ECHOscore is an LLM evaluation system compatible with OpenAI eval.py, DeepEval, metrics.yaml and ChatCompletion workflows. It provides lightweight rubric scoring, model alignment audits, and automated CSV-based feedback for QA teams. Keywords: LangSmith alternative, LLM evaluation tool, prompt scoring automation, DeepEval comparison, output assessment framework.