remove redundant lines

Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com>

.ci/sample_tests/pre_post_processing/js.integration.cloudbuild.yaml

@@ -0,0 +1,57 @@
+# Copyright 2026 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.
+
+steps:
+  - name: "${_IMAGE}"
+    id: "js-pre-post-processing-test"
+    entrypoint: "bash"
+    args:
+      - -c
+      - |
+        set -ex
+        chmod +x .ci/sample_tests/run_tests.sh
+        .ci/sample_tests/run_tests.sh
+    env:
+      - "CLOUD_SQL_INSTANCE=${_CLOUD_SQL_INSTANCE}"
+      - "GCP_PROJECT=${_GCP_PROJECT}"
+      - "DATABASE_NAME=${_DATABASE_NAME}"
+      - "DB_USER=${_DB_USER}"
+      - "TARGET_ROOT=${_TARGET_ROOT}"
+      - "TARGET_LANG=${_TARGET_LANG}"
+      - "TABLE_NAME=${_TABLE_NAME}"
+      - "SQL_FILE=${_SQL_FILE}"
+      - "AGENT_FILE_PATTERN=${_AGENT_FILE_PATTERN}"
+    secretEnv: ["TOOLS_YAML_CONTENT", "GOOGLE_API_KEY", "DB_PASSWORD"]
+
+availableSecrets:
+  secretManager:
+    - versionName: projects/${_GCP_PROJECT}/secrets/${_TOOLS_YAML_SECRET}/versions/5
+      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
+
+substitutions:
+  _TARGET_LANG: "js"
+  _IMAGE: "node:22"
+  _TARGET_ROOT: "docs/en/samples/pre_post_processing/js"
+  _TABLE_NAME: "hotels_js_pre_post_processing"
+  _SQL_FILE: ".ci/sample_tests/setup_hotels.sql"
+  _AGENT_FILE_PATTERN: "agent.js"
+
+options:
+  logging: CLOUD_LOGGING_ONLY

docs/en/samples/pre_post_processing/js.md

@@ -0,0 +1,43 @@
+---
+title: "Javascript"
+type: docs
+weight: 2
+description: >
+  How to add pre- and post- processing to your Agents using JS.
+---
+
+## Prerequisites
+
+This tutorial assumes that you have set up Toolbox with a basic agent as described in the [local quickstart](../../getting-started/local_quickstart_js.md).
+
+This guide demonstrates how to implement these patterns in your Toolbox applications.
+
+## Implementation
+
+{{< tabpane persist=header >}}
+{{% tab header="ADK" text=true %}}
+Coming soon.
+{{% /tab %}}
+{{% tab header="Langchain" text=true %}}
+The following example demonstrates how to use `ToolboxClient` with LangChain's middleware to implement pre- and post- processing for tool calls.
+
+```js
+{{< include "js/langchain/agent.js" >}}
+```
+
+You can also use the `wrapModel` hook to intercept messages before and after model calls.
+You can also use [node-style hooks](https://docs.langchain.com/oss/javascript/langchain/middleware/custom#node-style-hooks) to intercept messages at the agent and model level.
+See the [LangChain Middleware documentation](https://docs.langchain.com/oss/javascript/langchain/middleware/custom#tool-call-monitoring) for details on these additional hook types.
+
+{{% /tab %}}
+{{< /tabpane >}}
+
+## Results
+
+The output should look similar to the following. Note that exact responses may vary due to the non-deterministic nature of LLMs and differences between orchestration frameworks.
+
+```
+AI: Booking Confirmed! You earned 500 Loyalty Points with this stay.
+
+AI: Error: Maximum stay duration is 14 days.
+```

docs/en/samples/pre_post_processing/js/agent.test.js

@@ -0,0 +1,91 @@
+// Copyright 2026 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 path from "path";
+import { fileURLToPath } from "url";
+
+const ORCH_NAME = process.env.ORCH_NAME;
+const __dirname = path.dirname(fileURLToPath(import.meta.url));
+const orchDir = path.join(__dirname, ORCH_NAME);
+const agentPath = path.join(orchDir, "agent.js");
+
+const { main: runAgent } = await import(agentPath);
+
+const GOLDEN_KEYWORDS = [
+  "AI:",
+  "Loyalty Points",
+  "POLICY CHECK: Intercepting 'update-hotel'"
+];
+
+describe(`${ORCH_NAME} Pre/Post Processing Agent`, () => {
+  let capturedOutput = [];
+  let capturedErrors = [];
+  let originalLog;
+  let originalError;
+
+  before(() => {
+    originalLog = console.log;
+    originalError = console.error;
+
+    console.log = (...args) => {
+      const msg = args.map(a => (typeof a === 'object' ? JSON.stringify(a, null, 2) : String(a))).join(' ');
+      capturedOutput.push(msg);
+    };
+    
+    console.error = (...args) => {
+      const msg = args.map(a => (typeof a === 'object' ? JSON.stringify(a, null, 2) : String(a))).join(' ');
+      capturedErrors.push(msg);
+    };
+  });
+
+  after(() => {
+    console.log = originalLog;
+    console.error = originalError;
+  });
+
+  test("runs without errors and outputContainsRequiredKeywords", async () => {
+    capturedOutput = [];
+    capturedErrors = [];
+
+    await runAgent();
+    assert.equal(
+        capturedErrors.length, 
+        0, 
+        `Script produced stderr: ${capturedErrors.join("\n")}`
+    );
+
+    const actualOutput = capturedOutput.join("\n");
+
+    assert.ok(
+      actualOutput.length > 0,
+      "Assertion Failed: Script ran successfully but produced no output."
+    );
+
+    const missingKeywords = [];
+
+    for (const keyword of GOLDEN_KEYWORDS) {
+      if (!actualOutput.includes(keyword)) {
+        missingKeywords.push(keyword);
+      }
+    }
+
+    assert.ok(
+      missingKeywords.length === 0,
+      `Assertion Failed: The following keywords were missing from the output: [${missingKeywords.join(", ")}]`
+    );
+  });
+});

docs/en/samples/pre_post_processing/js/langchain/agent.js

@@ -0,0 +1,108 @@
+import { ToolboxClient } from "@toolbox-sdk/core";
+import { ChatVertexAI } from "@langchain/google-vertexai";
+import { createAgent, createMiddleware, ToolMessage } from "langchain";
+import { tool } from "@langchain/core/tools";
+import { fileURLToPath } from "url";
+import process from "process";
+
+const systemPrompt = `
+  You're a helpful hotel assistant. You handle hotel searching, booking and
+  cancellations. When the user searches for a hotel, mention it's 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 businessRulesMiddleware = createMiddleware({
+  name: "BusinessRules",
+  wrapToolCall: async (request, handler) => {
+    const toolName = request.toolCall.name;
+    const toolArgs = request.toolCall.args;
+    console.log(`POLICY CHECK: Intercepting '${toolName}' running with args ${JSON.stringify(toolArgs)}`);
+    if (toolName === "update-hotel" && toolArgs.checkin_date && toolArgs.checkout_date) {
+      try {
+        const start = new Date(toolArgs.checkin_date);
+        const end = new Date(toolArgs.checkout_date);
+        const duration = (end - start) / (1000 * 60 * 60 * 24); // days
+
+        if (duration > 14) {
+          console.log("BLOCKED: Stay too long");
+          return ToolMessage({content:'Error: Maximum stay duration is 14 days.', status:"error"})
+        }
+      } catch (e) {
+        // Ignore invalid dates
+      }
+    }
+    return handler(request);
+  }
+});
+
+const enrichmentMiddleware = createMiddleware({
+  name: "Enrichment",
+  wrapToolCall: async (request, handler) => {
+    const result = await handler(request);
+    const toolName = request.toolCall.name;
+    
+    let content = result;
+    if (typeof result === 'object' && result !== null && result.content) {
+        content = result.content;
+    }
+    if (toolName === "book-hotel" && typeof content === 'string' && !content.includes("Error")) {
+        const loyaltyBonus = 500;
+        const enrichedContent = `Booking Confirmed!\n You earned ${loyaltyBonus} Loyalty Points with this stay.\n\nSystem Details: ${content}`;
+        if (typeof result === 'object' && result !== null) {
+            result.content = enrichedContent;
+            return result;
+        }
+        return enrichedContent;
+    }
+    return result;
+  }
+});
+
+const queries = [
+  "Book hotel with id 3.",
+  "Update my hotel with id 3 with checkin date 2025-01-18 and checkout date 2025-02-10"
+];
+
+async function main() {
+  const client = new ToolboxClient("http://127.0.0.1:5000");
+  const rawTools = await client.loadToolset("my-toolset");
+  const tools = rawTools
+    .map(t => tool(t, {
+        name: t.getName(),
+        description: t.getDescription(),
+        schema: t.getParamSchema()
+  }));
+
+  const model = new ChatVertexAI({
+    model: "gemini-2.5-flash",
+    temperature: 0,
+  });
+
+  const agent = createAgent({ 
+    model: model, 
+    tools: tools, 
+    systemPrompt: systemPrompt, 
+    middleware: [businessRulesMiddleware, enrichmentMiddleware] 
+  });
+
+  for (const query of queries) {
+    console.log(`\nUSER: '${query}'`);
+    const result = await agent.invoke({
+      messages: [
+        { role: "user", content: query},
+      ],
+    });
+    console.log("-".repeat(50));
+    console.log(`AI: ${result.messages[result.messages.length-1].content}`);
+  }
+}
+
+if (process.argv[1] === fileURLToPath(import.meta.url)) {
+  main();
+}
+
+export { main };

docs/en/samples/pre_post_processing/js/langchain/package.json

@@ -0,0 +1,19 @@
+{
+  "name": "langchain",
+  "version": "1.0.0",
+  "description": "LangChain.js sample for pre/post processing",
+  "type": "module",
+  "main": "agent.js",
+  "scripts": {
+    "start": "node agent.js"
+  },
+  "dependencies": {
+    "@langchain/core": "^1.1.19",
+    "@langchain/google-vertexai": "^2.1.15",
+    "@toolbox-sdk/core": "^0.2.1",
+    "langchain": "^1.2.17",
+    "zod": "^3.23.8"
+  },
+  "author": "",
+  "license": "ISC"
+}