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1. toolkit-data-contracts toolkit-data-contracts Public

   Data contract management and drift detection for ML/LLM pipelines -- automatic schema inference, validation, and statistical profiling with CI/CD integration.

   Python 1

2. toolkit-cost-optimizer toolkit-cost-optimizer Public

   LLM inference cost and latency optimizer -- log analysis, SLO-based model recommendations, and routing policy simulation.

   Python 1

3. toolkit-eval-harness toolkit-eval-harness Public

   AI/ML evaluation harness -- versioned golden test suites, deterministic scoring, regression detection, and CI/CD-integrated reporting.

   Python 1

4. toolkit-ml-provenance toolkit-ml-provenance Public

   ML provenance and SBOM generator -- deterministic manifests with integrity verification and optional cryptographic signing for datasets, configs, code, and model weights.

   Python 1

5. toolkit-mmqa toolkit-mmqa Public

   Multimodal dataset QA -- directory scanning, file hashing, and exact duplicate detection for text, image, and audio datasets.

   Python 1

6. toolkit-policy-test-bench toolkit-policy-test-bench Public

   Red-team and compliance test harness for LLM outputs -- detects PII leakage, secret exposure, and policy violations with CI-friendly reporting.

   Python 1