{"repo":"agntcy/observe","free":true,"listed":false,"github":"https://github.com/agntcy/observe","clone":"git clone https://github.com/agntcy/observe.git","description":"Multi-Agentic System Observability SDK","language":"Python","stars":57,"topics":["insights","multi-agent-systems","observability"],"license":"Apache-2.0","category":"analytics","readme_excerpt":"Observe-SDK IOA observability SDK for your multi-agentic application. Table of Contents - Installation - Schema - Dev - Testing - Getting Started - Contributing Installation To install the package via PyPI, simply run: Alternatively, to download the SDK from git, you could also use the following command. Ensure you have uv installed in your environment. Quick Start After installation, import and initialize the SDK: Note: The package name for installation is ioa observe sdk , but imports use ioa observe (underscore, not hyphen). For comprehensive integration examples with LangGraph, LlamaIndex, and other frameworks, see the Getting Started Guide. Schema The AGNTCY observability schema is an extension of the OTel LLM Semantic Conventions for Generative AI systems. This schema is designed to provide comprehensive observability for Multi-Agent Systems (MAS). Link: AGNTCY Observability Schema An option is made available for transforming spans attributes exported by using options via env variables (SPAN TRANSFORMER RULES ENABLED, SPAN TRANSFORMER RULES FILE). Please read transform. Dev Any Opentelemetry compatible backend can be used, but for this guide, we will use ClickhouseDB as the backend database. Opentelemetry collector The OpenTelemetry Collector offers a vendor-agnostic implementation of how to receive, process and export telemetry data. It removes the need to run, operate, and maintain multiple agents/collectors. Clickhouse DB ClickhouseDB is used as a backend database to","default_branch":null,"files":null,"tree":[],"storefront":"/r/agntcy","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/agntcy/observe/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}