
+    "@llamaindex/bm25-retriever": "^0.0.4",
+    "@llamaindex/chroma": "^0.0.29",
+    "@llamaindex/clip": "^0.0.65",
+    "@llamaindex/cloud": "^4.0.24",
+    "@llamaindex/cohere": "^0.0.29",
+    "@llamaindex/core": "^0.6.15",
+    "@llamaindex/deepinfra": "^0.0.65",
+    "@llamaindex/deepseek": "^0.0.26",
+    "@llamaindex/discord": "^0.1.14",
+    "@llamaindex/elastic-search": "^0.1.15",
    "@llamaindex/env": "^0.1.30",
-    "@llamaindex/firestore": "^1.0.20",
-    "@llamaindex/fireworks": "^0.0.23",
-    "@llamaindex/google": "^0.3.12",
-    "@llamaindex/groq": "^0.0.79",
-    "@llamaindex/huggingface": "^0.1.17",
-    "@llamaindex/jinaai": "^0.0.23",
-    "@llamaindex/milvus": "^0.1.22",
-    "@llamaindex/mistral": "^0.1.13",
-    "@llamaindex/mixedbread": "^0.0.27",
-    "@llamaindex/mongodb": "^0.0.28",
-    "@llamaindex/node-parser": "^2.0.13",
-    "@llamaindex/notion": "^0.1.12",
-    "@llamaindex/ollama": "^0.1.13",
-    "@llamaindex/openai": "^0.4.7",
-    "@llamaindex/perplexity": "^0.0.20",
-    "@llamaindex/pinecone": "^0.1.13",
-    "@llamaindex/portkey-ai": "^0.0.55",
-    "@llamaindex/postgres": "^0.0.56",
-    "@llamaindex/qdrant": "^0.1.23",
-    "@llamaindex/readers": "^3.1.12",
-    "@llamaindex/replicate": "^0.0.55",
-    "@llamaindex/supabase": "^0.1.13",
-    "@llamaindex/together": "^0.0.23",
-    "@llamaindex/tools": "^0.1.3",
-    "@llamaindex/upstash": "^0.0.27",
-    "@llamaindex/vercel": "^0.1.13",
-    "@llamaindex/vllm": "^0.0.49",
-    "@llamaindex/voyage-ai": "^1.0.19",
-    "@llamaindex/weaviate": "^0.0.28",
-    "@llamaindex/workflow": "^1.1.13",
-    "@llamaindex/xai": "workspace:^0.0.10",
-    "@notionhq/client": "^2.2.15",
+    "@llamaindex/firestore": "^1.0.22",
+    "@llamaindex/fireworks": "^0.0.25",
+    "@llamaindex/google": "^0.3.14",
+    "@llamaindex/groq": "^0.0.81",
+    "@llamaindex/huggingface": "^0.1.19",
+    "@llamaindex/jinaai": "^0.0.25",
+    "@llamaindex/milvus": "^0.1.24",
+    "@llamaindex/mistral": "^0.1.15",
+    "@llamaindex/mixedbread": "^0.0.29",
+    "@llamaindex/mongodb": "^0.0.30",
+    "@llamaindex/node-parser": "^2.0.15",
+    "@llamaindex/notion": "^0.1.14",
+    "@llamaindex/ollama": "^0.1.15",
+    "@llamaindex/openai": "^0.4.9",
+    "@llamaindex/perplexity": "^0.0.22",
+    "@llamaindex/pinecone": "^0.1.15",
+    "@llamaindex/portkey-ai": "^0.0.57",
+    "@llamaindex/postgres": "^0.0.58",
+    "@llamaindex/qdrant": "^0.1.25",
+    "@llamaindex/readers": "^3.1.14",
+    "@llamaindex/replicate": "^0.0.57",
+    "@llamaindex/supabase": "^0.1.15",
+    "@llamaindex/together": "^0.0.25",
+    "@llamaindex/tools": "^0.1.5",
+    "@llamaindex/upstash": "^0.0.29",
+    "@llamaindex/vercel": "^0.1.15",
+    "@llamaindex/vllm": "^0.0.51",
+    "@llamaindex/voyage-ai": "^1.0.21",
+    "@llamaindex/weaviate": "^0.0.30",
+    "@llamaindex/workflow": "^1.1.15",
+    "@llamaindex/xai": "^0.0.12",
+    "@notionhq/client": "^4.0.0",
    "@pinecone-database/pinecone": "^4.0.0",
    "@vercel/postgres": "^0.10.0",
    "ai": "^4.3.17",
    "ajv": "^8.17.1",
    "commander": "^12.1.0",
-    "dotenv": "^16.4.5",
+    "dotenv": "^17.2.0",
    "js-tiktoken": "^1.0.14",
-    "llamaindex": "^0.11.13",
+    "llamaindex": "^0.11.19",
    "mongodb": "6.7.0",
    "postgres": "^3.4.4",
    "wikipedia": "^2.1.2",
    "zod": "^3.25.76"
  },
  "devDependencies": {
-    "@types/node": "^22.9.0",
-    "tsx": "^4.19.3",
+    "@types/node": "^24.0.13",
+    "tsx": "^4.20.3",
    "typescript": "^5.8.3"
  },
  "stackblitz": {
@@ -0,0 +1,2 @@
+packages:
+  - "**"
@@ -23,11 +23,12 @@
    "@llamaindex/cloud": "workspace:* || ^2.0.24",
    "@llamaindex/excel": "workspace:*",
    "@llamaindex/readers": "workspace:* || ^1.0.25",
+    "@notionhq/client": "^4.0.0",
    "llamaindex": "workspace:* || ^0.8.37"
  },
  "devDependencies": {
-    "@types/node": "^22.9.0",
-    "tsx": "^4.19.3",
+    "@types/node": "^24.0.13",
+    "tsx": "^4.20.3",
    "typescript": "^5.8.3"
  }
 }
@@ -17,18 +17,19 @@
    "release-snapshot": "pnpm run build && changeset publish --tag snapshot",
    "new-version": "changeset version && pnpm format:write && pnpm run build",
    "new-snapshot": "pnpm run build && changeset version --snapshot",
-    "lint-staged": "lint-staged"
+    "lint-staged": "lint-staged",
+    "preinstall": "npx only-allow pnpm"
  },
  "devDependencies": {
    "@changesets/cli": "^2.27.5",
    "@eslint/js": "^9.25.0",
    "bunchee": "6.4.0",
-    "eslint": "9.22.0",
-    "eslint-config-next": "^15.1.0",
-    "eslint-config-prettier": "^9.1.0",
-    "eslint-config-turbo": "^2.3.3",
-    "eslint-plugin-react": "7.37.2",
-    "eslint-plugin-turbo": "^2.5.0",
+    "eslint": "9.30.1",
+    "eslint-config-next": "^15.3.5",
+    "eslint-config-prettier": "^10.1.5",
+    "eslint-config-turbo": "^2.5.4",
+    "eslint-plugin-react": "7.37.5",
+    "eslint-plugin-turbo": "^2.5.4",
    "globals": "^15.12.0",
    "husky": "^9.1.7",
    "lint-staged": "^15.2.11",
@@ -38,10 +39,15 @@
    "prettier-plugin-tailwindcss": "^0.6.11",
    "turbo": "^2.4.4",
    "typescript": "^5.8.3",
-    "typescript-eslint": "^8.18.0",
+    "typescript-eslint": "^8.36.0",
    "vitest": "^3.1.1"
  },
  "packageManager": "pnpm@10.8.1",
+  "pnpm": {
+    "overrides": {
+      "@notionhq/client": "4.0.0"
+    }
+  },
  "lint-staged": {
    "*.{js,jsx,ts,tsx}": [
      "eslint --fix",
@@ -1,5 +1,41 @@
 # @llamaindex/autotool

+## 8.0.19
+
+### Patch Changes
+
+- llamaindex@0.11.19
+
+## 8.0.18
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 8.0.17
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 8.0.16
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 8.0.15
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 8.0.14
+
+### Patch Changes
+
+- llamaindex@0.11.14
+
 ## 8.0.13

 ### Patch Changes
@@ -1,5 +1,47 @@
 # @llamaindex/autotool-01-node-example

+## 0.0.127
+
+### Patch Changes
+
+- llamaindex@0.11.19
+- @llamaindex/autotool@8.0.19
+
+## 0.0.126
+
+### Patch Changes
+
+- llamaindex@0.11.18
+- @llamaindex/autotool@8.0.18
+
+## 0.0.125
+
+### Patch Changes
+
+- llamaindex@0.11.17
+- @llamaindex/autotool@8.0.17
+
+## 0.0.124
+
+### Patch Changes
+
+- llamaindex@0.11.16
+- @llamaindex/autotool@8.0.16
+
+## 0.0.123
+
+### Patch Changes
+
+- llamaindex@0.11.15
+- @llamaindex/autotool@8.0.15
+
+## 0.0.122
+
+### Patch Changes
+
+- llamaindex@0.11.14
+- @llamaindex/autotool@8.0.14
+
 ## 0.0.121

 ### Patch Changes
@@ -8,10 +8,10 @@
    "openai": "^4.73.1"
  },
  "devDependencies": {
-    "tsx": "^4.19.3"
+    "tsx": "^4.20.3"
  },
  "scripts": {
    "start": "node --import tsx --import @llamaindex/autotool/node ./src/index.ts"
  },
-  "version": "0.0.121"
+  "version": "0.0.127"
 }
@@ -6,7 +6,7 @@
    "url": "git+https://github.com/run-llama/LlamaIndexTS.git",
    "directory": "packages/autotool"
  },
-  "version": "8.0.13",
+  "version": "8.0.19",
  "description": "auto transpile your JS function to LLM Agent compatible",
  "files": [
    "dist",
@@ -74,11 +74,11 @@
  "devDependencies": {
    "@swc/types": "^0.1.12",
    "@types/json-schema": "^7.0.15",
-    "@types/node": "^22.9.0",
+    "@types/node": "^24.0.13",
    "llamaindex": "workspace:*",
    "next": "^15.3.3",
    "rollup": "^4.28.1",
-    "tsx": "^4.19.3",
+    "tsx": "^4.20.3",
    "typescript": "^5.8.3",
    "vitest": "^2.1.5",
    "webpack": "^5.97.1"
@@ -1,5 +1,47 @@
 # @llamaindex/cloud

+## 4.0.24
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 4.0.23
+
+### Patch Changes
+
+- a1b1598: fix: add generic types into agent data responses
+
+## 4.0.22
+
+### Patch Changes
+
+- d2be868: Bug fixes for new beta agent-data cloud API
+
+## 4.0.21
+
+### Patch Changes
+
+- 579ca0c: chore: bump sdk version
+
+## 4.0.20
+
+### Patch Changes
+
+- 48b0d88: fix: exports in `api` submodule
+- f185772: fix(cloud): missing file
+
+## 4.0.19
+
+### Patch Changes
+
+- 5a0ed1f: feat: init agent api on cloud sdk
+- 5a0ed1f: feat: init agent api on cloud sdk
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 4.0.18

 ### Patch Changes
@@ -0,0 +1,8 @@
+{
+  "type": "module",
+  "main": "./dist/index.cjs",
+  "module": "./dist/index.js",
+  "types": "./dist/index.d.ts",
+  "exports": "./dist/index.js",
+  "private": true
+}
@@ -2519,7 +2519,7 @@
      "get": {
        "tags": ["Organizations"],
        "summary": "Get Organization Usage",
-        "description": "Get usage for a project",
+        "description": "Get usage for a specific organization.",
        "operationId": "get_organization_usage_api_v1_organizations__organization_id__usage_get",
        "security": [
          {
@@ -2535,15 +2535,8 @@
            "in": "path",
            "required": true,
            "schema": {
-              "anyOf": [
-                {
-                  "type": "string",
-                  "format": "uuid"
-                },
-                {
-                  "type": "null"
-                }
-              ],
+              "type": "string",
+              "format": "uuid",
              "title": "Organization Id"
            }
          },
@@ -11650,7 +11643,7 @@
    },
    "/api/v1/projects/{project_id}/agents": {
      "get": {
-        "tags": ["Llama Apps"],
+        "tags": ["Agent Deployments"],
        "summary": "List Deployments",
        "description": "List all deployments for a project.",
        "operationId": "list_deployments_api_v1_projects__project_id__agents_get",
@@ -11716,7 +11709,7 @@
    },
    "/api/v1/projects/{project_id}/agents:sync": {
      "post": {
-        "tags": ["Llama Apps"],
+        "tags": ["Agent Deployments"],
        "summary": "Sync Deployments",
        "description": "Sync deployments for a project.",
        "operationId": "sync_deployments_api_v1_projects__project_id__agents_sync_post",
@@ -11780,12 +11773,12 @@
        }
      }
    },
-    "/api/v1/billing/checkout-session": {
+    "/api/v1/classifier/classify": {
      "post": {
-        "tags": ["Billing"],
-        "summary": "Create Checkout Session",
-        "description": "Create a new checkout session.",
-        "operationId": "create_checkout_session_api_v1_billing_checkout_session_post",
+        "tags": ["Classifier", "Beta", "Classifier"],
+        "summary": "Classify Documents",
+        "description": "**[BETA]** Classify documents based on provided rules - simplified classification system.\n\n**This is a Beta feature** - API may change based on user feedback.\n\nThis endpoint supports:\n- Classifying new uploaded files\n- Classifying existing files by ID\n- Both new files and existing file IDs in one request\n\n## v0 Features:\n- **Simplified Rules**: Only `type` and `description` fields needed\n- **Matching Threshold**: Confidence-based classification with configurable threshold\n- **Smart Classification**: Filename heuristics + LLM content analysis\n- **Document Type Filtering**: Automatically filters out non-document file types\n- **Fast Processing**: Uses LlamaParse fast mode + GPT-4.1-nano\n- **Optimized Performance**: Parses each file only once for all rules\n\n## Simplified Scoring Logic:\n1. **Evaluate All Rules**: Compare document against all classification rules\n2. **Best Match Selection**: Return the highest scoring rule above matching_threshold\n3. **Unknown Classification**: Return as \"unknown\" if no rules score above threshold\n\nThis ensures optimal classification by:\n- Finding the best possible match among all rules\n- Avoiding false positives with confidence thresholds\n- Maximizing performance with single-pass file parsing\n\n## Rule Format:\n```json\n[\n  {\n    \"type\": \"invoice\",\n    \"description\": \"contains invoice number, line items, and total amount\"\n  },\n  {\n    \"type\": \"receipt\",\n    \"description\": \"purchase receipt with transaction details and payment info\"\n  }\n]\n```\n\n## Classification Process:\n1. **Metadata Heuristics** (configurable via API):\n   - **Document Type Filter**: Only process document file types (PDF, DOC, DOCX, RTF, TXT, ODT, Pages, HTML, XML, Markdown)\n   - **Filename Heuristics**: Check if rule type appears in filename\n   - **Content Analysis**: Parse document content once and use LLM for semantic matching against all rules\n2. **Result**: Returns type, confidence score, and matched rule information\n\n## API Parameters:\n- `matching_threshold` (0.1-0.99, default: 0.6): Minimum confidence threshold for acceptable matches\n- `enable_metadata_heuristic` (boolean, default: true): Enable metadata-based features\n\n## Supported Document Types:\n**Text Documents**: pdf, doc, docx, rtf, txt, odt, pages\n**Web Documents**: html, htm, xml\n**Markup**: md, markdown\n\n## Limits (Beta):\n- Maximum 100 files per request\n- Maximum 10 rules per request\n- Rule descriptions: 10-500 characters\n- Document types: 1-50 characters (alphanumeric, hyphens, underscores)\n\n**Beta Notice**: This API is subject to change. Please provide feedback!",
+        "operationId": "classify_documents_api_v1_classifier_classify_post",
        "security": [
          {
            "HTTPBearer": []
@@ -11795,6 +11788,23 @@
          }
        ],
        "parameters": [
+          {
+            "name": "project_id",
+            "in": "query",
+            "required": false,
+            "schema": {
+              "anyOf": [
+                {
+                  "type": "string",
+                  "format": "uuid"
+                },
+                {
+                  "type": "null"
+                }
+              ],
+              "title": "Project Id"
+            }
+          },
          {
            "name": "organization_id",
            "in": "query",
@@ -11832,9 +11842,9 @@
        "requestBody": {
          "required": true,
          "content": {
-            "application/json": {
+            "multipart/form-data": {
              "schema": {
-                "$ref": "#/components/schemas/CheckoutSessionCreatePayload"
+                "$ref": "#/components/schemas/Body_classify_documents_api_v1_classifier_classify_post"
              }
            }
          }
@@ -11845,8 +11855,7 @@
            "content": {
              "application/json": {
                "schema": {
-                  "type": "string",
-                  "title": "Response Create Checkout Session Api V1 Billing Checkout Session Post"
+                  "$ref": "#/components/schemas/ClassifyResponse"
                }
              }
            }
@@ -11948,55 +11957,6 @@
        }
      }
    },
-    "/api/v1/billing/webhook": {
-      "post": {
-        "tags": ["Billing"],
-        "summary": "Stripe Webhook",
-        "description": "Stripe webhook endpoint.",
-        "operationId": "stripe_webhook_api_v1_billing_webhook_post",
-        "parameters": [
-          {
-            "name": "stripe-signature",
-            "in": "header",
-            "required": false,
-            "schema": {
-              "type": "string",
-              "title": "Stripe-Signature"
-            }
-          }
-        ],
-        "responses": {
-          "200": {
-            "description": "Successful Response",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "type": "object",
-                  "additionalProperties": {
-                    "const": "success",
-                    "type": "string"
-                  },
-                  "propertyNames": {
-                    "const": "status"
-                  },
-                  "title": "Response Stripe Webhook Api V1 Billing Webhook Post"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/HTTPValidationError"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
    "/api/v1/billing/downgrade-plan": {
      "post": {
        "tags": ["Billing"],
@@ -12165,64 +12125,6 @@
        }
      }
    },
-    "/api/v1/billing/metronome-webhook": {
-      "post": {
-        "tags": ["Billing"],
-        "summary": "Metronome Webhook",
-        "description": "Metronome webhook endpoint.",
-        "operationId": "metronome_webhook_api_v1_billing_metronome_webhook_post",
-        "parameters": [
-          {
-            "name": "Metronome-Webhook-Signature",
-            "in": "header",
-            "required": false,
-            "schema": {
-              "type": "string",
-              "title": "Metronome-Webhook-Signature"
-            }
-          },
-          {
-            "name": "Date",
-            "in": "header",
-            "required": false,
-            "schema": {
-              "type": "string",
-              "title": "Date"
-            }
-          }
-        ],
-        "responses": {
-          "200": {
-            "description": "Successful Response",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "type": "object",
-                  "additionalProperties": {
-                    "const": "success",
-                    "type": "string"
-                  },
-                  "propertyNames": {
-                    "const": "status"
-                  },
-                  "title": "Response Metronome Webhook Api V1 Billing Metronome Webhook Post"
-                }
-              }
-            }
-          },
-          "422": {
-            "description": "Validation Error",
-            "content": {
-              "application/json": {
-                "schema": {
-                  "$ref": "#/components/schemas/HTTPValidationError"
-                }
-              }
-            }
-          }
-        }
-      }
-    },
    "/api/v1/billing/metronome/dashboard": {
      "get": {
        "tags": ["Billing"],
@@ -15768,12 +15670,12 @@
        }
      }
    },
-    "/api/v1/beta/agent-data/": {
+    "/api/v1/beta/agent-data": {
      "post": {
        "tags": ["Beta", "Agent Data"],
        "summary": "Create Agent Data",
        "description": "Create new agent data.",
-        "operationId": "create_agent_data_api_v1_beta_agent_data__post",
+        "operationId": "create_agent_data_api_v1_beta_agent_data_post",
        "security": [
          {
            "HTTPBearer": []
@@ -18883,6 +18785,73 @@
        "required": ["start_date", "end_date"],
        "title": "BillingPeriod"
      },
+      "Body_classify_documents_api_v1_classifier_classify_post": {
+        "properties": {
+          "rules_json": {
+            "type": "string",
+            "title": "Rules Json",
+            "description": "JSON string containing classifier rules"
+          },
+          "files": {
+            "anyOf": [
+              {
+                "items": {
+                  "type": "string",
+                  "format": "binary"
+                },
+                "type": "array"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Files"
+          },
+          "file_ids": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "File Ids",
+            "description": "Comma-separated list of existing file IDs"
+          },
+          "matching_threshold": {
+            "anyOf": [
+              {
+                "type": "number",
+                "maximum": 0.99,
+                "minimum": 0.1
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Matching Threshold",
+            "description": "Minimum confidence threshold for acceptable matches (0.1-0.99, default: 0.6)",
+            "default": 0.6
+          },
+          "enable_metadata_heuristic": {
+            "anyOf": [
+              {
+                "type": "boolean"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Enable Metadata Heuristic",
+            "description": "Enable metadata-based features (document filtering + content classification, default: true)",
+            "default": true
+          }
+        },
+        "type": "object",
+        "required": ["rules_json"],
+        "title": "Body_classify_documents_api_v1_classifier_classify_post"
+      },
      "Body_create_report_api_v1_reports__post": {
        "properties": {
          "name": {
@@ -19376,6 +19345,11 @@
            ],
            "title": "Max Pages"
          },
+          "merge_tables_across_pages_in_markdown": {
+            "type": "boolean",
+            "title": "Merge Tables Across Pages In Markdown",
+            "default": false
+          },
          "outlined_table_extraction": {
            "type": "boolean",
            "title": "Outlined Table Extraction",
@@ -19857,6 +19831,11 @@
            ],
            "title": "Max Pages"
          },
+          "merge_tables_across_pages_in_markdown": {
+            "type": "boolean",
+            "title": "Merge Tables Across Pages In Markdown",
+            "default": false
+          },
          "outlined_table_extraction": {
            "type": "boolean",
            "title": "Outlined Table Extraction",
@@ -20430,30 +20409,101 @@
        "type": "object",
        "title": "ChatInputParams"
      },
-      "CheckoutSessionCreatePayload": {
-        "properties": {
-          "success_url": {
-            "type": "string",
-            "minLength": 1,
-            "format": "uri",
-            "title": "Success Url"
-          },
-          "cancel_url": {
-            "type": "string",
-            "minLength": 1,
-            "format": "uri",
-            "title": "Cancel Url"
-          }
-        },
-        "type": "object",
-        "required": ["success_url", "cancel_url"],
-        "title": "CheckoutSessionCreatePayload"
-      },
      "ChunkMode": {
        "type": "string",
        "enum": ["PAGE", "DOCUMENT", "SECTION", "GROUPED_PAGES"],
        "title": "ChunkMode"
      },
+      "ClassificationResult": {
+        "properties": {
+          "file_id": {
+            "type": "string",
+            "format": "uuid",
+            "title": "File Id",
+            "description": "The ID of the classified file"
+          },
+          "type": {
+            "type": "string",
+            "title": "Type",
+            "description": "The assigned document type ('unknown' if no rules matched)",
+            "examples": ["invoice", "receipt", "contract", "unknown"]
+          },
+          "confidence": {
+            "type": "number",
+            "maximum": 1.0,
+            "minimum": 0.0,
+            "title": "Confidence",
+            "description": "Confidence score of the classification (0.0-1.0)"
+          },
+          "matched_rule": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Matched Rule",
+            "description": "Description of the rule that matched, or method used (e.g., 'auto: filename contains invoice')",
+            "examples": [
+              "contains invoice number, line items, and total",
+              "auto: filename contains 'invoice'",
+              null
+            ]
+          }
+        },
+        "type": "object",
+        "required": ["file_id", "type", "confidence", "matched_rule"],
+        "title": "ClassificationResult",
+        "description": "Result of classifying a single file.\n\nContains the classification outcome with confidence score and matched rule info."
+      },
+      "ClassifyResponse": {
+        "properties": {
+          "items": {
+            "items": {
+              "$ref": "#/components/schemas/ClassificationResult"
+            },
+            "type": "array",
+            "title": "Items",
+            "description": "The list of items."
+          },
+          "next_page_token": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Next Page Token",
+            "description": "A token, which can be sent as page_token to retrieve the next page. If this field is omitted, there are no subsequent pages."
+          },
+          "total_size": {
+            "anyOf": [
+              {
+                "type": "integer"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Total Size",
+            "description": "The total number of items available. This is only populated when specifically requested. The value may be an estimate and can be used for display purposes only."
+          },
+          "unknown_count": {
+            "type": "integer",
+            "minimum": 0.0,
+            "title": "Unknown Count",
+            "description": "Number of files that couldn't be classified"
+          }
+        },
+        "type": "object",
+        "required": ["items", "unknown_count"],
+        "title": "ClassifyResponse",
+        "description": "Response model for the classify endpoint following AIP-132 pagination standard.\n\nContains classification results with pagination support and summary statistics."
+      },
      "CloudAzStorageBlobDataSource": {
        "properties": {
          "supports_access_control": {
@@ -21941,6 +21991,7 @@
          },
          "query": {
            "type": "string",
+            "minLength": 1,
            "title": "Query",
            "description": "The query to retrieve against."
          }
@@ -22457,14 +22508,12 @@
          "version_metadata": {
            "anyOf": [
              {
-                "additionalProperties": true,
-                "type": "object"
+                "$ref": "#/components/schemas/DataSourceReaderVersionMetadata"
              },
              {
                "type": "null"
              }
            ],
-            "title": "Version Metadata",
            "description": "Version metadata for the data source"
          },
          "project_id": {
@@ -22570,6 +22619,24 @@
        "title": "DataSourceCreate",
        "description": "Schema for creating a data source."
      },
+      "DataSourceReaderVersionMetadata": {
+        "properties": {
+          "reader_version": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Reader Version",
+            "description": "The version of the reader to use for this data source."
+          }
+        },
+        "type": "object",
+        "title": "DataSourceReaderVersionMetadata"
+      },
      "DataSourceUpdate": {
        "properties": {
          "name": {
@@ -22841,6 +22908,7 @@
          },
          "query": {
            "type": "string",
+            "minLength": 1,
            "title": "Query",
            "description": "The query to retrieve against."
          },
@@ -23799,7 +23867,7 @@
      },
      "ExtractMode": {
        "type": "string",
-        "enum": ["FAST", "BALANCED", "PREMIUM", "MULTIMODAL", "ACCURATE"],
+        "enum": ["FAST", "BALANCED", "PREMIUM", "MULTIMODAL"],
        "title": "ExtractMode"
      },
      "ExtractModels": {
@@ -26210,6 +26278,19 @@
            "description": "Whether to try to extract outlined tables",
            "default": false
          },
+          "mergeTablesAcrossPagesInMarkdown": {
+            "anyOf": [
+              {
+                "type": "boolean"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Mergetablesacrosspagesinmarkdown",
+            "description": "Whether to merge tables across pages in markdown",
+            "default": false
+          },
          "saveImages": {
            "anyOf": [
              {
@@ -27070,6 +27151,7 @@
              "disable_image_extraction": false,
              "invalidate_cache": false,
              "outlined_table_extraction": false,
+              "merge_tables_across_pages_in_markdown": false,
              "output_pdf_of_document": false,
              "do_not_cache": false,
              "fast_mode": false,
@@ -27246,6 +27328,18 @@
            "title": "Outlined Table Extraction",
            "default": false
          },
+          "merge_tables_across_pages_in_markdown": {
+            "anyOf": [
+              {
+                "type": "boolean"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Merge Tables Across Pages In Markdown",
+            "default": false
+          },
          "output_pdf_of_document": {
            "anyOf": [
              {
@@ -29406,6 +29500,18 @@
            "title": "Outlined Table Extraction",
            "default": false
          },
+          "merge_tables_across_pages_in_markdown": {
+            "anyOf": [
+              {
+                "type": "boolean"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Merge Tables Across Pages In Markdown",
+            "default": false
+          },
          "output_pdf_of_document": {
            "anyOf": [
              {
@@ -31334,14 +31440,12 @@
          "version_metadata": {
            "anyOf": [
              {
-                "additionalProperties": true,
-                "type": "object"
+                "$ref": "#/components/schemas/DataSourceReaderVersionMetadata"
              },
              {
                "type": "null"
              }
            ],
-            "title": "Version Metadata",
            "description": "Version metadata for the data source"
          },
          "project_id": {
@@ -32129,12 +32233,6 @@
            "title": "Data Source Project File Changed",
            "description": "Whether the data source project file has changed",
            "default": false
-          },
-          "should_migrate_pipeline_file_to_external_file_id": {
-            "type": "boolean",
-            "title": "Should Migrate Pipeline File To External File Id",
-            "description": "Whether to migrate the pipeline file to the external file id",
-            "default": false
          }
        },
        "type": "object",
@@ -34239,19 +34337,6 @@
            "title": "Name",
            "description": "A name for the role."
          },
-          "organization_id": {
-            "anyOf": [
-              {
-                "type": "string",
-                "format": "uuid"
-              },
-              {
-                "type": "null"
-              }
-            ],
-            "title": "Organization Id",
-            "description": "The organization's ID."
-          },
          "permissions": {
            "items": {
              "$ref": "#/components/schemas/Permission"
@@ -34262,7 +34347,7 @@
          }
        },
        "type": "object",
-        "required": ["id", "name", "organization_id", "permissions"],
+        "required": ["id", "name", "permissions"],
        "title": "Role",
        "description": "Schema for a role."
      },
@@ -35134,19 +35219,13 @@
            "title": "Project Ids",
            "description": "The project ID scope."
          },
-          "role_id": {
-            "type": "string",
-            "format": "uuid",
-            "title": "Role Id",
-            "description": "The role's ID."
-          },
          "role": {
            "$ref": "#/components/schemas/Role",
            "description": "The role."
          }
        },
        "type": "object",
-        "required": ["id", "user_id", "organization_id", "role_id", "role"],
+        "required": ["id", "user_id", "organization_id", "role"],
        "title": "UserOrganizationRole",
        "description": "Schema for a user's role in an organization."
      },
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/cloud",
-  "version": "4.0.18",
+  "version": "4.0.24",
  "type": "module",
  "license": "MIT",
  "scripts": {
@@ -11,10 +11,23 @@
  "files": [
    "openapi.json",
    "./api",
-    "./reader"
+    "./reader",
+    "./parse",
+    "./beta/agent"
  ],
  "exports": {
    "./openapi.json": "./openapi.json",
+    "./beta/agent": {
+      "require": {
+        "types": "./beta/agent/dist/index.d.cts",
+        "default": "./beta/agent/dist/index.cjs"
+      },
+      "import": {
+        "types": "./beta/agent/dist/index.d.ts",
+        "default": "./beta/agent/dist/index.js"
+      },
+      "default": "./beta/agent/dist/index.js"
+    },
    "./api": {
      "require": {
        "types": "./api/dist/index.d.cts",
@@ -0,0 +1,314 @@
+import { createClient, createConfig } from "@hey-api/client-fetch";
+import { getEnv } from "@llamaindex/env";
+import {
+  aggregateAgentDataApiV1BetaAgentDataAggregatePost,
+  createAgentDataApiV1BetaAgentDataPost,
+  deleteAgentDataApiV1BetaAgentDataItemIdDelete,
+  getAgentDataApiV1BetaAgentDataItemIdGet,
+  searchAgentDataApiV1BetaAgentDataSearchPost,
+  updateAgentDataApiV1BetaAgentDataItemIdPut,
+  type AgentData,
+  type AggregateGroup,
+} from "../../client";
+import type {
+  AggregateAgentDataOptions,
+  SearchAgentDataOptions,
+  TypedAgentData,
+  TypedAgentDataItems,
+  TypedAggregateGroup,
+  TypedAggregateGroupItems,
+} from "./types";
+
+/**
+ * Async client for agent data operations
+ */
+export class AgentClient<T = unknown> {
+  private client: ReturnType<typeof createClient>;
+  private baseUrl: string;
+  private headers: Record<string, string>;
+  private collection: string;
+  private agentUrlId: string;
+
+  constructor({
+    apiKey = getEnv("LLAMA_CLOUD_API_KEY"),
+    baseUrl = "https://api.cloud.llamaindex.ai/",
+    collection = "default",
+    agentUrlId = "default",
+  }: {
+    apiKey?: string;
+    baseUrl?: string;
+    collection?: string;
+    agentUrlId?: string;
+  }) {
+    this.baseUrl = baseUrl;
+
+    this.headers = {
+      "X-SDK-Name": "llamaindex-ts",
+      ...(apiKey && { Authorization: `Bearer ${apiKey}` }),
+    };
+
+    this.client = createClient(
+      createConfig({
+        baseUrl: this.baseUrl,
+        headers: this.headers,
+      }),
+    );
+
+    this.collection = collection;
+    this.agentUrlId = agentUrlId;
+  }
+
+  /**
+   * Create new agent data
+   */
+  async createItem(data: T): Promise<TypedAgentData<T>> {
+    const response = await createAgentDataApiV1BetaAgentDataPost({
+      throwOnError: true,
+      body: {
+        agent_slug: this.agentUrlId,
+        collection: this.collection,
+        data: data as Record<string, unknown>,
+      },
+      client: this.client,
+    });
+
+    return this.transformResponse(response.data);
+  }
+
+  /**
+   * Get agent data by ID
+   */
+  async getItem(id: string): Promise<TypedAgentData<T> | null> {
+    try {
+      const response = await getAgentDataApiV1BetaAgentDataItemIdGet({
+        throwOnError: true,
+        path: { item_id: id },
+        client: this.client,
+      });
+
+      return this.transformResponse(response.data);
+    } catch (error) {
+      if (
+        error instanceof Error &&
+        "response" in error &&
+        (error as { response?: { status?: number } }).response?.status === 404
+      ) {
+        return null;
+      }
+      throw error;
+    }
+  }
+
+  /**
+   * Update agent data
+   */
+  async updateItem(id: string, data: T): Promise<TypedAgentData<T>> {
+    const response = await updateAgentDataApiV1BetaAgentDataItemIdPut({
+      throwOnError: true,
+      path: { item_id: id },
+      body: {
+        data: data as Record<string, unknown>,
+      },
+      client: this.client,
+    });
+
+    return this.transformResponse(response.data);
+  }
+
+  /**
+   * Delete agent data
+   */
+  async deleteItem(id: string): Promise<void> {
+    await deleteAgentDataApiV1BetaAgentDataItemIdDelete({
+      throwOnError: true,
+      path: { item_id: id },
+      client: this.client,
+    });
+  }
+
+  /**
+   * List agent data
+   */
+  async search(
+    options: SearchAgentDataOptions,
+  ): Promise<TypedAgentDataItems<T>> {
+    const response = await searchAgentDataApiV1BetaAgentDataSearchPost({
+      throwOnError: true,
+      body: {
+        agent_slug: this.agentUrlId,
+        ...(this.collection !== undefined && {
+          collection: this.collection,
+        }),
+        ...(options.filter !== undefined && { filter: options.filter }),
+        ...(options.orderBy !== undefined && { order_by: options.orderBy }),
+        ...(options.pageSize !== undefined && { page_size: options.pageSize }),
+        ...(options.offset !== undefined && { offset: options.offset }),
+        ...(options.includeTotal !== undefined && {
+          include_total: options.includeTotal,
+        }),
+      },
+      client: this.client,
+    });
+
+    const result: TypedAgentDataItems<T> = {
+      items: response.data.items.map((item: AgentData) =>
+        this.transformResponse(item),
+      ),
+    };
+
+    if (
+      response.data.total_size !== null &&
+      response.data.total_size !== undefined
+    ) {
+      result.totalSize = response.data.total_size;
+    }
+
+    if (
+      response.data.next_page_token !== null &&
+      response.data.next_page_token !== undefined
+    ) {
+      result.nextPageToken = response.data.next_page_token;
+    }
+
+    return result;
+  }
+
+  /**
+   * Aggregate agent data into groups
+   */
+  async aggregate(
+    options: AggregateAgentDataOptions,
+  ): Promise<TypedAggregateGroupItems<T>> {
+    const response = await aggregateAgentDataApiV1BetaAgentDataAggregatePost({
+      throwOnError: true,
+      body: {
+        agent_slug: this.agentUrlId,
+        ...(this.collection !== undefined && {
+          collection: this.collection,
+        }),
+        ...(options.filter !== undefined && { filter: options.filter }),
+        ...(options.groupBy !== undefined && { group_by: options.groupBy }),
+        ...(options.count !== undefined && { count: options.count }),
+        ...(options.first !== undefined && { first: options.first }),
+        ...(options.orderBy !== undefined && { order_by: options.orderBy }),
+        ...(options.offset !== undefined && { offset: options.offset }),
+        ...(options.pageSize !== undefined && { page_size: options.pageSize }),
+      },
+      client: this.client,
+    });
+
+    const result: TypedAggregateGroupItems<T> = {
+      items: response.data.items.map((item) =>
+        this.transformAggregateResponse(item),
+      ),
+    };
+
+    if (
+      response.data.total_size !== null &&
+      response.data.total_size !== undefined
+    ) {
+      result.totalSize = response.data.total_size;
+    }
+
+    if (
+      response.data.next_page_token !== null &&
+      response.data.next_page_token !== undefined
+    ) {
+      result.nextPageToken = response.data.next_page_token;
+    }
+
+    return result;
+  }
+
+  /**
+   * Transform API response to typed data
+   */
+  private transformResponse(data: AgentData): TypedAgentData<T> {
+    const result: TypedAgentData<T> = {
+      id: data.id!,
+      agentUrlId: data.agent_slug,
+      data: data.data as T,
+      createdAt: new Date(data.created_at!),
+      updatedAt: new Date(data.updated_at!),
+    };
+
+    if (data.collection !== undefined) {
+      result.collection = data.collection;
+    }
+
+    return result;
+  }
+
+  /**
+   * Transform API aggregate response to typed data
+   */
+  private transformAggregateResponse(
+    data: AggregateGroup,
+  ): TypedAggregateGroup<T> {
+    const result: TypedAggregateGroup<T> = {
+      groupKey: data.group_key,
+    };
+
+    if (data.count !== null && data.count !== undefined) {
+      result.count = data.count;
+    }
+
+    if (data.first_item !== null && data.first_item !== undefined) {
+      result.firstItem = data.first_item as T;
+    }
+
+    return result;
+  }
+}
+
+export interface AgentDataClientOptions<T = unknown> {
+  /** API key for the client */
+  apiKey?: string;
+  /** Base URL for the client */
+  /** Base URL of the llama cloud api */
+  baseUrl?: string;
+  /** If running in an agent runtime, optionally provide the window url to infer the agent url id */
+  windowUrl?: string;
+  /** Agent URL ID for the client, if not provided, it will be inferred from the window url, or fall back to "default" */
+  agentUrlId?: string;
+  /** Collection name for the client, defaults to "default" */
+  collection?: string;
+}
+/**
+ * Create a new AsyncAgentDataClient instance
+ * @param options - The options for the client
+ * @returns A new AgentClient instance
+ */
+export function createAgentDataClient<T = unknown>({
+  apiKey,
+  baseUrl,
+  windowUrl,
+  agentUrlId,
+  collection = "default",
+}: {
+  apiKey?: string;
+  baseUrl?: string;
+  windowUrl?: string;
+  agentUrlId?: string;
+  collection?: string;
+} = {}): AgentClient<T> {
+  if (windowUrl && !agentUrlId) {
+    try {
+      const path = new URL(windowUrl).pathname;
+      // /deployments/<agent-url-id>/ui/ -> ["", "deployments", "<agent-url-id>", "ui"]
+      agentUrlId = path.split("/")[2];
+    } catch (error) {
+      console.warn(
+        "Failed to infer agent url id from window url, falling back to default",
+        error,
+      );
+    }
+  }
+
+  return new AgentClient({
+    ...(apiKey && { apiKey }),
+    ...(baseUrl && { baseUrl }),
+    ...(agentUrlId && { agentUrlId }),
+    collection,
+  });
+}
@@ -0,0 +1,16 @@
+export { AgentClient, createAgentDataClient } from "./client";
+
+export type {
+  AggregateAgentDataOptions,
+  ComparisonOperator,
+  ExtractedData,
+  FilterOperation,
+  SearchAgentDataOptions,
+  StatusType,
+  TypedAgentData,
+  TypedAgentDataItems,
+  TypedAggregateGroup,
+  TypedAggregateGroupItems,
+} from "./types";
+
+export { StatusType as StatusTypeEnum } from "./types";
@@ -0,0 +1,138 @@
+import type { FilterOperation as RawFilterOperation } from "../../client/types.gen";
+/**
+ * Status types for agent data processing
+ */
+export const StatusType = {
+  ERROR: "error",
+  ACCEPTED: "accepted",
+  REJECTED: "rejected",
+  PENDING_REVIEW: "pending_review",
+} as const;
+
+export type StatusType = (typeof StatusType)[keyof typeof StatusType];
+
+export const ComparisonOperator = {
+  GT: "gt",
+  GTE: "gte",
+  LT: "lt",
+  LTE: "lte",
+  EQ: "eq",
+  INCLUDES: "includes",
+} as const;
+
+export type ComparisonOperator =
+  (typeof ComparisonOperator)[keyof typeof ComparisonOperator];
+
+/**
+ * Filter operation for searching/filtering agent data
+ */
+export type FilterOperation = RawFilterOperation;
+
+/**
+ * Base extracted data interface
+ */
+export interface ExtractedData<T = unknown> {
+  /** The original data that was extracted from the document. For tracking changes. Should not be updated. */
+  original_data: T;
+  /** The latest state of the data. Will differ if data has been updated. */
+  data?: T;
+  /** The status of the extracted data. Prefer to use the StatusType values, but any string is allowed. */
+  status: StatusType | string;
+  /** Confidence scores, if any, for each primitive field in the original_data data. */
+  confidence?: Record<string, unknown>;
+  /** The ID of the file that was used to extract the data. */
+  file_id?: string;
+  /** The name of the file that was used to extract the data. */
+  file_name?: string;
+  /** The hash of the file that was used to extract the data. */
+  file_hash?: string;
+  /** Additional metadata about the extracted data, such as errors, tokens, etc. */
+  metadata?: Record<string, unknown>;
+}
+
+/**
+ * TypedAgentData interface for typed agent data
+ */
+export interface TypedAgentData<T = unknown> {
+  /** The unique ID of the agent data record. */
+  id: string;
+  /** The ID of the agent that created the data. */
+  agentUrlId: string;
+  /** The collection of the agent data. */
+  collection?: string;
+  /** The data of the agent data. Usually an ExtractedData&lt;SomeOtherType&gt; */
+  data: T;
+  /** The date and time the data was created. */
+  createdAt: Date;
+  /** The date and time the data was last updated. */
+  updatedAt: Date;
+}
+
+/**
+ * Paginated response of typed agent data items
+ */
+export interface TypedAgentDataItems<T = unknown> {
+  items: TypedAgentData<T>[];
+  totalSize?: number;
+  nextPageToken?: string;
+}
+
+/**
+ * Options for listing agent data
+ */
+export interface SearchAgentDataOptions {
+  /** Filter options for the list. */
+  filter?: Record<string, FilterOperation>;
+  /** Order by options for the list. */
+  orderBy?: string;
+  /** Page size for the list. */
+  pageSize?: number;
+  /** Offset for the list. */
+  offset?: number;
+  /**
+   * Whether to include the total number of items in the response.
+   * Should use only for first request to build total pagination, and not subsequent requests.
+   */
+  includeTotal?: boolean;
+}
+
+/**
+ * Options for aggregating agent data
+ */
+export interface AggregateAgentDataOptions {
+  /** Filter options for the aggregation. */
+  filter?: Record<string, FilterOperation>;
+  /** Fields to group by. */
+  groupBy?: string[];
+  /** Whether to count the number of items in each group. */
+  count?: boolean;
+  /** Whether to return the first item in each group. */
+  first?: boolean;
+  /** Order by options for the aggregation. */
+  orderBy?: string;
+  /** Offset for the aggregation. */
+  offset?: number;
+  /** Page size for the aggregation. */
+  pageSize?: number;
+}
+
+/**
+ * Single aggregation group result
+ */
+export interface TypedAggregateGroup<T = unknown> {
+  /** The group key values */
+  groupKey: Record<string, unknown>;
+  /** Count of items in the group */
+  count?: number;
+  /** First item in the group */
+  firstItem?: T;
+}
+
+/**
+ * Paginated response of aggregated agent data
+ */
+export interface TypedAggregateGroupItems<T = unknown> {
+  items: TypedAggregateGroup<T>[];
+  totalSize?: number;
+  nextPageToken?: string;
+}
@@ -179,6 +179,7 @@ export class LlamaParseReader extends FileReader {
  page_header_suffix?: string | undefined;
  page_footer_prefix?: string | undefined;
  page_footer_suffix?: string | undefined;
+  merge_tables_across_pages_in_markdown?: boolean | undefined;

  constructor(
    params: Partial<Omit<LlamaParseReader, "language" | "apiKey">> & {
@@ -368,6 +369,8 @@ export class LlamaParseReader extends FileReader {
      page_header_suffix: this.page_header_suffix,
      page_footer_prefix: this.page_footer_prefix,
      page_footer_suffix: this.page_footer_suffix,
+      merge_tables_across_pages_in_markdown:
+        this.merge_tables_across_pages_in_markdown,
    } satisfies {
      [Key in keyof BodyUploadFileApiParsingUploadPost]-?:
        | BodyUploadFileApiParsingUploadPost[Key]
@@ -1,5 +1,18 @@
 # @llamaindex/core

+## 0.6.15
+
+### Patch Changes
+
+- 7ad3411: feat: add llm.exec
+- 5da5b3c: add progress callback to embeddings
+
+## 0.6.14
+
+### Patch Changes
+
+- 8eeac33: Fix createMemory factory when parsing options
+
 ## 0.6.13

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/core",
  "type": "module",
-  "version": "0.6.13",
+  "version": "0.6.15",
  "description": "LlamaIndex Core Module",
  "exports": {
    "./agent": {
@@ -59,6 +59,17 @@
      },
      "default": "./llms/dist/index.js"
    },
+    "./llms/mock": {
+      "require": {
+        "types": "./llms/mock/dist/index.d.cts",
+        "default": "./llms/mock/dist/index.cjs"
+      },
+      "import": {
+        "types": "./llms/mock/dist/index.d.ts",
+        "default": "./llms/mock/dist/index.js"
+      },
+      "default": "./llms/mock/dist/index.js"
+    },
    "./decorator": {
      "require": {
        "types": "./decorator/dist/index.d.cts",
@@ -310,7 +321,7 @@
  },
  "dependencies": {
    "@llamaindex/env": "workspace:*",
-    "@types/node": "^22.9.0",
+    "@types/node": "^24.0.13",
    "magic-bytes.js": "^1.10.0",
    "zod": "^3.25.76",
    "zod-to-json-schema": "^3.24.6"
@@ -17,6 +17,7 @@ export type EmbeddingInfo = {

 export type BaseEmbeddingOptions = {
  logProgress?: boolean;
+  progressCallback?: (current: number, total: number) => void;
 };

 export abstract class BaseEmbedding extends TransformComponent<
@@ -138,9 +139,11 @@ export async function batchEmbeddings<T>(
      const embeddings = await embedFunc(curBatch);

      resultEmbeddings.push(...embeddings);
-
+      if (options?.progressCallback) {
+        options?.progressCallback?.(i + 1, queue.length);
+      }
      if (options?.logProgress) {
-        console.log(`getting embedding progress: ${i} / ${queue.length}`);
+        console.log(`getting embedding progress: ${i + 1} / ${queue.length}`);
      }

      curBatch.length = 0;
@@ -1,15 +1,20 @@
 import { extractText } from "../utils/llms";
 import { streamConverter } from "../utils/stream";
+import { callTool, getToolCallsFromResponse } from "./tool-call";
 import type {
+  ChatMessage,
  ChatResponse,
  ChatResponseChunk,
  CompletionResponse,
+  ExecResponse,
+  ExecStreamResponse,
  LLM,
  LLMChatParamsNonStreaming,
  LLMChatParamsStreaming,
  LLMCompletionParamsNonStreaming,
  LLMCompletionParamsStreaming,
  LLMMetadata,
+  PartialToolCall,
  ToolCallLLMMessageOptions,
 } from "./type";

@@ -60,13 +65,180 @@ export abstract class BaseLLM<
      AdditionalChatOptions,
      AdditionalMessageOptions
    >,
-  ): Promise<AsyncIterable<ChatResponseChunk>>;
+  ): Promise<AsyncIterable<ChatResponseChunk<AdditionalMessageOptions>>>;
  abstract chat(
    params: LLMChatParamsNonStreaming<
      AdditionalChatOptions,
      AdditionalMessageOptions
    >,
  ): Promise<ChatResponse<AdditionalMessageOptions>>;
+
+  exec(
+    params: LLMChatParamsStreaming<
+      AdditionalChatOptions,
+      AdditionalMessageOptions
+    >,
+  ): Promise<ExecStreamResponse<AdditionalMessageOptions>>;
+  exec(
+    params: LLMChatParamsNonStreaming<
+      AdditionalChatOptions,
+      AdditionalMessageOptions
+    >,
+  ): Promise<ExecResponse<AdditionalMessageOptions>>;
+  async exec(
+    params:
+      | LLMChatParamsStreaming<AdditionalChatOptions, AdditionalMessageOptions>
+      | LLMChatParamsNonStreaming<
+          AdditionalChatOptions,
+          AdditionalMessageOptions
+        >,
+  ): Promise<
+    | ExecResponse<AdditionalMessageOptions>
+    | ExecStreamResponse<AdditionalMessageOptions>
+  > {
+    if (params.stream) {
+      return this.streamExec(params);
+    }
+    const newMessages: ChatMessage<AdditionalMessageOptions>[] = [];
+    const response = await this.chat(params);
+    newMessages.push(response.message);
+    const toolCalls = getToolCallsFromResponse(response);
+    if (params.tools && toolCalls.length > 0) {
+      for (const toolCall of toolCalls) {
+        const toolResultMessage = await callTool<AdditionalMessageOptions>(
+          params.tools,
+          toolCall,
+        );
+        if (toolResultMessage) {
+          newMessages.push(toolResultMessage);
+        }
+      }
+    }
+    return {
+      newMessages,
+      toolCalls,
+    };
+  }
+
+  async streamExec(
+    params: LLMChatParamsStreaming<
+      AdditionalChatOptions,
+      AdditionalMessageOptions
+    >,
+  ): Promise<ExecStreamResponse<AdditionalMessageOptions>> {
+    const responseStream = await this.chat(params);
+    const iterator = responseStream[Symbol.asyncIterator]();
+    const first = await iterator.next();
+
+    // Set firstChunk to null if empty
+    const firstChunk = !first.done ? first.value : null;
+
+    const hasToolCallsInFirst =
+      firstChunk?.options && "toolCall" in firstChunk.options;
+
+    if (!hasToolCallsInFirst) {
+      let content = firstChunk?.delta ?? "";
+      let finished = false;
+      return {
+        stream: (async function* () {
+          if (firstChunk) {
+            yield firstChunk;
+          }
+          for await (const chunk of {
+            [Symbol.asyncIterator]: () => iterator,
+          }) {
+            content += chunk.delta;
+            yield chunk;
+          }
+          finished = true;
+        })(),
+        toolCalls: [],
+        newMessages() {
+          if (!finished) {
+            throw new Error(
+              "New messages are not ready yet. Call newMessages() after the stream is done.",
+            );
+          }
+          return content
+            ? [
+                {
+                  role: "assistant",
+                  content,
+                } as ChatMessage<AdditionalMessageOptions>,
+              ]
+            : [];
+        },
+      };
+    }
+    // Helper function to process a chunk
+    function processChunk(
+      chunk: ChatResponseChunk,
+      toolCallMap: Map<string, PartialToolCall>,
+    ): ChatResponseChunk | null {
+      if (chunk.options && "toolCall" in chunk.options) {
+        // update tool call map
+        for (const toolCall of chunk.options.toolCall as PartialToolCall[]) {
+          if (toolCall.id) {
+            toolCallMap.set(toolCall.id, toolCall);
+          }
+        }
+        // return the current full response with the tool calls
+        const toolCalls = Array.from(toolCallMap.values());
+        return {
+          ...chunk,
+          options: {
+            ...chunk.options,
+            toolCall: toolCalls,
+          },
+        };
+      }
+      return null;
+    }
+    // Collect for tool call
+    let fullResponse: ChatResponseChunk | null = null;
+    const toolCallMap = new Map<string, PartialToolCall>();
+    // Process first chunk
+    fullResponse = processChunk(firstChunk, toolCallMap);
+    // Process remaining chunks
+    while (true) {
+      const next = await iterator.next();
+      if (next.done) break;
+      const chunk = next.value;
+      const potentialFull = processChunk(chunk, toolCallMap);
+      if (potentialFull) {
+        fullResponse = potentialFull;
+      }
+    }
+    if (params.tools && fullResponse) {
+      const toolCalls = getToolCallsFromResponse(fullResponse);
+      const messages: ChatMessage<AdditionalMessageOptions>[] = [];
+      messages.push({
+        role: "assistant",
+        content: "",
+        options: {
+          toolCall: toolCalls,
+        } as AdditionalMessageOptions,
+      });
+      for (const toolCall of toolCalls) {
+        const toolResultMessage = await callTool<AdditionalMessageOptions>(
+          params.tools,
+          toolCall,
+        );
+        if (toolResultMessage) {
+          messages.push(toolResultMessage);
+        }
+      }
+      return {
+        stream: (async function* () {})(),
+        newMessages() {
+          return messages;
+        },
+        toolCalls,
+      };
+    } else {
+      throw new Error("Cannot get tool calls from response");
+    }
+  }
 }

 export abstract class ToolCallLLM<
@@ -1,5 +1,4 @@
-// TODO: move to a test package
-import { ToolCallLLM } from "../llms/base";
+import { ToolCallLLM } from "./base";
 import type {
  ChatResponse,
  ChatResponseChunk,
@@ -9,7 +8,7 @@ import type {
  LLMCompletionParamsNonStreaming,
  LLMCompletionParamsStreaming,
  LLMMetadata,
-} from "../llms/type";
+} from "./type";

 export class MockLLM extends ToolCallLLM {
  metadata: LLMMetadata;
@@ -0,0 +1,61 @@
+import { stringifyJSONToMessageContent } from "../utils";
+import type {
+  BaseTool,
+  ChatMessage,
+  ChatResponse,
+  ChatResponseChunk,
+  ToolCall,
+  ToolCallLLMMessageOptions,
+} from "./type";
+
+export const getToolCallsFromResponse = (
+  response:
+    | ChatResponse<ToolCallLLMMessageOptions>
+    | ChatResponseChunk<ToolCallLLMMessageOptions>,
+): ToolCall[] => {
+  let options;
+
+  if ("message" in response) {
+    options = response.message.options;
+  } else {
+    options = response.options;
+  }
+
+  if (options && "toolCall" in options) {
+    return (options.toolCall as ToolCall[]).map((toolCall) => ({
+      ...toolCall,
+      input:
+        // XXX: this is a hack openai returns parsed object for streaming, but not for
+        // non-streaming
+        typeof toolCall.input === "string"
+          ? JSON.parse(toolCall.input)
+          : toolCall.input,
+    }));
+  }
+  return [];
+};
+
+export const callTool = async <
+  AdditionalMessageOptions extends object = object,
+>(
+  tools: BaseTool[],
+  toolCall: ToolCall,
+): Promise<ChatMessage<AdditionalMessageOptions> | null> => {
+  const tool = tools?.find((t) => t.metadata.name === toolCall.name);
+  // TODO: consider using BaseToolWithCall instead of BaseTool to avoid checking for tool.call
+  if (tool && tool.call) {
+    const result = await tool.call(toolCall.input);
+    const toolResultMessage: ChatMessage<AdditionalMessageOptions> = {
+      role: "user",
+      content: stringifyJSONToMessageContent(result),
+      options: {
+        toolResult: {
+          id: toolCall.id,
+          result,
+        },
+      } as AdditionalMessageOptions,
+    };
+    return toolResultMessage;
+  }
+  return null;
+};
@@ -95,6 +95,22 @@ export type ChatResponseChunk<
  options?: undefined | AdditionalMessageOptions;
 };

+export interface ExecResponse<
+  AdditionalMessageOptions extends object = object,
+> {
+  newMessages: ChatMessage<AdditionalMessageOptions>[];
+  toolCalls: ToolCall[];
+}
+
+export interface ExecStreamResponse<
+  AdditionalMessageOptions extends object = object,
+> {
+  stream: AsyncIterable<ChatResponseChunk<AdditionalMessageOptions>>;
+  // this is a function as while streaming, the assistant message is not ready yet - can be called after the stream is done
+  newMessages(): ChatMessage<AdditionalMessageOptions>[];
+  toolCalls: ToolCall[];
+}
+
 export interface CompletionResponse {
  text: string;
  /**
@@ -120,9 +136,9 @@ export interface LLMChatParamsBase<
  AdditionalMessageOptions extends object = object,
 > {
  messages: ChatMessage<AdditionalMessageOptions>[];
-  additionalChatOptions?: AdditionalChatOptions;
-  tools?: BaseTool[];
-  responseFormat?: z.ZodType | object;
+  additionalChatOptions?: AdditionalChatOptions | undefined;
+  tools?: BaseTool[] | undefined;
+  responseFormat?: z.ZodType | object | undefined;
 }

 export interface LLMChatParamsStreaming<
@@ -70,8 +70,6 @@ export {
  toToolDescriptions,
 } from "./llms";

-export { MockLLM } from "./mock";
-
 export * from "./encoding";
 export { objectEntries } from "./object-entries";
 export * from "./stream";
@@ -1,5 +1,5 @@
 import { LLMAgent, validateAgentParams } from "@llamaindex/core/agent";
-import { MockLLM } from "@llamaindex/core/utils";
+import { MockLLM } from "@llamaindex/core/llms/mock";
 import { expect, test } from "vitest";
 import { ZodError } from "zod";

@@ -1,4 +1,9 @@
-import { truncateMaxTokens } from "@llamaindex/core/embeddings";
+import {
+  BaseEmbedding,
+  batchEmbeddings,
+  truncateMaxTokens,
+  type BaseEmbeddingOptions,
+} from "@llamaindex/core/embeddings";
 import { Tokenizers, tokenizers } from "@llamaindex/env/tokenizers";
 import { describe, expect, test } from "vitest";

@@ -27,3 +32,77 @@ describe("truncateMaxTokens", () => {
    expect(t.includes("�")).toBe(false);
  });
 });
+
+describe("BaseEmbedding progressCallback", () => {
+  const mockEmbedFunc = async (text: string): Promise<number[]> => {
+    return Array.from({ length: 10 }, () => Math.random());
+  };
+  const mockBatchEmbedFunc = async (
+    texts: string[],
+  ): Promise<Array<number[]>> => {
+    return await Promise.all(texts.map(mockEmbedFunc));
+  };
+  const mockProgressCallback = (current: number, total: number) => {
+    console.log(`Progress: ${current}/${total}`);
+  };
+  const mockLogProgress = true;
+
+  const mockOptions = {
+    logProgress: mockLogProgress,
+    progressCallback: mockProgressCallback,
+  };
+
+  class MockEmbedding extends BaseEmbedding {
+    constructor(options: BaseEmbeddingOptions) {
+      super();
+      this.options = options;
+    }
+
+    private options: BaseEmbeddingOptions;
+
+    async getTextEmbedding(text: string): Promise<number[]> {
+      return await mockEmbedFunc(text);
+    }
+
+    getTextEmbeddings = async (texts: string[]): Promise<Array<number[]>> => {
+      return await mockBatchEmbedFunc(texts);
+    };
+
+    async getTextEmbeddingsBatch(
+      texts: string[],
+      options?: BaseEmbeddingOptions,
+    ): Promise<Array<number[]>> {
+      const mergedOptions = { ...this.options, ...options };
+
+      expect(mergedOptions.progressCallback).toBeDefined();
+
+      return await batchEmbeddings(
+        texts,
+        this.getTextEmbeddings,
+        this.embedBatchSize,
+        mergedOptions,
+      );
+    }
+  }
+
+  test("should call progressCallback with correct values", async () => {
+    // Import and use a real embedding class instead
+
+    const progressCalls: Array<{ current: number; total: number }> = [];
+    const progressCallback = (current: number, total: number) => {
+      progressCalls.push({ current, total });
+    };
+    const texts = ["text1", "text2", "text3"];
+    const embedding = new MockEmbedding({ progressCallback: progressCallback });
+    embedding.embedBatchSize = 1; // Set batch size to 1 for testing
+    // so that progressCallback is called for each item
+    // (otherwise, we'd only get a callback for 3/3, which is fine but less clear)
+    await embedding.getTextEmbeddingsBatch(texts);
+
+    expect(progressCalls).toEqual([
+      { current: 1, total: 3 },
+      { current: 2, total: 3 },
+      { current: 3, total: 3 },
+    ]);
+  });
+});
@@ -0,0 +1,43 @@
+import { MockLLM } from "@llamaindex/core/llms/mock";
+import { describe, expect, it } from "vitest";
+
+// TODO: add tests for tool calls
+describe("BaseLLM exec", () => {
+  it("should stream text response when no tool call is made", async () => {
+    const responseMessage = "This is a response message while streaming";
+
+    const llm = new MockLLM({ responseMessage });
+
+    const { stream, newMessages, toolCalls } = await llm.exec({
+      messages: [{ content: "Hi", role: "user" }],
+      stream: true,
+    });
+
+    expect(() => newMessages()).toThrowError();
+
+    const chunks = [];
+    for await (const chunk of stream) {
+      chunks.push(chunk);
+    }
+
+    expect(chunks.map((c) => c.delta).join("")).toBe(responseMessage);
+    expect(toolCalls).toEqual([]);
+    expect(newMessages()).toEqual([
+      { content: responseMessage, role: "assistant" },
+    ]);
+  });
+  it("should return text response when no tool call is made", async () => {
+    const responseMessage = "This is a response message";
+
+    const llm = new MockLLM({ responseMessage });
+
+    const { newMessages, toolCalls } = await llm.exec({
+      messages: [{ content: "Hi", role: "user" }],
+    });
+
+    expect(newMessages).toEqual([
+      { content: responseMessage, role: "assistant" },
+    ]);
+    expect(toolCalls).toEqual([]);
+  });
+});
@@ -1,7 +1,7 @@
 import { Settings } from "@llamaindex/core/global";
 import type { ChatMessage, LLM } from "@llamaindex/core/llms";
+import { MockLLM } from "@llamaindex/core/llms/mock";
 import { createMemory, Memory, staticBlock } from "@llamaindex/core/memory";
-import { MockLLM } from "@llamaindex/core/utils";
 import type { Tokenizer } from "@llamaindex/env/tokenizers";
 import {
  afterAll,
@@ -1,6 +1,6 @@
 import { SimpleChatEngine } from "@llamaindex/core/chat-engine";
+import { MockLLM } from "@llamaindex/core/llms/mock";
 import { Memory } from "@llamaindex/core/memory";
-import { MockLLM } from "@llamaindex/core/utils";
 import { describe, expect, test } from "vitest";

 describe("SimpleChatEngine", () => {
@@ -117,14 +117,14 @@
  },
  "devDependencies": {
    "@huggingface/transformers": "^3.5.0",
-    "@types/node": "^22.9.0",
+    "@types/node": "^24.0.13",
    "@types/readable-stream": "^4.0.15",
    "vitest": "^2.1.5"
  },
  "dependencies": {
-    "pathe": "^1.1.2",
    "@aws-crypto/sha256-js": "^5.2.0",
-    "js-tiktoken": "^1.0.12"
+    "js-tiktoken": "^1.0.12",
+    "pathe": "^1.1.2"
  },
  "peerDependencies": {
    "@huggingface/transformers": "^3.5.0",
@@ -1,5 +1,41 @@
 # @llamaindex/experimental

+## 0.0.196
+
+### Patch Changes
+
+- llamaindex@0.11.19
+
+## 0.0.195
+
+### Patch Changes
+
+- llamaindex@0.11.18
+
+## 0.0.194
+
+### Patch Changes
+
+- llamaindex@0.11.17
+
+## 0.0.193
+
+### Patch Changes
+
+- llamaindex@0.11.16
+
+## 0.0.192
+
+### Patch Changes
+
+- llamaindex@0.11.15
+
+## 0.0.191
+
+### Patch Changes
+
+- llamaindex@0.11.14
+
 ## 0.0.190

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/experimental",
  "description": "Experimental package for LlamaIndexTS",
-  "version": "0.0.190",
+  "version": "0.0.196",
  "type": "module",
  "types": "dist/type/index.d.ts",
  "main": "dist/cjs/index.js",
@@ -62,7 +62,7 @@
  },
  "dependencies": {
    "@types/lodash": "^4.17.7",
-    "@types/node": "^22.9.0",
+    "@types/node": "^24.0.13",
    "jsonpath": "^1.1.1",
    "llamaindex": "workspace:*",
    "lodash": "^4.17.21"
@@ -1,5 +1,57 @@
 # llamaindex

+## 0.11.19
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+  - @llamaindex/workflow@1.1.15
+  - @llamaindex/cloud@4.0.24
+  - @llamaindex/node-parser@2.0.15
+
+## 0.11.18
+
+### Patch Changes
+
+- Updated dependencies [a1b1598]
+  - @llamaindex/cloud@4.0.23
+
+## 0.11.17
+
+### Patch Changes
+
+- Updated dependencies [d2be868]
+  - @llamaindex/cloud@4.0.22
+
+## 0.11.16
+
+### Patch Changes
+
+- Updated dependencies [579ca0c]
+  - @llamaindex/cloud@4.0.21
+
+## 0.11.15
+
+### Patch Changes
+
+- Updated dependencies [48b0d88]
+- Updated dependencies [f185772]
+  - @llamaindex/cloud@4.0.20
+
+## 0.11.14
+
+### Patch Changes
+
+- Updated dependencies [5a0ed1f]
+- Updated dependencies [5a0ed1f]
+- Updated dependencies [8eeac33]
+  - @llamaindex/cloud@4.0.19
+  - @llamaindex/core@0.6.14
+  - @llamaindex/node-parser@2.0.14
+  - @llamaindex/workflow@1.1.14
+
 ## 0.11.13

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "llamaindex",
-  "version": "0.11.13",
+  "version": "0.11.19",
  "license": "MIT",
  "type": "module",
  "keywords": [
@@ -26,13 +26,13 @@
    "@llamaindex/node-parser": "workspace:*",
    "@llamaindex/workflow": "workspace:*",
    "@types/lodash": "^4.17.7",
-    "@types/node": "^22.9.0",
+    "@types/node": "^24.0.13",
    "lodash": "^4.17.21",
    "magic-bytes.js": "^1.10.0"
  },
  "devDependencies": {
-    "ajv": "^8.17.1",
-    "@types/node": "^22.9.0"
+    "@types/node": "^22.9.0",
+    "ajv": "^8.17.1"
  },
  "engines": {
    "node": ">=18.0.0"
@@ -1,5 +1,18 @@
 # @llamaindex/core-test

+## 0.1.10
+
+### Patch Changes
+
+- Updated dependencies [a1fdb07]
+  - @llamaindex/openai@0.4.9
+
+## 0.1.9
+
+### Patch Changes
+
+- @llamaindex/openai@0.4.8
+
 ## 0.1.8

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/llamaindex-test",
  "private": true,
-  "version": "0.1.8",
+  "version": "0.1.10",
  "type": "module",
  "scripts": {
    "test": "vitest run"
@@ -1,5 +1,20 @@
 # @llamaindex/node-parser

+## 2.0.15
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 2.0.14
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 2.0.13

 ### Patch Changes
@@ -1,6 +1,6 @@
 {
  "name": "@llamaindex/node-parser",
-  "version": "2.0.13",
+  "version": "2.0.15",
  "description": "Node parser for LlamaIndex",
  "type": "module",
  "exports": {
@@ -42,7 +42,7 @@
    "@llamaindex/core": "workspace:*",
    "@llamaindex/env": "workspace:*",
    "@types/html-to-text": "^9.0.4",
-    "@types/node": "^22.9.0",
+    "@types/node": "^24.0.13",
    "tree-sitter": "^0.22.1",
    "web-tree-sitter": "^0.24.4"
  },
@@ -1,5 +1,21 @@
 # @llamaindex/anthropic

+## 0.3.17
+
+### Patch Changes
+
+- ddc0eaf: anthropic: stream partial tool calls
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 0.3.16
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 0.3.15

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/anthropic",
  "description": "Anthropic Adapter for LlamaIndex",
-  "version": "0.3.15",
+  "version": "0.3.17",
  "type": "module",
  "main": "./dist/index.cjs",
  "module": "./dist/index.js",
@@ -578,7 +578,6 @@ export class Anthropic extends ToolCallLLM<
    });

    let currentToolCall: PartialToolCall | null = null;
-    let accumulatedToolInput = "";

    for await (const part of stream) {
      const textContent =
@@ -607,7 +606,13 @@ export class Anthropic extends ToolCallLLM<
          name: part.content_block.name,
          input: "",
        };
-        accumulatedToolInput = "";
+        yield {
+          raw: part,
+          delta: "",
+          options: {
+            toolCall: [currentToolCall],
+          },
+        };
        continue;
      }

@@ -616,7 +621,14 @@ export class Anthropic extends ToolCallLLM<
        part.delta.type === "input_json_delta" &&
        currentToolCall
      ) {
-        accumulatedToolInput += part.delta.partial_json;
+        currentToolCall.input += part.delta.partial_json;
+        yield {
+          raw: part,
+          delta: "",
+          options: {
+            toolCall: [currentToolCall],
+          },
+        };
        continue;
      }

@@ -625,13 +637,7 @@ export class Anthropic extends ToolCallLLM<
          raw: part,
          delta: "",
          options: {
-            toolCall: [
-              {
-                id: currentToolCall.id,
-                name: currentToolCall.name,
-                input: accumulatedToolInput,
-              },
-            ],
+            toolCall: [currentToolCall],
          },
        };
        currentToolCall = null;
@@ -1,5 +1,20 @@
 # @llamaindex/assemblyai

+## 0.1.14
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 0.1.13
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 0.1.12

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/assemblyai",
  "description": "AssemblyAI Reader for LlamaIndex",
-  "version": "0.1.12",
+  "version": "0.1.14",
  "type": "module",
  "types": "dist/index.d.ts",
  "main": "dist/index.cjs",
@@ -1,5 +1,20 @@
 # @llamaindex/community

+## 0.0.110
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 0.0.109
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 0.0.108

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/aws",
  "description": "AWS package for LlamaIndexTS",
-  "version": "0.0.108",
+  "version": "0.0.110",
  "type": "module",
  "types": "dist/type/index.d.ts",
  "main": "dist/cjs/index.js",
@@ -44,7 +44,7 @@
  "devDependencies": {
    "@llamaindex/core": "workspace:*",
    "@llamaindex/env": "workspace:*",
-    "@types/node": "^22.9.0"
+    "@types/node": "^24.0.13"
  },
  "dependencies": {
    "@aws-sdk/client-bedrock-agent-runtime": "^3.706.0",
@@ -1,5 +1,23 @@
 # @llamaindex/clip

+## 0.0.65
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+- Updated dependencies [a1fdb07]
+  - @llamaindex/core@0.6.15
+  - @llamaindex/openai@0.4.9
+
+## 0.0.64
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+  - @llamaindex/openai@0.4.8
+
 ## 0.0.63

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/clip",
  "description": "Clip Embedding Adapter for LlamaIndex",
-  "version": "0.0.63",
+  "version": "0.0.65",
  "type": "module",
  "types": "dist/index.d.ts",
  "main": "dist/index.cjs",
@@ -1,5 +1,20 @@
 # @llamaindex/cohere

+## 0.0.29
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 0.0.28
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 0.0.27

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/cohere",
  "description": "Cohere Adapter for LlamaIndex",
-  "version": "0.0.27",
+  "version": "0.0.29",
  "type": "module",
  "main": "./dist/index.cjs",
  "module": "./dist/index.js",
@@ -1,5 +1,23 @@
 # @llamaindex/deepinfra

+## 0.0.65
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+- Updated dependencies [a1fdb07]
+  - @llamaindex/core@0.6.15
+  - @llamaindex/openai@0.4.9
+
+## 0.0.64
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+  - @llamaindex/openai@0.4.8
+
 ## 0.0.63

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/deepinfra",
  "description": "Deepinfra Adapter for LlamaIndex",
-  "version": "0.0.63",
+  "version": "0.0.65",
  "type": "module",
  "main": "./dist/index.cjs",
  "module": "./dist/index.js",
@@ -1,5 +1,24 @@
 # @llamaindex/deepseek

+## 0.0.26
+
+### Patch Changes
+
+- Updated dependencies [a1fdb07]
+  - @llamaindex/openai@0.4.9
+
+## 0.0.25
+
+### Patch Changes
+
+- af3f866: feat: add supportToolCall getter to DeepSeekLLM class
+
+## 0.0.24
+
+### Patch Changes
+
+- @llamaindex/openai@0.4.8
+
 ## 0.0.23

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/deepseek",
  "description": "DeepSeek Adapter for LlamaIndex",
-  "version": "0.0.23",
+  "version": "0.0.26",
  "type": "module",
  "main": "./dist/index.cjs",
  "module": "./dist/index.js",
@@ -34,6 +34,10 @@ export class DeepSeekLLM extends OpenAI {
      ...rest,
    });
  }
+
+  get supportToolCall() {
+    return true;
+  }
 }

 /**
@@ -1,5 +1,20 @@
 # @llamaindex/discord

+## 0.1.14
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 0.1.13
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 0.1.12

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/discord",
  "description": "Discord Reader for LlamaIndex",
-  "version": "0.1.12",
+  "version": "0.1.14",
  "type": "module",
  "types": "dist/index.d.ts",
  "main": "dist/index.cjs",
@@ -1,5 +1,20 @@
 # @llamaindex/excel

+## 0.1.15
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 0.1.14
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 0.1.13

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/excel",
  "description": "Excel Reader for LlamaIndex",
-  "version": "0.1.13",
+  "version": "0.1.15",
  "type": "module",
  "types": "dist/index.d.ts",
  "main": "dist/index.cjs",
@@ -1,5 +1,18 @@
 # @llamaindex/fireworks

+## 0.0.25
+
+### Patch Changes
+
+- Updated dependencies [a1fdb07]
+  - @llamaindex/openai@0.4.9
+
+## 0.0.24
+
+### Patch Changes
+
+- @llamaindex/openai@0.4.8
+
 ## 0.0.23

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/fireworks",
  "description": "Fireworks Adapter for LlamaIndex",
-  "version": "0.0.23",
+  "version": "0.0.25",
  "type": "module",
  "main": "./dist/index.cjs",
  "module": "./dist/index.js",
@@ -1,5 +1,20 @@
 # @llamaindex/google

+## 0.3.14
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+  - @llamaindex/core@0.6.15
+
+## 0.3.13
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+
 ## 0.3.12

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/google",
  "description": "Google Adapter for LlamaIndex",
-  "version": "0.3.12",
+  "version": "0.3.14",
  "type": "module",
  "main": "./dist/index.cjs",
  "module": "./dist/index.js",
@@ -1,5 +1,18 @@
 # @llamaindex/groq

+## 0.0.81
+
+### Patch Changes
+
+- Updated dependencies [a1fdb07]
+  - @llamaindex/openai@0.4.9
+
+## 0.0.80
+
+### Patch Changes
+
+- @llamaindex/openai@0.4.8
+
 ## 0.0.79

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/groq",
  "description": "Groq Adapter for LlamaIndex",
-  "version": "0.0.79",
+  "version": "0.0.81",
  "type": "module",
  "main": "./dist/index.cjs",
  "module": "./dist/index.js",
@@ -1,5 +1,23 @@
 # @llamaindex/huggingface

+## 0.1.19
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+- Updated dependencies [a1fdb07]
+  - @llamaindex/core@0.6.15
+  - @llamaindex/openai@0.4.9
+
+## 0.1.18
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+  - @llamaindex/openai@0.4.8
+
 ## 0.1.17

 ### Patch Changes
@@ -1,7 +1,7 @@
 {
  "name": "@llamaindex/huggingface",
  "description": "Huggingface Adapter for LlamaIndex",
-  "version": "0.1.17",
+  "version": "0.1.19",
  "type": "module",
  "types": "dist/index.d.ts",
  "main": "dist/index.cjs",
@@ -1,5 +1,23 @@
 # @llamaindex/jinaai

+## 0.0.25
+
+### Patch Changes
+
+- Updated dependencies [7ad3411]
+- Updated dependencies [5da5b3c]
+- Updated dependencies [a1fdb07]
+  - @llamaindex/core@0.6.15
+  - @llamaindex/openai@0.4.9
+
+## 0.0.24
+
+### Patch Changes
+
+- Updated dependencies [8eeac33]
+  - @llamaindex/core@0.6.14
+  - @llamaindex/openai@0.4.8
+
 ## 0.0.23

 ### Patch Changes
--- a/Show More
+++ b/Show More
Author	SHA1	Message	Date
github-actions[bot]	c1c58feed2	Release 0.11.19 (#2105 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>	2025-07-17 15:44:22 +08:00
Marcus Schiesser	7ad3411766	feat: add llm.exec (#2078 )	2025-07-17 15:36:56 +08:00
Neha Prasad	a1fdb07b96	feat: multi-turn image generation support (#2106 ) Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>	2025-07-17 10:30:39 +08:00
Jeremy B. Merrill	5da5b3c89c	feat: add progress callback to embeddings (#2098 ) Co-authored-by: Marcus Schiesser <mail@marcusschiesser.de>	2025-07-16 13:49:49 +08:00
r3rer3	ddc0eafbaa	feat(anthropic): stream partial tool calls (#2100 )	2025-07-15 10:06:17 -07:00
github-actions[bot]	1782554488	Release 0.11.18 (#2103 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>	2025-07-14 15:53:20 -07:00
Adrian Lyjak	a1b1598bc6	fix(cloud): add generic types into agent data responses (#2102 ) Co-authored-by: Alex Yang <himself65@outlook.com>	2025-07-14 12:01:56 -07:00
Terry Zhao	b02847ae91	fix(notion): resolve @notionhq/client dependency conflict (#2097 )	2025-07-12 11:04:06 -07:00
Alex Yang	50acb4821e	feat(cloud): use camelCase (#2096 )	2025-07-12 10:59:46 -07:00
github-actions[bot]	47a5b94b0c	Release 0.11.17 (#2095 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>	2025-07-11 21:57:02 -07:00
Alex Yang	d2be868b93	feat(cloud): missing agent api (#2094 )	2025-07-11 20:45:22 -07:00
github-actions[bot]	50d42c4129	Release 0.11.16 (#2093 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>	2025-07-11 20:13:37 -07:00
github-actions[bot]	848b97d4d0	Release 0.11.16 (#2092 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>	2025-07-11 18:19:17 -07:00
Alex Yang	c5796b8d2d	fix: only allow pnpm (#2091 )	2025-07-11 18:17:47 -07:00
Alex Yang	579ca0cf60	chore: bump sdk version (#2090 )	2025-07-11 18:10:15 -07:00
Alex Yang	f7e670c8d9	fix: sdk type improvement (#2089 )	2025-07-11 17:56:41 -07:00
Alex Yang	9ff971435c	fix(cloud): agent sdk (#2088 )	2025-07-11 17:41:25 -07:00
github-actions[bot]	7c9d0e24c4	Release (#2086 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: marcusschiesser <17126+marcusschiesser@users.noreply.github.com>	2025-07-11 12:30:04 -07:00
NIEDASEN	af3f86694b	feat: add supportToolCall getter to DeepSeekLLM class (#2085 ) Co-authored-by: Marcus Schiesser <marcus.schiesser@googlemail.com>	2025-07-11 16:11:22 +08:00
github-actions[bot]	5cce681f62	Release 0.11.15 (#2084 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>	2025-07-10 19:08:05 -07:00
Alex Yang	48b0d88941	chore: bump dev deps (#2082 )	2025-07-10 19:00:37 -07:00
Alex Yang	f18577263a	fix(cloud): missing file (#2083 )	2025-07-10 18:33:41 -07:00
github-actions[bot]	214e133e92	Release 0.11.14 (#2068 ) Co-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com> Co-authored-by: himself65 <14026360+himself65@users.noreply.github.com>	2025-07-10 17:10:02 -07:00
Alex Yang	ae58862669	fix: missing `agent` entry (#2081 )	2025-07-10 11:39:07 -07:00
Alex Yang	5a0ed1f990	feat: init agent api on cloud sdk (#2069 )	2025-07-10 10:00:53 -07:00
Logan	36773a82b6	fix examples scripts (#2077 )	2025-07-09 11:24:07 +08:00
Logan	891562d598	remove workspace from examples package.json (#2075 )	2025-07-08 16:36:33 -07:00