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  1. knowlyr-agent knowlyr-agent Public

    Gymnasium-style RL framework for LLM agent training — MDP environments, three-layer process reward & SFT/DPO/GRPO policy optimization. CLI + MCP ready.

    Python 3

  2. ai-dataset-radar ai-dataset-radar Public

    Multi-source async competitive intelligence engine for AI training data ecosystems with watermark-driven incremental scanning & anomaly detection. CLI + MCP ready.

    Python 2 1

  3. data-check data-check Public

    Composable rule engine for LLM data quality validation with IQR/Z-score anomaly detection & auto-fix pipeline. CLI + MCP ready.

    Python

  4. data-recipe data-recipe Public

    Automated dataset reverse engineering framework — 6-stage analysis pipeline, LLM-enhanced cost modeling & 23+ production documents. CLI + MCP ready.

    Python

  5. model-audit model-audit Public

    LLM distillation detection & model fingerprinting via statistical forensics — behavioral probing, stylistic signatures & representation similarity. CLI + MCP ready.

    Python

  6. knowlyr-crew knowlyr-crew Public

    Adversarial multi-agent deliberation engine with declarative employee specs, persistent memory evolution & MCP-native integration. CLI + MCP ready.

    Python 2