fix: quickstart_js.yaml

chore: updated quickstart_js.yaml
Merge branch 'sts-js-sh' of github.com:googleapis/genai-toolbox into sts-js-sh
2026-01-11 16:38:15 -05:00 · 2025-09-08 10:59:27 +05:30 · 2025-09-08 10:54:30 +05:30 · 2025-09-04 14:36:58 +05:30 · 2025-09-04 14:34:49 +05:30 · 2025-09-03 17:45:53 +05:30
21 changed files with 9246 additions and 359 deletions
--- a/.ci/quickstart_js.sh
+++ b/.ci/quickstart_js.sh
@@ -0,0 +1,78 @@
+#!/bin/bash
+
+set -e
+set -u
+
+# --- Configuration ---
+: "${GCP_PROJECT:?Error: GCP_PROJECT environment variable not set.}"
+: "${DATABASE_NAME:?Error: DATABASE_NAME environment variable not set.}"
+: "${DB_USER:?Error: DB_USER environment variable not set.}"
+: "${GOOGLE_API_KEY:?Error: GOOGLE_API_KEY environment variable not set.}"
+: "${PGHOST:?Error: PGHOST environment variable not set.}"
+: "${PGPORT:?Error: PGPORT environment variable not set.}"
+: "${PGPASSWORD:?Error: PGPASSWORD environment variable not set.}"
+
+TABLE_NAME="hotels"
+QUICKSTART_JS_DIR="docs/en/getting-started/quickstart/js"
+
+echo "Google API Key is set (first 4 chars): $(echo "${GOOGLE_API_KEY}" | head -c 4)"
+export PGPASSWORD
+
+if [ ! -d "$QUICKSTART_JS_DIR" ]; then
+  echo "Error: Quickstart directory not found at '$QUICKSTART_JS_DIR'"
+  exit 1
+fi
+
+for FW_DIR in "$QUICKSTART_JS_DIR"/*/; do
+  if [ ! -d "$FW_DIR" ]; then
+    continue
+  fi
+
+  (
+    set -e
+    FW_NAME=$(basename "$FW_DIR")
+
+    cleanup_fw() {
+      psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME" -c "DROP TABLE IF EXISTS $TABLE_NAME;"
+    }
+    trap cleanup_fw EXIT
+
+    cd "$FW_DIR"
+
+    psql -h "$PGHOST" -p "$PGPORT" -U "$DB_USER" -d "$DATABASE_NAME" <<EOF
+CREATE TABLE $TABLE_NAME (
+  id            INTEGER NOT NULL PRIMARY KEY,
+  name          VARCHAR NOT NULL,
+  location      VARCHAR NOT NULL,
+  price_tier    VARCHAR NOT NULL,
+  checkin_date  DATE    NOT NULL,
+  checkout_date DATE    NOT NULL,
+  booked        BIT     NOT NULL
+);
+INSERT INTO $TABLE_NAME (id, name, location, price_tier, checkin_date, checkout_date, booked)
+VALUES
+  (1, 'Hilton Basel', 'Basel', 'Luxury', '2024-04-22', '2024-04-20', B'0'),
+  (2, 'Marriott Zurich', 'Zurich', 'Upscale', '2024-04-14', '2024-04-21', B'0'),
+  (3, 'Hyatt Regency Basel', 'Basel', 'Upper Upscale', '2024-04-02', '2024-04-20', B'0'),
+  (4, 'Radisson Blu Lucerne', 'Lucerne', 'Midscale', '2024-04-24', '2024-04-05', B'0'),
+  (5, 'Best Western Bern', 'Bern', 'Upper Midscale', '2024-04-23', '2024-04-01', B'0'),
+  (6, 'InterContinental Geneva', 'Geneva', 'Luxury', '2024-04-23', '2024-04-28', B'0'),
+  (7, 'Sheraton Zurich', 'Zurich', 'Upper Upscale', '2024-04-27', '2024-04-02', B'0'),
+  (8, 'Holiday Inn Basel', 'Basel', 'Upper Midscale', '2024-04-24', '2024-04-09', B'0'),
+  (9, 'Courtyard Zurich', 'Zurich', 'Upscale', '2024-04-03', '2024-04-13', B'0'),
+  (10, 'Comfort Inn Bern', 'Bern', 'Midscale', '2024-04-04', '2024-04-16', B'0');
+EOF
+    echo "Table '$TABLE_NAME' created and data inserted."
+
+    if [ -f "package.json" ]; then
+      npm install
+    else
+      echo "Warning: package.json not found. Skipping."
+    fi
+
+    npm test
+
+  )
+done
+
+echo "--- All JavaScript quickstart tests completed ---"
--- a/.ci/quickstart_js.yaml
+++ b/.ci/quickstart_js.yaml
@@ -0,0 +1,130 @@
+substitutions:
+  _GCP_PROJECT: "toolbox-testing-438616"
+  _CLOUD_SQL_INSTANCE: "toolbox-testing-438616:us-central1:quickstart-testing"
+  _DATABASE_NAME: "toolbox_db"
+  _DB_USER: "postgres"
+  _TOOLS_YAML_SECRET: "quickstart-testing"
+  _API_KEY_SECRET: "quickstart_testing_api_key"
+  _DB_PASS_SECRET: "quickstart-testing-pg-pass"
+  _TOOLBOX_IMAGE: "us-central1-docker.pkg.dev/database-toolbox/toolbox/toolbox:latest" 
+  _GCP_PROJECT_NUMBER: "your-project-number"
+
+steps:
+  # Step 0: Start Cloud SQL Auth Proxy
+  - name: 'gcr.io/cloud-builders/docker'
+    id: 'start-proxy'
+    entrypoint: 'bash'
+    env:
+      - 'CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}'
+    args:
+      - -c
+      - |
+        set -x
+        docker run -d --name=cloudsqlproxy --network=cloudbuild \
+          gcr.io/cloudsql-docker/gce-proxy:1.33.10 \
+          /cloud_sql_proxy \
+            -instances=$${CLOUD_SQL_INSTANCE}=tcp:0.0.0.0:5432 \
+            -verbose
+        echo "Cloud SQL Proxy container starting..."
+        sleep 10
+        echo "--- Cloud SQL Proxy status ---"
+        docker ps -a | grep cloudsqlproxy || true
+        echo "--- Cloud SQL Proxy logs ---"
+        docker logs cloudsqlproxy || echo "Failed to get proxy logs."
+        if ! docker ps | grep -w cloudsqlproxy; then
+          echo "Error: Cloud SQL Proxy failed to stay running!"
+          exit 1
+        else
+          echo "Cloud SQL Proxy appears to be running."
+        fi
+  # Step 1: Prepare config and Start the toolbox server
+  - name: 'gcr.io/cloud-builders/docker'
+    id: 'start-server'
+    entrypoint: 'bash'
+    args:
+      - -c
+      - |
+        set -ex
+        mkdir -p /workspace/config
+        if [ -z "$$TOOLS_YAML_CONTENT" ]; then
+          echo "Error: TOOLS_YAML_CONTENT is not set."
+          exit 1
+        fi
+        echo "$$TOOLS_YAML_CONTENT" > /workspace/config/tools.yaml
+        
+        docker run -d --name=toolbox --network=cloudbuild \
+          -v /workspace/config:/config \
+          '${_TOOLBOX_IMAGE}' \
+          toolbox --tools-file /config/tools.yaml --address 0.0.0.0
+        echo "Docker run command for toolbox issued."
+        sleep 10
+        docker ps -a | grep toolbox
+    secretEnv: ['TOOLS_YAML_CONTENT']
+    waitFor: ['start-proxy']
+
+  # Step 2: Wait for Toolbox Server
+  - name: 'gcr.io/cloud-builders/docker'
+    id: 'wait-for-server'
+    entrypoint: 'bash'
+    args:
+      - -c
+      - |
+        set -ex
+        echo "Waiting for server to initialize...";
+        if ! docker ps | grep -w toolbox; then
+          echo "Error: toolbox container is not running or has exited!"
+          docker logs toolbox || echo "Failed to get toolbox logs."
+          exit 1
+        fi
+        echo "toolbox container is running."
+        apt-get update && apt-get install -y netcat-openbsd
+        for i in $(seq 1 30); do
+          if nc -z -w 2 toolbox 5000; then
+             echo "Server port 5000 is open!";
+             exit 0;
+          fi
+          echo "Attempt $i/30: Server not ready yet, waiting 3 seconds...";
+          sleep 3;
+        done;
+        echo "Server did not start in time!";
+        docker logs toolbox || echo "Failed to get toolbox logs."
+        exit 1;
+    waitFor: ['start-server']
+
+  # Step 3: Run the Python quickstart test script
+  - name: 'gcr.io/google.com/cloudsdktool/cloud-sdk'
+    id: 'run-tests'
+    entrypoint: 'bash'
+    args:
+      - -c
+      - |
+        set -ex
+        apt-get update && apt-get install -y postgresql-client python3-venv
+        chmod +x .ci/quickstart_py.sh
+        export PGPASSWORD="$${DB_PASSWORD}"
+        export GOOGLE_API_KEY="$${GOOGLE_API_KEY}"
+        .ci/quickstart_js.sh
+    env:
+      - 'GCP_PROJECT=${_GCP_PROJECT}'
+      - 'DATABASE_NAME=${_DATABASE_NAME}'
+      - 'DB_USER=${_DB_USER}'
+      - 'TOOLBOX_HOST=toolbox'
+      - 'TOOLBOX_PORT=5000'
+      - 'PGHOST=cloudsqlproxy'
+      - 'PGPORT=5432'
+    secretEnv: ['GOOGLE_API_KEY', 'DB_PASSWORD']
+    waitFor: ['wait-for-server']
+
+availableSecrets:
+  secretManager:
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/latest
+    env: 'TOOLS_YAML_CONTENT'
+  - versionName: projects/${_GCP_PROJECT_NUMBER}/secrets/${_API_KEY_SECRET}/versions/latest
+    env: 'GOOGLE_API_KEY'
+  - versionName: projects/${_GCP_PROJECT}/secrets/${_DB_PASS_SECRET}/versions/latest
+    env: 'DB_PASSWORD'
+
+timeout: 1200s
+
+options:
+  logging: CLOUD_LOGGING_ONLY
--- a/.github/header-checker-lint.yml
+++ b/.github/header-checker-lint.yml
@@ -21,4 +21,4 @@ sourceFileExtensions:
  - 'yaml'
  - 'yml'
 ignoreFiles:
-  - 'docs/en/getting-started/quickstart/**'
+  - 'docs/en/getting-started/quickstart/**'
--- a/docs/en/getting-started/local_quickstart_js.md
+++ b/docs/en/getting-started/local_quickstart_js.md
@@ -64,380 +64,26 @@ npm install @google/genai
    {{< tabpane persist=header >}}
 {{< tab header="LangChain" lang="js" >}}

-import { ChatGoogleGenerativeAI } from "@langchain/google-genai";
-import { ToolboxClient } from "@toolbox-sdk/core";
-import { tool } from "@langchain/core/tools";
-import { createReactAgent } from "@langchain/langgraph/prebuilt";
-import { MemorySaver } from "@langchain/langgraph";
-
-// Replace it with your API key
-process.env.GOOGLE_API_KEY = 'your-api-key';
-
-const prompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  const model = new ChatGoogleGenerativeAI({
-    model: "gemini-2.0-flash",
-  });
-
-  const client = new ToolboxClient("http://127.0.0.1:5000");
-  const toolboxTools = await client.loadToolset("my-toolset");
-
-  // Define the basics of the tool: name, description, schema and core logic
-  const getTool = (toolboxTool) => tool(toolboxTool, {
-    name: toolboxTool.getName(),
-    description: toolboxTool.getDescription(),
-    schema: toolboxTool.getParamSchema()
-  });
-  const tools = toolboxTools.map(getTool);
-
-  const agent = createReactAgent({
-    llm: model,
-    tools: tools,
-    checkpointer: new MemorySaver(),
-    systemPrompt: prompt,
-  });
-
-  const langGraphConfig = {
-    configurable: {
-        thread_id: "test-thread",
-    },
-  };
-
-  for (const query of queries) {
-    const agentOutput = await agent.invoke(
-    {
-        messages: [
-        {
-            role: "user",
-            content: query,
-        },
-        ],
-        verbose: true,
-    },
-    langGraphConfig
-    );
-    const response = agentOutput.messages[agentOutput.messages.length - 1].content;
-    console.log(response);
-  }
-}
-
-main();
+{{< include "quickstart/js/langchain/quickstart.js" >}}

 {{< /tab >}}

 {{< tab header="GenkitJS" lang="js" >}}

-import { ToolboxClient } from "@toolbox-sdk/core";
-import { genkit } from "genkit";
-import { googleAI } from '@genkit-ai/googleai';
+{{< include "quickstart/js/genkit/quickstart.js" >}}

-// Replace it with your API key
-process.env.GOOGLE_API_KEY = 'your-api-key';
-
-const systemPrompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, mention its name, id,
-location and price tier. Always mention hotel ids while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  const toolboxClient = new ToolboxClient("http://127.0.0.1:5000");
-
-  const ai = genkit({
-    plugins: [
-      googleAI({
-        apiKey: process.env.GEMINI_API_KEY || process.env.GOOGLE_API_KEY
-      })
-    ],
-    model: googleAI.model('gemini-2.0-flash'),
-  });
-
-  const toolboxTools = await toolboxClient.loadToolset("my-toolset");
-  const toolMap = Object.fromEntries(
-    toolboxTools.map((tool) => {
-      const definedTool = ai.defineTool(
-        {
-          name: tool.getName(),
-          description: tool.getDescription(),
-          inputSchema: tool.getParamSchema(),
-        },
-        tool
-      );
-      return [tool.getName(), definedTool];
-    })
-  );
-  const tools = Object.values(toolMap);
-
-  let conversationHistory = [{ role: "system", content: [{ text: systemPrompt }] }];
-
-  for (const query of queries) {
-    conversationHistory.push({ role: "user", content: [{ text: query }] });
-    const response = await ai.generate({
-      messages: conversationHistory,
-      tools: tools,
-    });
-    conversationHistory.push(response.message);
-
-    const toolRequests = response.toolRequests;
-    if (toolRequests?.length > 0) {
-      // Execute tools concurrently and collect their responses.
-      const toolResponses = await Promise.all(
-        toolRequests.map(async (call) => {
-          try {
-            const toolOutput = await toolMap[call.name].invoke(call.input);
-            return { role: "tool", content: [{ toolResponse: { name: call.name, output: toolOutput } }] };
-          } catch (e) {
-            console.error(`Error executing tool ${call.name}:`, e);
-            return { role: "tool", content: [{ toolResponse: { name: call.name, output: { error: e.message } } }] };
-          }
-        })
-      );
-
-      conversationHistory.push(...toolResponses);
-
-      // Call the AI again with the tool results.
-      response = await ai.generate({ messages: conversationHistory, tools });
-      conversationHistory.push(response.message);
-    }
-
-    console.log(response.text);
-  }
-}
-
-main();
 {{< /tab >}}

 {{< tab header="LlamaIndex" lang="js" >}}

-import { gemini, GEMINI_MODEL } from "@llamaindex/google";
-import { agent } from "@llamaindex/workflow";
-import { createMemory, staticBlock, tool } from "llamaindex";
-import { ToolboxClient } from "@toolbox-sdk/core";
-
-const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
-process.env.GOOGLE_API_KEY = 'your-api-key'; // Replace it with your API key
-
-const prompt = `
-
-You're a helpful hotel assistant. You handle hotel searching, booking and cancellations.
-When the user searches for a hotel, mention its name, id, location and price tier.
-Always mention hotel ids while performing any searches â€” this is very important for operations.
-For any bookings or cancellations, please provide the appropriate confirmation.
-Update check-in or check-out dates if mentioned by the user.
-Don't ask for confirmations from the user.
-
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-async function main() {
-  // Connect to MCP Toolbox
-  const client = new ToolboxClient(TOOLBOX_URL);
-  const toolboxTools = await client.loadToolset("my-toolset");
-  const tools = toolboxTools.map((toolboxTool) => {
-    return tool({
-      name: toolboxTool.getName(),
-      description: toolboxTool.getDescription(),
-      parameters: toolboxTool.getParamSchema(),
-      execute: toolboxTool,
-    });
-  });
-
-  // Initialize LLM
-  const llm = gemini({
-    model: GEMINI_MODEL.GEMINI_2_0_FLASH,
-    apiKey: process.env.GOOGLE_API_KEY,
-  });
-
-  const memory = createMemory({
-    memoryBlocks: [
-      staticBlock({
-        content: prompt,
-      }),
-    ],
-  });
-
-  // Create the Agent
-  const myAgent = agent({
-    tools: tools,
-    llm,
-    memory,
-    systemPrompt: prompt,
-  });
-
-  for (const query of queries) {
-    const result = await myAgent.run(query);
-    const output = result.data.result;
-
-    console.log(`\nUser: ${query}`);
-    if (typeof output === "string") {
-      console.log(output.trim());
-    } else if (typeof output === "object" && "text" in output) {
-      console.log(output.text.trim());
-    } else {
-      console.log(JSON.stringify(output));
-    }
-  }
-  //You may observe some extra logs during execution due to the run method provided by Llama.
-  console.log("Agent run finished.");
-}
-
-main();
+{{< include "quickstart/js/llamaindex/quickstart.js" >}}

 {{< /tab >}}

 {{< tab header="GoogleGenAI" lang="js" >}}
-import { GoogleGenAI } from "@google/genai";
-import { ToolboxClient } from "@toolbox-sdk/core";

+{{< include "quickstart/js/genAI/quickstart.js" >}}

-const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
-const GOOGLE_API_KEY = 'enter your api here'; // Replace it with your API key
-
-const prompt = `
-You're a helpful hotel assistant. You handle hotel searching, booking, and
-cancellations. When the user searches for a hotel, you MUST use the available tools to find information. Mention its name, id,
-location and price tier. Always mention hotel id while performing any
-searches. This is very important for any operations. For any bookings or
-cancellations, please provide the appropriate confirmation. Be sure to
-update checkin or checkout dates if mentioned by the user.
-Don't ask for confirmations from the user.
-`;
-
-const queries = [
-  "Find hotels in Basel with Basel in its name.",
-  "Can you book the Hilton Basel for me?",
-  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
-  "My check in dates would be from April 10, 2024 to April 19, 2024.",
-];
-
-function mapZodTypeToOpenAPIType(zodTypeName) {
-
-    console.log(zodTypeName)
-    const typeMap = {
-        'ZodString': 'string',
-        'ZodNumber': 'number',
-        'ZodBoolean': 'boolean',
-        'ZodArray': 'array',
-        'ZodObject': 'object',
-    };
-    return typeMap[zodTypeName] || 'string';
-}
-
-async function main() {
-   
-    const toolboxClient = new ToolboxClient(TOOLBOX_URL); 
-    const toolboxTools = await toolboxClient.loadToolset("my-toolset");
-    
-    const geminiTools = [{
-        functionDeclarations: toolboxTools.map(tool => {
-            
-            const schema = tool.getParamSchema();
-            const properties = {};
-            const required = [];
-
-         
-            for (const [key, param] of Object.entries(schema.shape)) {
-                properties[key] = {
-                        type: mapZodTypeToOpenAPIType(param.constructor.name),
-                        description: param.description || '',
-                    };
-                required.push(key)
-                }
-            
-            return {
-                name: tool.getName(),
-                description: tool.getDescription(),
-                parameters: { type: 'object', properties, required },
-            };
-        })
-    }];
-
-
-    const genAI = new GoogleGenAI({ apiKey: GOOGLE_API_KEY });
-    
-    const chat = genAI.chats.create({
-        model: "gemini-2.5-flash",
-        config: {
-            systemInstruction: prompt,
-            tools: geminiTools,
-        }
-    });
-
-    for (const query of queries) {
-        
-        let currentResult = await chat.sendMessage({ message: query });
-        
-        let finalResponseGiven = false
-        while (!finalResponseGiven) {
-            
-            const response = currentResult;
-            const functionCalls = response.functionCalls || [];
-
-            if (functionCalls.length === 0) {
-                console.log(response.text)
-                finalResponseGiven = true;
-            } else {
-                const toolResponses = [];
-                for (const call of functionCalls) {
-                    const toolName = call.name
-                    const toolToExecute = toolboxTools.find(t => t.getName() === toolName);
-                    
-                    if (toolToExecute) {
-                        try {
-                            const functionResult = await toolToExecute(call.args);
-                            toolResponses.push({
-                                functionResponse: { name: call.name, response: { result: functionResult } }
-                            });
-                        } catch (e) {
-                            console.error(`Error executing tool '${toolName}':`, e);
-                            toolResponses.push({
-                                functionResponse: { name: call.name, response: { error: e.message } }
-                            });
-                        }
-                    }
-                }
-                
-                currentResult = await chat.sendMessage({ message: toolResponses });
-            }
-        }
-        
-    }
-}
-
-main();
 {{< /tab >}}

 {{< /tabpane >}}
--- a/docs/en/getting-started/quickstart/golden.txt
+++ b/docs/en/getting-started/quickstart/golden.txt
@@ -0,0 +1,3 @@
+Hilton Basel
+Hyatt Regency
+book
--- a/docs/en/getting-started/quickstart/js/genAI/package-lock.json
+++ b/docs/en/getting-started/quickstart/js/genAI/package-lock.json
@@ -0,0 +1,739 @@
+{
+  "name": "genai",
+  "version": "1.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "genai",
+      "version": "1.0.0",
+      "license": "ISC",
+      "dependencies": {
+        "@google/genai": "^1.16.0",
+        "@toolbox-sdk/core": "^0.1.2"
+      }
+    },
+    "node_modules/@google/genai": {
+      "version": "1.16.0",
+      "resolved": "https://registry.npmjs.org/@google/genai/-/genai-1.16.0.tgz",
+      "integrity": "sha512-hdTYu39QgDFxv+FB6BK2zi4UIJGWhx2iPc0pHQ0C5Q/RCi+m+4gsryIzTGO+riqWcUA8/WGYp6hpqckdOBNysw==",
+      "dependencies": {
+        "google-auth-library": "^9.14.2",
+        "ws": "^8.18.0"
+      },
+      "engines": {
+        "node": ">=20.0.0"
+      },
+      "peerDependencies": {
+        "@modelcontextprotocol/sdk": "^1.11.4"
+      },
+      "peerDependenciesMeta": {
+        "@modelcontextprotocol/sdk": {
+          "optional": true
+        }
+      }
+    },
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+      "dependencies": {
+        "mime-db": "1.52.0"
+      },
+      "engines": {
+        "node": ">= 0.6"
+      }
+    },
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+    },
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+      "deprecated": "Use your platform's native DOMException instead",
+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/jimmywarting"
+        },
+        {
+          "type": "github",
+          "url": "https://paypal.me/jimmywarting"
+        }
+      ],
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+      "dependencies": {
+        "whatwg-url": "^5.0.0"
+      },
+      "engines": {
+        "node": "4.x || >=6.0.0"
+      },
+      "peerDependencies": {
+        "encoding": "^0.1.0"
+      },
+      "peerDependenciesMeta": {
+        "encoding": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/proxy-from-env": {
+      "version": "1.1.0",
+      "resolved": "https://registry.npmjs.org/proxy-from-env/-/proxy-from-env-1.1.0.tgz",
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+    },
+    "node_modules/safe-buffer": {
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+      "funding": [
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/feross"
+        },
+        {
+          "type": "patreon",
+          "url": "https://www.patreon.com/feross"
+        },
+        {
+          "type": "consulting",
+          "url": "https://feross.org/support"
+        }
+      ]
+    },
+    "node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+      "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw=="
+    },
+    "node_modules/uuid": {
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+      "integrity": "sha512-b+1eJOlsR9K8HJpow9Ok3fiWOWSIcIzXodvv0rQjVoOVNpWMpxf1wZNpt4y9h10odCNrqnYp1OBzRktckBe3sA==",
+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
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+      "engines": {
+        "node": ">= 8"
+      }
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+    "node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
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+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
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+      "resolved": "https://registry.npmjs.org/ws/-/ws-8.18.3.tgz",
+      "integrity": "sha512-PEIGCY5tSlUt50cqyMXfCzX+oOPqN0vuGqWzbcJ2xvnkzkq46oOpz7dQaTDBdfICb4N14+GARUDw2XV2N4tvzg==",
+      "engines": {
+        "node": ">=10.0.0"
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+        "utf-8-validate": ">=5.0.2"
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+        "bufferutil": {
+          "optional": true
+        },
+        "utf-8-validate": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/zod": {
+      "version": "3.25.76",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
+      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    }
+  }
+}
--- a/docs/en/getting-started/quickstart/js/genAI/package.json
+++ b/docs/en/getting-started/quickstart/js/genAI/package.json
@@ -0,0 +1,17 @@
+{
+  "name": "genai",
+  "version": "1.0.0",
+  "description": "",
+  "main": "quickstart.js",
+  "type": "module",
+  "scripts": {
+    "test": "node --test"
+  },
+  "keywords": [],
+  "author": "",
+  "license": "ISC",
+  "dependencies": {
+    "@google/genai": "^1.16.0",
+    "@toolbox-sdk/core": "^0.1.2"
+  }
+}
--- a/docs/en/getting-started/quickstart/js/genAI/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/genAI/quickstart.js
@@ -0,0 +1,119 @@
+import { GoogleGenAI } from "@google/genai";
+import { ToolboxClient } from "@toolbox-sdk/core";
+
+
+const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
+const GOOGLE_API_KEY = 'enter your api here'; // Replace it with your API key
+
+const prompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, you MUST use the available tools to find information. Mention its name, id,
+location and price tier. Always mention hotel id while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+function mapZodTypeToOpenAPIType(zodTypeName) {
+
+    console.log(zodTypeName)
+    const typeMap = {
+        'ZodString': 'string',
+        'ZodNumber': 'number',
+        'ZodBoolean': 'boolean',
+        'ZodArray': 'array',
+        'ZodObject': 'object',
+    };
+    return typeMap[zodTypeName] || 'string';
+}
+
+export async function main() {
+   
+    const toolboxClient = new ToolboxClient(TOOLBOX_URL); 
+    const toolboxTools = await toolboxClient.loadToolset("my-toolset");
+    
+    const geminiTools = [{
+        functionDeclarations: toolboxTools.map(tool => {
+            
+            const schema = tool.getParamSchema();
+            const properties = {};
+            const required = [];
+
+         
+            for (const [key, param] of Object.entries(schema.shape)) {
+                properties[key] = {
+                        type: mapZodTypeToOpenAPIType(param.constructor.name),
+                        description: param.description || '',
+                    };
+                required.push(key)
+                }
+            
+            return {
+                name: tool.getName(),
+                description: tool.getDescription(),
+                parameters: { type: 'object', properties, required },
+            };
+        })
+    }];
+
+
+    const genAI = new GoogleGenAI({ apiKey: GOOGLE_API_KEY });
+    
+    const chat = genAI.chats.create({
+        model: "gemini-2.5-flash",
+        config: {
+            systemInstruction: prompt,
+            tools: geminiTools,
+        }
+    });
+
+    for (const query of queries) {
+        
+        let currentResult = await chat.sendMessage({ message: query });
+        
+        let finalResponseGiven = false
+        while (!finalResponseGiven) {
+            
+            const response = currentResult;
+            const functionCalls = response.functionCalls || [];
+
+            if (functionCalls.length === 0) {
+                console.log(response.text)
+                finalResponseGiven = true;
+            } else {
+                const toolResponses = [];
+                for (const call of functionCalls) {
+                    const toolName = call.name
+                    const toolToExecute = toolboxTools.find(t => t.getName() === toolName);
+                    
+                    if (toolToExecute) {
+                        try {
+                            const functionResult = await toolToExecute(call.args);
+                            toolResponses.push({
+                                functionResponse: { name: call.name, response: { result: functionResult } }
+                            });
+                        } catch (e) {
+                            console.error(`Error executing tool '${toolName}':`, e);
+                            toolResponses.push({
+                                functionResponse: { name: call.name, response: { error: e.message } }
+                            });
+                        }
+                    }
+                }
+                
+                currentResult = await chat.sendMessage({ message: toolResponses });
+            }
+        }
+        
+    }
+}
+
+main();
--- a/docs/en/getting-started/quickstart/js/genAI/quickstart.test.js
+++ b/docs/en/getting-started/quickstart/js/genAI/quickstart.test.js
@@ -0,0 +1,63 @@
+// Copyright 2025 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+import { describe, test, before, after } from "node:test";
+import assert from "node:assert/strict";
+import fs from "fs";
+import path from "path";
+import { main as runAgent } from "./quickstart.js";
+
+const GOLDEN_FILE_PATH = path.resolve("../../golden.txt");
+
+describe("LangChain Quickstart Agent", () => {
+  let capturedOutput = [];
+  let originalLog;
+
+  before(() => {
+    originalLog = console.log;
+    console.log = (msg) => {
+      capturedOutput.push(msg);
+    };
+  });
+
+  after(() => {
+    console.log = originalLog;
+  });
+
+  test("Assert", async () => {
+    await runAgent();
+    const actualOutput = capturedOutput.join("\n");
+
+    assert.ok(
+      actualOutput.length > 0,
+      "Assertion Failed: Script ran successfully but produced no output."
+    );
+
+    const goldenFile = fs.readFileSync(GOLDEN_FILE_PATH, "utf8");
+    const keywords = goldenFile.split("\n").filter((kw) => kw.trim() !== "");
+    const missingKeywords = [];
+
+    for (const keyword of keywords) {
+      if (!actualOutput.toLowerCase().includes(keyword.toLowerCase())) {
+        missingKeywords.push(keyword);
+      }
+    }
+
+    assert.ok(
+      missingKeywords.length === 0,
+      `Assertion Failed: The following keywords were missing from the output: [${missingKeywords.join(", ")}]`
+    );
+  });
+});
+
--- a/docs/en/getting-started/quickstart/js/genkit/package-lock.json
+++ b/docs/en/getting-started/quickstart/js/genkit/package-lock.json
--- a/docs/en/getting-started/quickstart/js/genkit/package.json
+++ b/docs/en/getting-started/quickstart/js/genkit/package.json
@@ -0,0 +1,19 @@
+{
+  "name": "genkit",
+  "version": "1.0.0",
+  "description": "",
+  "main": "quickstart.js",
+  "type": "module",
+  "scripts": {
+    "test": "node --test"
+  },
+  "dependencies": {
+    "@genkit-ai/googleai": "^1.16.0",
+    "@toolbox-sdk/core": "^0.1.2",
+    "genkit": "^1.16.0",
+    "zod-to-json-schema": "^3.23.0"
+  },
+  "keywords": [],
+  "author": "",
+  "license": "ISC"
+}
--- a/docs/en/getting-started/quickstart/js/genkit/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/genkit/quickstart.js
@@ -0,0 +1,89 @@
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { genkit } from "genkit";
+import { googleAI } from '@genkit-ai/googleai';
+
+// Replace it with your API key
+process.env.GOOGLE_API_KEY = 'your-api-key';
+
+const systemPrompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+export async function main() {
+  const toolboxClient = new ToolboxClient("http://127.0.0.1:5000");
+
+  const ai = genkit({
+    plugins: [
+      googleAI({
+        apiKey: process.env.GEMINI_API_KEY || process.env.GOOGLE_API_KEY
+      })
+    ],
+    model: googleAI.model('gemini-2.0-flash'),
+  });
+
+  const toolboxTools = await toolboxClient.loadToolset("my-toolset");
+  const toolMap = Object.fromEntries(
+    toolboxTools.map((tool) => {
+      const definedTool = ai.defineTool(
+        {
+          name: tool.getName(),
+          description: tool.getDescription(),
+          inputSchema: tool.getParamSchema(),
+        },
+        tool
+      );
+      return [tool.getName(), definedTool];
+    })
+  );
+  const tools = Object.values(toolMap);
+
+  let conversationHistory = [{ role: "system", content: [{ text: systemPrompt }] }];
+
+  for (const query of queries) {
+    conversationHistory.push({ role: "user", content: [{ text: query }] });
+    const response = await ai.generate({
+      messages: conversationHistory,
+      tools: tools,
+    });
+    conversationHistory.push(response.message);
+
+    const toolRequests = response.toolRequests;
+    if (toolRequests?.length > 0) {
+      // Execute tools concurrently and collect their responses.
+      const toolResponses = await Promise.all(
+        toolRequests.map(async (call) => {
+          try {
+            const toolOutput = await toolMap[call.name].invoke(call.input);
+            return { role: "tool", content: [{ toolResponse: { name: call.name, output: toolOutput } }] };
+          } catch (e) {
+            console.error(`Error executing tool ${call.name}:`, e);
+            return { role: "tool", content: [{ toolResponse: { name: call.name, output: { error: e.message } } }] };
+          }
+        })
+      );
+
+      conversationHistory.push(...toolResponses);
+
+      // Call the AI again with the tool results.
+      response = await ai.generate({ messages: conversationHistory, tools });
+      conversationHistory.push(response.message);
+    }
+
+    console.log(response.text);
+  }
+}
+
+main();
--- a/docs/en/getting-started/quickstart/js/genkit/quickstart.test.js
+++ b/docs/en/getting-started/quickstart/js/genkit/quickstart.test.js
@@ -0,0 +1,63 @@
+// Copyright 2025 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+import { describe, test, before, after } from "node:test";
+import assert from "node:assert/strict";
+import fs from "fs";
+import path from "path";
+import { main as runAgent } from "./quickstart.js";
+
+const GOLDEN_FILE_PATH = path.resolve("../../golden.txt");
+
+describe("LangChain Quickstart Agent", () => {
+  let capturedOutput = [];
+  let originalLog;
+
+  before(() => {
+    originalLog = console.log;
+    console.log = (msg) => {
+      capturedOutput.push(msg);
+    };
+  });
+
+  after(() => {
+    console.log = originalLog;
+  });
+
+  test("Assert", async () => {
+    await runAgent();
+    const actualOutput = capturedOutput.join("\n");
+
+    assert.ok(
+      actualOutput.length > 0,
+      "Assertion Failed: Script ran successfully but produced no output."
+    );
+
+    const goldenFile = fs.readFileSync(GOLDEN_FILE_PATH, "utf8");
+    const keywords = goldenFile.split("\n").filter((kw) => kw.trim() !== "");
+    const missingKeywords = [];
+
+    for (const keyword of keywords) {
+      if (!actualOutput.toLowerCase().includes(keyword.toLowerCase())) {
+        missingKeywords.push(keyword);
+      }
+    }
+
+    assert.ok(
+      missingKeywords.length === 0,
+      `Assertion Failed: The following keywords were missing from the output: [${missingKeywords.join(", ")}]`
+    );
+  });
+});
+
--- a/docs/en/getting-started/quickstart/js/langchain/package-lock.json
+++ b/docs/en/getting-started/quickstart/js/langchain/package-lock.json
@@ -0,0 +1,953 @@
+{
+  "name": "langchain",
+  "version": "1.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "langchain",
+      "version": "1.0.0",
+      "license": "ISC",
+      "dependencies": {
+        "@langchain/core": "^0.3.68",
+        "@langchain/google-genai": "^0.2.16",
+        "@langchain/langgraph": "^0.4.3",
+        "@toolbox-sdk/core": "0.1.0"
+      }
+    },
+    "node_modules/@cfworker/json-schema": {
+      "version": "4.1.1",
+      "resolved": "https://registry.npmjs.org/@cfworker/json-schema/-/json-schema-4.1.1.tgz",
+      "integrity": "sha512-gAmrUZSGtKc3AiBL71iNWxDsyUC5uMaKKGdvzYsBoTW/xi42JQHl7eKV2OYzCUqvc+D2RCcf7EXY2iCyFIk6og=="
+    },
+    "node_modules/@google/generative-ai": {
+      "version": "0.24.1",
+      "resolved": "https://registry.npmjs.org/@google/generative-ai/-/generative-ai-0.24.1.tgz",
+      "integrity": "sha512-MqO+MLfM6kjxcKoy0p1wRzG3b4ZZXtPI+z2IE26UogS2Cm/XHO+7gGRBh6gcJsOiIVoH93UwKvW4HdgiOZCy9Q==",
+      "engines": {
+        "node": ">=18.0.0"
+      }
+    },
+    "node_modules/@langchain/core": {
+      "version": "0.3.72",
+      "resolved": "https://registry.npmjs.org/@langchain/core/-/core-0.3.72.tgz",
+      "integrity": "sha512-WsGWVZYnlKffj2eEfDocPNiaTRoxyYiLSQdQ7oxZvxGZBqo/90vpjbC33UGK1uPNBM4kT+pkdaol/MnvKUh8TQ==",
+      "dependencies": {
+        "@cfworker/json-schema": "^4.0.2",
+        "ansi-styles": "^5.0.0",
+        "camelcase": "6",
+        "decamelize": "1.2.0",
+        "js-tiktoken": "^1.0.12",
+        "langsmith": "^0.3.46",
+        "mustache": "^4.2.0",
+        "p-queue": "^6.6.2",
+        "p-retry": "4",
+        "uuid": "^10.0.0",
+        "zod": "^3.25.32",
+        "zod-to-json-schema": "^3.22.3"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@langchain/google-genai": {
+      "version": "0.2.16",
+      "resolved": "https://registry.npmjs.org/@langchain/google-genai/-/google-genai-0.2.16.tgz",
+      "integrity": "sha512-7xgQfZtn4EcKL7HYV7c5ZZUTjzjY0eh1Ex2570uwEBIUlyP5GFYeRe7gizx6965DYu6rktkXRMHaU0CuOXxAXQ==",
+      "dependencies": {
+        "@google/generative-ai": "^0.24.0",
+        "uuid": "^11.1.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@langchain/core": ">=0.3.58 <0.4.0"
+      }
+    },
+    "node_modules/@langchain/google-genai/node_modules/uuid": {
+      "version": "11.1.0",
+      "resolved": "https://registry.npmjs.org/uuid/-/uuid-11.1.0.tgz",
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+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "bin": {
+        "uuid": "dist/esm/bin/uuid"
+      }
+    },
+    "node_modules/@langchain/langgraph": {
+      "version": "0.4.8",
+      "resolved": "https://registry.npmjs.org/@langchain/langgraph/-/langgraph-0.4.8.tgz",
+      "integrity": "sha512-UJDmi+Yn4OfmNmpAIT3vEb0exoSW0gqSVnqY6NoFbWu1+dEkgPWdgpV15cP9ep2nK0utfPKT5SWrZwyChSmzPQ==",
+      "dependencies": {
+        "@langchain/langgraph-checkpoint": "^0.1.1",
+        "@langchain/langgraph-sdk": "~0.0.112",
+        "uuid": "^10.0.0",
+        "zod": "^3.25.32"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@langchain/core": ">=0.3.58 < 0.4.0",
+        "zod-to-json-schema": "^3.x"
+      },
+      "peerDependenciesMeta": {
+        "zod-to-json-schema": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@langchain/langgraph-checkpoint": {
+      "version": "0.1.1",
+      "resolved": "https://registry.npmjs.org/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-0.1.1.tgz",
+      "integrity": "sha512-h2bP0RUikQZu0Um1ZUPErQLXyhzroJqKRbRcxYRTAh49oNlsfeq4A3K4YEDRbGGuyPZI/Jiqwhks1wZwY73AZw==",
+      "dependencies": {
+        "uuid": "^10.0.0"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@langchain/core": ">=0.2.31 <0.4.0 || ^1.0.0-alpha"
+      }
+    },
+    "node_modules/@langchain/langgraph-sdk": {
+      "version": "0.0.112",
+      "resolved": "https://registry.npmjs.org/@langchain/langgraph-sdk/-/langgraph-sdk-0.0.112.tgz",
+      "integrity": "sha512-/9W5HSWCqYgwma6EoOspL4BGYxGxeJP6lIquPSF4FA0JlKopaUv58ucZC3vAgdJyCgg6sorCIV/qg7SGpEcCLw==",
+      "dependencies": {
+        "@types/json-schema": "^7.0.15",
+        "p-queue": "^6.6.2",
+        "p-retry": "4",
+        "uuid": "^9.0.0"
+      },
+      "peerDependencies": {
+        "@langchain/core": ">=0.2.31 <0.4.0",
+        "react": "^18 || ^19",
+        "react-dom": "^18 || ^19"
+      },
+      "peerDependenciesMeta": {
+        "@langchain/core": {
+          "optional": true
+        },
+        "react": {
+          "optional": true
+        },
+        "react-dom": {
+          "optional": true
+        }
+      }
+    },
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+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
+    },
+    "node_modules/@toolbox-sdk/core": {
+      "version": "0.1.0",
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+        "google-auth-library": "^9.15.1",
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+      },
+      "engines": {
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+        "p-timeout": "^3.2.0"
+      },
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+        "retry": "^0.13.1"
+      },
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+      },
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+          "url": "https://github.com/sponsors/feross"
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+        },
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+        "has-flag": "^4.0.0"
+      },
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+      "funding": [
+        "https://github.com/sponsors/broofa",
+        "https://github.com/sponsors/ctavan"
+      ],
+      "bin": {
+        "uuid": "dist/bin/uuid"
+      }
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+    "node_modules/webidl-conversions": {
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+    },
+    "node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+      "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
+    "node_modules/zod": {
+      "version": "3.25.76",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-3.25.76.tgz",
+      "integrity": "sha512-gzUt/qt81nXsFGKIFcC3YnfEAx5NkunCfnDlvuBSSFS02bcXu4Lmea0AFIUwbLWxWPx3d9p8S5QoaujKcNQxcQ==",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.24.6",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.24.6.tgz",
+      "integrity": "sha512-h/z3PKvcTcTetyjl1fkj79MHNEjm+HpD6NXheWjzOekY7kV+lwDYnHw+ivHkijnCSMz1yJaWBD9vu/Fcmk+vEg==",
+      "peerDependencies": {
+        "zod": "^3.24.1"
+      }
+    }
+  }
+}
--- a/docs/en/getting-started/quickstart/js/langchain/package.json
+++ b/docs/en/getting-started/quickstart/js/langchain/package.json
@@ -0,0 +1,19 @@
+{
+  "name": "langchain",
+  "version": "1.0.0",
+  "description": "",
+  "main": "quickstart.js",
+  "type": "module",
+  "scripts": {
+    "test": "node --test"
+  },
+  "dependencies": {
+    "@langchain/core": "^0.3.68",
+    "@langchain/google-genai": "^0.2.16",
+    "@langchain/langgraph": "^0.4.3",
+    "@toolbox-sdk/core": "0.1.0"
+  },
+  "keywords": [],
+  "author": "",
+  "license": "ISC"
+}
--- a/docs/en/getting-started/quickstart/js/langchain/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/langchain/quickstart.js
@@ -0,0 +1,74 @@
+import { ChatGoogleGenerativeAI } from "@langchain/google-genai";
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { tool } from "@langchain/core/tools";
+import { createReactAgent } from "@langchain/langgraph/prebuilt";
+import { MemorySaver } from "@langchain/langgraph";
+
+// Replace it with your API key
+process.env.GOOGLE_API_KEY = 'your-api-key';
+
+const prompt = `
+You're a helpful hotel assistant. You handle hotel searching, booking, and
+cancellations. When the user searches for a hotel, mention its name, id,
+location and price tier. Always mention hotel ids while performing any
+searches. This is very important for any operations. For any bookings or
+cancellations, please provide the appropriate confirmation. Be sure to
+update checkin or checkout dates if mentioned by the user.
+Don't ask for confirmations from the user.
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+export async function main() {
+  const model = new ChatGoogleGenerativeAI({
+    model: "gemini-2.0-flash",
+  });
+
+  const client = new ToolboxClient("http://127.0.0.1:5000");
+  const toolboxTools = await client.loadToolset("my-toolset");
+
+  // Define the basics of the tool: name, description, schema and core logic
+  const getTool = (toolboxTool) => tool(toolboxTool, {
+    name: toolboxTool.getName(),
+    description: toolboxTool.getDescription(),
+    schema: toolboxTool.getParamSchema()
+  });
+  const tools = toolboxTools.map(getTool);
+
+  const agent = createReactAgent({
+    llm: model,
+    tools: tools,
+    checkpointer: new MemorySaver(),
+    systemPrompt: prompt,
+  });
+
+  const langGraphConfig = {
+    configurable: {
+        thread_id: "test-thread",
+    },
+  };
+
+  for (const query of queries) {
+    const agentOutput = await agent.invoke(
+    {
+        messages: [
+        {
+            role: "user",
+            content: query,
+        },
+        ],
+        verbose: true,
+    },
+    langGraphConfig
+    );
+    const response = agentOutput.messages[agentOutput.messages.length - 1].content;
+    console.log(response);
+  }
+}
+
+main();
--- a/docs/en/getting-started/quickstart/js/langchain/quickstart.test.js
+++ b/docs/en/getting-started/quickstart/js/langchain/quickstart.test.js
@@ -0,0 +1,63 @@
+// Copyright 2025 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+import { describe, test, before, after } from "node:test";
+import assert from "node:assert/strict";
+import fs from "fs";
+import path from "path";
+import { main as runAgent } from "./quickstart.js";
+
+const GOLDEN_FILE_PATH = path.resolve("../../golden.txt");
+
+describe("LangChain Quickstart Agent", () => {
+  let capturedOutput = [];
+  let originalLog;
+
+  before(() => {
+    originalLog = console.log;
+    console.log = (msg) => {
+      capturedOutput.push(msg);
+    };
+  });
+
+  after(() => {
+    console.log = originalLog;
+  });
+
+  test("Assert", async () => {
+    await runAgent();
+    const actualOutput = capturedOutput.join("\n");
+
+    assert.ok(
+      actualOutput.length > 0,
+      "Assertion Failed: Script ran successfully but produced no output."
+    );
+
+    const goldenFile = fs.readFileSync(GOLDEN_FILE_PATH, "utf8");
+    const keywords = goldenFile.split("\n").filter((kw) => kw.trim() !== "");
+    const missingKeywords = [];
+
+    for (const keyword of keywords) {
+      if (!actualOutput.toLowerCase().includes(keyword.toLowerCase())) {
+        missingKeywords.push(keyword);
+      }
+    }
+
+    assert.ok(
+      missingKeywords.length === 0,
+      `Assertion Failed: The following keywords were missing from the output: [${missingKeywords.join(", ")}]`
+    );
+  });
+});
+
--- a/docs/en/getting-started/quickstart/js/llamaindex/package-lock.json
+++ b/docs/en/getting-started/quickstart/js/llamaindex/package-lock.json
--- a/docs/en/getting-started/quickstart/js/llamaindex/package.json
+++ b/docs/en/getting-started/quickstart/js/llamaindex/package.json
@@ -0,0 +1,19 @@
+{
+  "name": "llamaindex",
+  "version": "1.0.0",
+  "description": "",
+  "main": "quickstart.js",
+  "type": "module",
+  "scripts": {
+    "test": "node --test"
+  },
+  "keywords": [],
+  "author": "",
+  "license": "ISC",
+  "dependencies": {
+    "@llamaindex/google": "^0.3.20",
+    "@llamaindex/workflow": "^1.1.21",
+    "@toolbox-sdk/core": "^0.1.2",
+    "llamaindex": "^0.11.27"
+  }
+}
--- a/docs/en/getting-started/quickstart/js/llamaindex/quickstart.js
+++ b/docs/en/getting-started/quickstart/js/llamaindex/quickstart.js
@@ -0,0 +1,79 @@
+import { gemini, GEMINI_MODEL } from "@llamaindex/google";
+import { agent } from "@llamaindex/workflow";
+import { createMemory, staticBlock, tool } from "llamaindex";
+import { ToolboxClient } from "@toolbox-sdk/core";
+
+const TOOLBOX_URL = "http://127.0.0.1:5000"; // Update if needed
+process.env.GOOGLE_API_KEY = 'your-api-key'; // Replace it with your API key
+
+const prompt = `
+
+You're a helpful hotel assistant. You handle hotel searching, booking and cancellations.
+When the user searches for a hotel, mention its name, id, location and price tier.
+Always mention hotel ids while performing any searches â€” this is very important for operations.
+For any bookings or cancellations, please provide the appropriate confirmation.
+Update check-in or check-out dates if mentioned by the user.
+Don't ask for confirmations from the user.
+
+`;
+
+const queries = [
+  "Find hotels in Basel with Basel in its name.",
+  "Can you book the Hilton Basel for me?",
+  "Oh wait, this is too expensive. Please cancel it and book the Hyatt Regency instead.",
+  "My check in dates would be from April 10, 2024 to April 19, 2024.",
+];
+
+export async function main() {
+  // Connect to MCP Toolbox
+  const client = new ToolboxClient(TOOLBOX_URL);
+  const toolboxTools = await client.loadToolset("my-toolset");
+  const tools = toolboxTools.map((toolboxTool) => {
+    return tool({
+      name: toolboxTool.getName(),
+      description: toolboxTool.getDescription(),
+      parameters: toolboxTool.getParamSchema(),
+      execute: toolboxTool,
+    });
+  });
+
+  // Initialize LLM
+  const llm = gemini({
+    model: GEMINI_MODEL.GEMINI_2_0_FLASH,
+    apiKey: process.env.GOOGLE_API_KEY,
+  });
+
+  const memory = createMemory({
+    memoryBlocks: [
+      staticBlock({
+        content: prompt,
+      }),
+    ],
+  });
+
+  // Create the Agent
+  const myAgent = agent({
+    tools: tools,
+    llm,
+    memory,
+    systemPrompt: prompt,
+  });
+
+  for (const query of queries) {
+    const result = await myAgent.run(query);
+    const output = result.data.result;
+
+    console.log(`\nUser: ${query}`);
+    if (typeof output === "string") {
+      console.log(output.trim());
+    } else if (typeof output === "object" && "text" in output) {
+      console.log(output.text.trim());
+    } else {
+      console.log(JSON.stringify(output));
+    }
+  }
+  //You may observe some extra logs during execution due to the run method provided by Llama.
+  console.log("Agent run finished.");
+}
+
+main();
--- a/docs/en/getting-started/quickstart/js/llamaindex/quickstart.test.js
+++ b/docs/en/getting-started/quickstart/js/llamaindex/quickstart.test.js
@@ -0,0 +1,63 @@
+// Copyright 2025 Google LLC
+//
+// Licensed under the Apache License, Version 2.0 (the "License");
+// you may not use this file except in compliance with the License.
+// You may obtain a copy of the License at
+//
+//     http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing, software
+// distributed under the License is distributed on an "AS IS" BASIS,
+// WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+// See the License for the specific language governing permissions and
+// limitations under the License.
+
+import { describe, test, before, after } from "node:test";
+import assert from "node:assert/strict";
+import fs from "fs";
+import path from "path";
+import { main as runAgent } from "./quickstart.js";
+
+const GOLDEN_FILE_PATH = path.resolve("../../golden.txt");
+
+describe("LangChain Quickstart Agent", () => {
+  let capturedOutput = [];
+  let originalLog;
+
+  before(() => {
+    originalLog = console.log;
+    console.log = (msg) => {
+      capturedOutput.push(msg);
+    };
+  });
+
+  after(() => {
+    console.log = originalLog;
+  });
+
+  test("Assert", async () => {
+    await runAgent();
+    const actualOutput = capturedOutput.join("\n");
+
+    assert.ok(
+      actualOutput.length > 0,
+      "Assertion Failed: Script ran successfully but produced no output."
+    );
+
+    const goldenFile = fs.readFileSync(GOLDEN_FILE_PATH, "utf8");
+    const keywords = goldenFile.split("\n").filter((kw) => kw.trim() !== "");
+    const missingKeywords = [];
+
+    for (const keyword of keywords) {
+      if (!actualOutput.toLowerCase().includes(keyword.toLowerCase())) {
+        missingKeywords.push(keyword);
+      }
+    }
+
+    assert.ok(
+      missingKeywords.length === 0,
+      `Assertion Failed: The following keywords were missing from the output: [${missingKeywords.join(", ")}]`
+    );
+  });
+});
+
Author	SHA1	Message	Date
Harsh Jha	ffb50953d9	fix: quickstart_js.yaml	2025-09-08 10:59:27 +05:30
Harsh Jha	e1b3d8b748	chore: updated quickstart_js.yaml	2025-09-08 10:54:30 +05:30
AnmolShukla2002	cef34f5886	Merge branch 'sts-js-sh' of github.com:googleapis/genai-toolbox into sts-js-sh	2025-09-04 14:36:58 +05:30
AnmolShukla2002	718049bccd	chore(ci): updated script for js	2025-09-04 14:34:49 +05:30
Harsh Jha	ec4a564396	Merge branch 'sts-js-sh' of https://github.com/googleapis/genai-toolbox into sts-js-sh	2025-09-03 17:45:53 +05:30
AnmolShukla2002	823e266630	chore(testing): added shell script for js	2025-09-03 17:40:57 +05:30
AnmolShukla2002	1c6e0c69e3	added shell script for js	2025-09-03 17:37:05 +05:30
AnmolShukla2002	a1966cfbef	updated header-checker	2025-09-03 17:37:05 +05:30
AnmolShukla2002	fa0d89b67d	improve logging	2025-09-03 17:37:05 +05:30
AnmolShukla2002	ab4b18d8cd	updated test script structure	2025-09-03 17:37:05 +05:30
AnmolShukla2002	3efcad5d5e	changed js files to ESmodules	2025-09-03 17:37:05 +05:30
AnmolShukla2002	077b2350da	remove tools.yaml	2025-09-03 17:37:05 +05:30
AnmolShukla2002	abf8acd3ed	prevent header check for quickstart files	2025-09-03 17:37:04 +05:30
AnmolShukla2002	a45d6d4634	revamp test script	2025-09-03 17:37:04 +05:30
Harsh Jha	f260568493	refactor(hugo): rename snippet shortcode to regionInclude and add file comments	2025-09-03 17:37:04 +05:30
AnmolShukla2002	bbf6b73483	add testcases for llamaindex agent	2025-09-03 17:37:04 +05:30
AnmolShukla2002	10b7ae9688	add testcases for langchain agent	2025-09-03 17:37:04 +05:30
AnmolShukla2002	6c61708a88	added license header to test file	2025-09-03 17:37:04 +05:30
AnmolShukla2002	feba5e204e	chore(testing): added test case script for sample agent for JS	2025-09-03 17:37:04 +05:30
Harsh Jha	24e13d403e	feat: Implement language-agnostic snippet shortcode	2025-09-03 17:37:04 +05:30
Harsh Jha	3ad6f1a15d	refactor(docs): Fix Table of Contents and optimize region include shortcode	2025-09-03 17:37:04 +05:30
Harsh Jha	22aa7a884b	refactor(docs): Replace duplicated content with a shared shortcode	2025-09-03 17:37:04 +05:30
Harsh Jha	c0f49a0c57	feat: Add shortcode for including file regions	2025-09-03 17:37:04 +05:30
AnmolShukla2002	2e485da411	rename header-checker-lint	2025-09-03 17:37:04 +05:30
AnmolShukla2002	652c24d38c	revert to .yaml	2025-09-03 17:37:04 +05:30
AnmolShukla2002	b86fe9f822	updated function names to main	2025-09-03 17:37:04 +05:30
Harsh Jha	81cc70a1a2	feat(docs): add genAI for JavaScript quickstart	2025-09-03 17:37:04 +05:30
AnmolShukla2002	5693e23868	removed license headers from sample agents	2025-09-03 17:37:04 +05:30
Harsh Jha	eaec15b8cf	refactor(hugo): rename snippet shortcode to regionInclude and add file comments	2025-09-03 17:37:04 +05:30
AnmolShukla2002	6e4fd3ad4b	minor fixes to sync with original code	2025-09-03 17:37:03 +05:30
AnmolShukla2002	099a02faa2	deleted dependency files	2025-09-03 17:37:03 +05:30
AnmolShukla2002	38801cc636	chore(testing): setup initial directory structure for JS	2025-09-03 17:37:03 +05:30
AnmolShukla2002	dcc6e50319	chore(testing): setup initial directory structure for JS	2025-09-03 17:37:03 +05:30
Harsh Jha	52386f8d94	feat: Implement language-agnostic snippet shortcode	2025-09-03 17:37:03 +05:30
Harsh Jha	101085a563	refactor(docs): Fix Table of Contents and optimize region include shortcode	2025-09-03 17:37:03 +05:30
Harsh Jha	99ec05380d	refactor(docs): Replace duplicated content with a shared shortcode	2025-09-03 17:37:03 +05:30
Harsh Jha	13e364cf9c	feat: Add shortcode for including file regions	2025-09-03 17:37:03 +05:30
Harsh Jha	1159340dcf	feat(ci): add quickstart_js.yaml for JS sample workflow	2025-09-03 17:33:14 +05:30
AnmolShukla2002	6606163686	added shell script for js	2025-09-03 15:49:29 +05:30
AnmolShukla2002	cad784aa4f	updated header-checker	2025-08-29 16:17:46 +05:30
AnmolShukla2002	911d6c34da	improve logging	2025-08-29 16:11:15 +05:30
AnmolShukla2002	33591bba47	updated test script structure	2025-08-29 15:43:41 +05:30
AnmolShukla2002	7194dddef1	changed js files to ESmodules	2025-08-29 15:43:41 +05:30
AnmolShukla2002	3332164460	remove tools.yaml	2025-08-29 15:43:41 +05:30
AnmolShukla2002	1f5b9a119e	prevent header check for quickstart files	2025-08-29 15:43:41 +05:30
AnmolShukla2002	8e32308d5b	revamp test script	2025-08-29 15:42:14 +05:30
Harsh Jha	c4a259b8f7	refactor(hugo): rename snippet shortcode to regionInclude and add file comments	2025-08-29 15:41:33 +05:30
AnmolShukla2002	2fc9c1756d	add testcases for llamaindex agent	2025-08-29 15:40:40 +05:30
AnmolShukla2002	b210e378b9	add testcases for langchain agent	2025-08-29 15:40:40 +05:30
AnmolShukla2002	13147ab6bd	added license header to test file	2025-08-29 15:40:40 +05:30
AnmolShukla2002	28457c21bc	chore(testing): added test case script for sample agent for JS	2025-08-29 15:40:40 +05:30
Harsh Jha	bc393a551c	feat: Implement language-agnostic snippet shortcode	2025-08-29 15:37:57 +05:30
Harsh Jha	d0779a77b7	refactor(docs): Fix Table of Contents and optimize region include shortcode	2025-08-29 15:37:18 +05:30
Harsh Jha	4332f5027f	refactor(docs): Replace duplicated content with a shared shortcode	2025-08-29 15:36:19 +05:30
Harsh Jha	6223f68d90	feat: Add shortcode for including file regions	2025-08-29 15:35:23 +05:30
AnmolShukla2002	162f9195be	rename header-checker-lint	2025-08-29 15:26:13 +05:30
AnmolShukla2002	0ed0e232b0	revert to .yaml	2025-08-29 15:25:38 +05:30
AnmolShukla2002	b2c93a28cf	updated function names to main	2025-08-29 15:25:38 +05:30
Harsh Jha	1b8569ad8b	feat(docs): add genAI for JavaScript quickstart	2025-08-29 15:24:46 +05:30
AnmolShukla2002	f54eefc88f	removed license headers from sample agents	2025-08-29 15:24:14 +05:30
Harsh Jha	bf79e0fa8f	refactor(hugo): rename snippet shortcode to regionInclude and add file comments	2025-08-29 15:24:12 +05:30
AnmolShukla2002	5738d7c02f	minor fixes to sync with original code	2025-08-29 15:23:30 +05:30
AnmolShukla2002	8d2c585755	deleted dependency files	2025-08-29 15:23:30 +05:30
AnmolShukla2002	0c47fe3e57	chore(testing): setup initial directory structure for JS	2025-08-29 15:23:28 +05:30
AnmolShukla2002	c36df759b0	chore(testing): setup initial directory structure for JS	2025-08-29 15:21:26 +05:30
Harsh Jha	12e04b6e4c	feat: Implement language-agnostic snippet shortcode	2025-08-29 15:18:38 +05:30
Harsh Jha	f7925c405e	refactor(docs): Fix Table of Contents and optimize region include shortcode	2025-08-29 15:18:00 +05:30
Harsh Jha	cd98b67fb4	refactor(docs): Replace duplicated content with a shared shortcode	2025-08-29 15:15:51 +05:30
Harsh Jha	ffb59396c4	feat: Add shortcode for including file regions	2025-08-29 15:11:47 +05:30
AnmolShukla2002	2f4df9c69f	chore(ci): rename header checker and excluded quickstart files	2025-08-29 14:39:52 +05:30