Ragas
5 pieces on Ragas, including 5 step-by-step guides.
Guides
Run Ragas Agent Evals for a Math-Solving Agent
Scaffold Ragas's agent_evals project, run its numeric correctness metric against a math-solving agent, and debug pass/fail reasons.
Evaluate a Qdrant RAG Pipeline with Ragas and OpenRouter
Build a per-question RAG evaluation loop with Qdrant, FastEmbed, OpenRouter, and Ragas to separate retrieval failures from generation failures.
Generate Synthetic RAG Test Sets With Ragas
Build, save and reuse a Ragas knowledge graph to generate single-hop and multi-hop evaluation queries from Markdown documents.
Evaluate Multi-Turn Conversations with Ragas AspectCritic
Use Ragas AspectCritic to score multi-turn chatbot conversations on task completion, regulatory compliance, and brand voice with binary LLM judgements.
Local RAG Tutorial: LangChain, Ollama & ChromaDB with Ragas
Build a fully local, private RAG system using Ollama, ChromaDB, and LangChain. Includes a Python Streamlit app, a Node.js variant, and automated evaluation with Ragas.