Awesome AI AgentsWorkflow Automation Assistants

lmnr-ai/lmnr

⭐ 3251 TypeScript repository created 2024-08-29

Laminar is an open-source, all-in-one platform designed to facilitate the engineering and monitoring of AI products. It provides a comprehensive data flywheel for AI applications, enabling developers to trace, evaluate, and manage datasets and labels efficiently. The platform is built to support scalability and performance, leveraging modern technologies such as Rust for backend development, gRPC for low-overhead trace transmission, RabbitMQ for message queuing, Postgres for data storage, and Clickhouse for analytics. Laminar integrates automatic tracing capabilities based on OpenTelemetry, supporting popular AI frameworks and SDKs like LangChain, OpenAI, and Anthropic with minimal code changes. It captures detailed telemetry data including input/output, latency, cost, and token counts, and supports function and image tracing through decorators and wrappers. The platform also offers parallel evaluation execution via a simple SDK and allows exporting production trace data into datasets for further analysis and evaluation. Laminar provides dashboards for visualizing statistics, traces, evaluations, and labels, enhancing observability and management of AI workflows. It supports both self-hosting with Docker Compose and a managed platform option for ease of deployment. Additionally, Laminar includes a state-of-the-art open-source browser agent called Index, capable of autonomously performing complex web tasks, which can be used as a package or accessed via cloud API. Client libraries are available for TypeScript and Python, enabling easy integration and instrumentation of AI applications. The platform is part of Y Combinator's Summer 2024 batch, highlighting its innovative approach to AI product engineering. Overall, Laminar aims to streamline the development, monitoring, and evaluation of AI systems by providing a robust, scalable, and user-friendly open-source solution.

https://github.com/lmnr-ai/lmnr

agentsaiai-observabilityai-platformaiopsanalyticsanthropicbrowser-agentclickhousedashboardsdatasetsdeveloper-toolsdockerevalsevaluationgrpcindexlabelslangchainllm-evaluationllm-observabilityllm-workflowllmopsmanaged-platformmonitoringobservabilityopen-sourceopenaiopentelemetrypipeline-builderpostgrespythonrabbitmqragrustrust-langsdkself-hostedself-hostingtracingtypescripty-combinator

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