With a simple Python script querying MongoDB's Atlas Vector Search on the MFlix movie dataset, Langtrace captures the entire trace: the OpenAI embedding call, the MongoDB aggregation pipeline, top-k settings, cosine similarity scores, and matched documents — all visible in a single dashboard without any custom instrumentation code.