From 77f7990a0306f9341253e5c74e8e9191abda3ebc Mon Sep 17 00:00:00 2001 From: Twisha Bansal <58483338+twishabansal@users.noreply.github.com> Date: Wed, 18 Feb 2026 17:15:15 +0530 Subject: [PATCH] docs: add pre/post processing docs for langchain JS (#2421) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit ## Description Trigger has been tested corresponding to local changes. Latest successful run: https://pantheon.corp.google.com/cloud-build/builds;region=global/0e7720f6-451c-4a89-8a43-a35131ec90a5;step=0?project=toolbox-testing-438616 Note: After merging, update JS pre and post processing sample testing trigger. ## PR Checklist > Thank you for opening a Pull Request! Before submitting your PR, there are a > few things you can do to make sure it goes smoothly: - [ ] Make sure you reviewed [CONTRIBUTING.md](https://github.com/googleapis/genai-toolbox/blob/main/CONTRIBUTING.md) - [ ] Make sure to open an issue as a [bug/issue](https://github.com/googleapis/genai-toolbox/issues/new/choose) before writing your code! That way we can discuss the change, evaluate designs, and agree on the general idea - [ ] Ensure the tests and linter pass - [ ] Code coverage does not decrease (if any source code was changed) - [ ] Appropriate docs were updated (if necessary) - [ ] Make sure to add `!` if this involve a breaking change 🛠️ Fixes # --------- Co-authored-by: gemini-code-assist[bot] <176961590+gemini-code-assist[bot]@users.noreply.github.com> Co-authored-by: Anubhav Dhawan --- .../js.integration.cloudbuild.yaml | 57 + docs/en/samples/pre_post_processing/js.md | 47 + .../pre_post_processing/js/agent.test.js | 91 + .../pre_post_processing/js/langchain/agent.js | 109 ++ .../js/langchain/package-lock.json | 1614 +++++++++++++++++ .../js/langchain/package.json | 20 + 6 files changed, 1938 insertions(+) create mode 100644 .ci/sample_tests/pre_post_processing/js.integration.cloudbuild.yaml create mode 100644 docs/en/samples/pre_post_processing/js.md create mode 100644 docs/en/samples/pre_post_processing/js/agent.test.js create mode 100644 docs/en/samples/pre_post_processing/js/langchain/agent.js create mode 100644 docs/en/samples/pre_post_processing/js/langchain/package-lock.json create mode 100644 docs/en/samples/pre_post_processing/js/langchain/package.json diff --git a/.ci/sample_tests/pre_post_processing/js.integration.cloudbuild.yaml b/.ci/sample_tests/pre_post_processing/js.integration.cloudbuild.yaml new file mode 100644 index 00000000000..b04e3bb1d17 --- /dev/null +++ b/.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 diff --git a/docs/en/samples/pre_post_processing/js.md b/docs/en/samples/pre_post_processing/js.md new file mode 100644 index 00000000000..8b178f7fc41 --- /dev/null +++ b/docs/en/samples/pre_post_processing/js.md @@ -0,0 +1,47 @@ +--- +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 MCP 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 `wrapModelCall` 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. + +{{< notice note >}} +The exact responses may vary due to the non-deterministic nature of LLMs and differences between orchestration frameworks. +{{< /notice >}} + +``` +AI: Booking Confirmed! You earned 500 Loyalty Points with this stay. + +AI: Error: Maximum stay duration is 14 days. +``` diff --git a/docs/en/samples/pre_post_processing/js/agent.test.js b/docs/en/samples/pre_post_processing/js/agent.test.js new file mode 100644 index 00000000000..030793b3229 --- /dev/null +++ b/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(", ")}]` + ); + }); +}); \ No newline at end of file diff --git a/docs/en/samples/pre_post_processing/js/langchain/agent.js b/docs/en/samples/pre_post_processing/js/langchain/agent.js new file mode 100644 index 00000000000..7040a2c6a6a --- /dev/null +++ b/docs/en/samples/pre_post_processing/js/langchain/agent.js @@ -0,0 +1,109 @@ +import { ToolboxClient } from "@toolbox-sdk/core"; +import { ChatGoogleGenerativeAI } from "@langchain/google-genai"; +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 GOOGLE_API_KEY = process.env.GOOGLE_API_KEY || 'your-api-key'; // Replace it with your API key + +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: ${content}`; + if (typeof result === 'object' && result !== null) { + result.content = enrichedContent; + return result; + } + return enrichedContent; + } + return result; + } +}); + +const queries = [ + "Book hotel with id 3.", + "Update my hotel with id 3 with checkin date 2025-01-18 and checkout date 2025-02-10" +]; + +async function main() { + const client = new ToolboxClient("http://127.0.0.1:5000"); + const rawTools = await client.loadToolset("my-toolset"); + const tools = rawTools + .map(t => tool(t, { + name: t.getName(), + description: t.getDescription(), + schema: t.getParamSchema() + })); + + const model = new ChatGoogleGenerativeAI({ + model: "gemini-2.5-flash", + }); + + const agent = createAgent({ + model: model, + tools: tools, + systemPrompt: systemPrompt, + middleware: [businessRulesMiddleware, enrichmentMiddleware] + }); + + for (const query of queries) { + console.log(`\nUSER: '${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 }; diff --git a/docs/en/samples/pre_post_processing/js/langchain/package-lock.json 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