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@@ -196,6 +196,7 @@ An awesome & curated list of the best LLMOps tools for developers.
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|[Fiddler AI](https://github.com/fiddler-labs/fiddler-auditor)| Evaluate, monitor, analyze, and improve machine learning and generative models from pre-production to production. Ship more ML and LLMs into production, and monitor ML and LLM metrics like hallucination, PII, and toxicity. ||
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| [Giskard](https://github.com/Giskard-AI/giskard) | Testing framework dedicated to ML models, from tabular to LLMs. Detect risks of biases, performance issues and errors in 4 lines of code. | 
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|[QWED](https://github.com/QWED-AI/qwed-verification)| Deterministic verification protocol for LLM outputs using 8 formal verification engines (SymPy, Z3, AST, SQLGlot). Prevents hallucinations through mathematical proofs rather than statistical methods. ||
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|[Determs](https://github.com/determs-com/determs)| Open standard (Verifiable Decision Record spec, CC-BY-4.0) and reference implementation for verifiable AI decision audit records. Wraps Anthropic/OpenAI clients (Python SDK) to capture each LLM call as a structured record with RFC 8785 canonical SHA-256 digests and optional public anchor (OpenTimestamps → public blockchain). Rust CLI for verify/replay. Evidence packs for EU AI Act Art. 12/19 compliance. ||
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|[Great Expectations](https://github.com/great-expectations/great_expectations)| Always know what to expect from your data. ||
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|[Helicone](https://github.com/Helicone/helicone)| Open source LLM observability platform. One line of code to monitor, evaluate, and experiment with features like prompt management, agent tracing, and evaluations. ||
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| [Traceloop OpenLLMetry](https://github.com/traceloop/openllmetry) | OpenTelemetry-based observability and monitoring for LLM and agents workflows. | 
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