{"repo":"Nerif-AI/Nerif","free":true,"listed":false,"github":"https://github.com/Nerif-AI/Nerif","clone":"git clone https://github.com/Nerif-AI/Nerif.git","description":"LLM-powered Python","language":"Python","stars":16,"topics":["ai","large-language-model","llm","multiagent","openai","python","vision-language-model","workflow"],"license":"GPL-3.0","category":"ai-agents","readme_excerpt":"Nerif Program with both Python and Natural Language . LLMs can be tricky to work with. They sometimes give overly formal responses or get confused when they're unsure, making them challenging to use in real applications. That's why we built Nerif - a simple tool that connects LLMs with Python code. We want to make it better than existing tools like Langchain and Dify. Nerif helps you: - Control exactly how LLMs work in your code - Convert LLM responses into usable data formats - Track performance with metrics like cost and success rate - Build multi-agent workflows with observable execution traces Our goal is to make LLMs easier to use for developers, turning complex AI capabilities into practical programming tools. How to install Pre-requisite - Python = 3.10 - Environment variable OPENAI API KEY or other LLM API keys, for more details, see here - Set default model and embedding model with NERIF DEFAULT LLM MODEL and NERIF DEFAULT EMBEDDING MODEL , for more details, see here Example: Install Optional feature groups: For local development setup, see docs/setup guide.md . QuickStart Changelog v1.4.0 - Opt-in nerif.observability package for workflow tracing, trace storage, recording, budget controls, dashboards, exports, and reports - Agent and orchestrator tracing integration for multi-agent workflows - Callback coverage for LLM, tool, fallback, retry, and memory events - Public observability exports and optional viz / otel extras v1.3.0 - Async agent: NerifAgent.arun() with c","default_branch":null,"files":null,"tree":[],"storefront":"/r/Nerif-AI","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Nerif-AI/Nerif/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."}