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RAG Pipeline Stress Tester: Battle-Test Your RAG System Before It Reaches Production

DEV Community·Nilofer 🚀·6 months ago
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Most RAG systems get tested with a handful of happy-path questions. Someone asks "what is machine learning?", gets a reasonable answer, and calls it done. Then it goes to production and users find the edge cases, hallucinations on out-of-scope questions, failed refusals on adversarial prompts, latency that collapses under real concurrent load.

RAG Pipeline Stress Tester is a battle-testing toolkit that finds these issues before deployment.

What It Does

Takes any HTTP RAG endpoint and hammers it with 7 categories of adversarial queries under configurable concurrent load.

Tracks relevance, hallucination, refusal quality, and latency for every query sent.

Scores everything into a composite health score from 0 to 100.

Breaks results down by query category so you know exactly which failure modes are causing issues.

Measures p50, p95, and p99 latency under realistic concurrent load, not just single-request response times.

Produces an HTML report with interactive charts and a JSON report for CI/CD…

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