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AI SDK LangChain Provider for Server-Side JavaScript","maintainers":[{"name":"launchdarkly","email":"sdk-sa+npm@launchdarkly.com"}],"readme":"# LaunchDarkly AI SDK LangChain Provider for Server-Side JavaScript\n\n[![NPM][server-ai-langchain-npm-badge]][server-ai-langchain-npm-link]\n[![Actions Status][server-ai-langchain-ci-badge]][server-ai-langchain-ci]\n[![Documentation][server-ai-langchain-ghp-badge]][server-ai-langchain-ghp-link]\n[![NPM][server-ai-langchain-dm-badge]][server-ai-langchain-npm-link]\n[![NPM][server-ai-langchain-dt-badge]][server-ai-langchain-npm-link]\n\n> [!CAUTION]\n> This SDK is in pre-release and not subject to backwards compatibility\n> guarantees. The API may change based on feedback.\n>\n> Pin to a specific minor version and review the [changelog](CHANGELOG.md) before upgrading.\n\n## LaunchDarkly overview\n\n[LaunchDarkly](https://www.launchdarkly.com) is a feature management platform that serves over 100 billion feature flags daily to help teams build better software, faster. [Get started](https://docs.launchdarkly.com/home/getting-started) using LaunchDarkly today!\n\n[![Twitter Follow](https://img.shields.io/twitter/follow/launchdarkly.svg?style=social&label=Follow&maxAge=2592000)](https://twitter.com/intent/follow?screen_name=launchdarkly)\n\n## Quick Setup\n\nThis package provides LangChain integration for the LaunchDarkly AI SDK. The simplest way to use it is with the LaunchDarkly AI SDK's `createModel` method:\n\n1. Install the required packages:\n\n```shell\nnpm install @launchdarkly/server-sdk-ai @launchdarkly/server-sdk-ai-langchain --save\n# or\nyarn add @launchdarkly/server-sdk-ai @launchdarkly/server-sdk-ai-langchain\n```\n\n2. Create a managed model and run it:\n\n```typescript\nimport { init } from '@launchdarkly/node-server-sdk';\nimport { initAi } from '@launchdarkly/server-sdk-ai';\n\n// Initialize LaunchDarkly client\nconst ldClient = init(sdkKey);\nconst aiClient = initAi(ldClient);\n\n// Create a managed model\nconst defaultConfig = {\n  enabled: true,\n  model: { name: 'gpt-4' },\n  provider: { name: 'openai' },\n};\nconst model = await aiClient.createModel('my-chat-config', context, defaultConfig);\n\nif (model) {\n  const result = await model.run('What is the capital of France?');\n  console.log(result.content);\n}\n```\n\nFor more information about using the LaunchDarkly AI SDK, see the [LaunchDarkly AI SDK documentation](https://github.com/launchdarkly/js-core/tree/main/packages/sdk/server-ai/README.md).\n\n## Langchain Provider Installation\n\n> **Important**: You will need to install additional provider packages for the specific AI models you want to use. LangChain requires separate packages for each provider.\n\nWhen creating a new LangChain model, LaunchDarkly uses an AI Config and the `initChatModel` provided by LangChain to create a model instance. You should install all LangChain providers for each provider you plan to use in your AI Config to ensure they can be properly instantiated.\n\n### Installing a LangChain Provider\n\nTo use specific AI models, install the corresponding provider package:\n\n```shell\n# For OpenAI models\nnpm install @langchain/openai --save\n# or\nyarn add @langchain/openai\n```\n\nFor a complete list of available providers and installation instructions, see the [LangChain JavaScript Integrations documentation](https://js.langchain.com/docs/integrations/chat/).\n\n## Advanced Usage\n\nFor more control, you can use the LangChain provider package directly with LaunchDarkly configurations:\n\n```typescript\nimport { LangChainProvider } from '@launchdarkly/server-sdk-ai-langchain';\nimport { HumanMessage } from '@langchain/core/messages';\n\n// Create a LangChain model from LaunchDarkly configuration\nconst llm = await LangChainProvider.createLangChainModel(aiConfig);\n\n// Convert LaunchDarkly messages to LangChain format and add user message\nconst configMessages = aiConfig.messages || [];\nconst userMessage = new HumanMessage('What is the capital of France?');\nconst allMessages = [...LangChainProvider.convertMessagesToLangChain(configMessages), userMessage];\n\n// Track the model call with LaunchDarkly tracking\nconst tracker = aiConfig.createTracker();\nconst response = await tracker.trackMetricsOf(LangChainProvider.getAIMetricsFromResponse, () =>\n  llm.invoke(allMessages),\n);\n\nconsole.log('AI Response:', response.content);\n```\n\n## Observability\n\nThis provider automatically instruments LangChain calls for [OpenTelemetry](https://opentelemetry.io/) tracing when the optional `@traceloop/instrumentation-langchain` package is installed. No additional configuration is required — instrumentation is applied the first time the provider is used.\n\nTo enable automatic tracing, install the instrumentation package:\n\n```shell\nnpm install @traceloop/instrumentation-langchain @opentelemetry/api --save\n```\n\nWhen these packages are available, the provider patches the LangChain ESM modules so that model invocations produce OpenTelemetry spans. These spans are emitted through whatever `TracerProvider` is active in your application (for example, one configured by `@launchdarkly/observability-node` or any other OpenTelemetry setup).\n\nIf the instrumentation packages are not installed, the provider operates normally without tracing.\n\n## Contributing\n\nWe encourage pull requests and other contributions from the community. Check out our [contributing guidelines](CONTRIBUTING.md) for instructions on how to contribute to this SDK.\n\n## About LaunchDarkly\n\n- LaunchDarkly is a continuous delivery platform that provides feature flags as a service and allows developers to iterate quickly and safely. We allow you to easily flag your features and manage them from the LaunchDarkly dashboard. With LaunchDarkly, you can:\n  - Roll out a new feature to a subset of your users (like a group of users who opt-in to a beta tester group), gathering feedback and bug reports from real-world use cases.\n  - Gradually roll out a feature to an increasing percentage of users, and track the effect that the feature has on key metrics (for instance, how likely is a user to complete a purchase if they have feature A versus feature B?).\n  - Turn off a feature that you realize is causing performance problems in production, without needing to re-deploy, or even restart the application with a changed configuration file.\n  - Grant access to certain features based on user attributes, like payment plan (eg: users on the 'gold' plan get access to more features than users in the 'silver' plan).\n  - Disable parts of your application to facilitate maintenance, without taking everything offline.\n- LaunchDarkly provides feature flag SDKs for a wide variety of languages and technologies. Check out [our documentation](https://docs.launchdarkly.com/sdk) for a complete list.\n- Explore LaunchDarkly\n  - [launchdarkly.com](https://www.launchdarkly.com/ 'LaunchDarkly Main Website') for more information\n  - [docs.launchdarkly.com](https://docs.launchdarkly.com/ 'LaunchDarkly Documentation') for our documentation and SDK reference guides\n  - [apidocs.launchdarkly.com](https://apidocs.launchdarkly.com/ 'LaunchDarkly API Documentation') for our API documentation\n  - [blog.launchdarkly.com](https://blog.launchdarkly.com/ 'LaunchDarkly Blog Documentation') for the latest product updates\n\n[server-ai-langchain-ci-badge]: https://github.com/launchdarkly/js-core/actions/workflows/server-ai-langchain.yml/badge.svg\n[server-ai-langchain-ci]: https://github.com/launchdarkly/js-core/actions/workflows/server-ai-langchain.yml\n[server-ai-langchain-npm-badge]: https://img.shields.io/npm/v/@launchdarkly/server-sdk-ai-langchain.svg?style=flat-square\n[server-ai-langchain-npm-link]: https://www.npmjs.com/package/@launchdarkly/server-sdk-ai-langchain\n[server-ai-langchain-ghp-badge]: https://img.shields.io/static/v1?label=GitHub+Pages&message=API+reference&color=00add8\n[server-ai-langchain-ghp-link]: https://launchdarkly.github.io/js-core/packages/ai-providers/server-ai-langchain/docs/\n[server-ai-langchain-dm-badge]: https://img.shields.io/npm/dm/@launchdarkly/server-sdk-ai-langchain.svg?style=flat-square\n[server-ai-langchain-dt-badge]: https://img.shields.io/npm/dt/@launchdarkly/server-sdk-ai-langchain.svg?style=flat-square\n","readmeFilename":"README.md"}