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7 changes: 5 additions & 2 deletions README.md
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# Fair Code - Algorithmic Bias Detection & Mitigation

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│ ├── metrics.py # 6 fairness metrics + accuracy/AUC/F1
│ ├── benchmark.py # orchestrator - manifests → strategies → metrics → tables
│ ├── figures.py # renders results_fairness.csv → figures/*.png (300 dpi)
│ └── cli.py # `faircode profile` / `compare` / `benchmark` entry point
│ ├── cli.py # `faircode profile` / `compare` / `benchmark` entry point
| ├── _explainers/ # generated mirror of explainers/*.md
| ├── _results_frozen/ # generated mirror of paper/results-frozen/*.csv
| └── mcp_server.py # 6 MCP tools exposing Fair-Code engine over MCP
├── tests/
│ ├── fixtures/ # sample datasets for loader/edge-case tests
│ ├── test_benchmark.py # end-to-end benchmark harness tests
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