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Contributing

Thanks for helping improve the project.

Good First Issues

  • Add more FastAPI and Flask examples for streaming, document review, and tool-gated agents
  • Improve StreamingOutputFirewall regression coverage with partial-token leak cases
  • Expand plugin examples for output scanning, retrieval sanitization, and telemetry enrichment
  • Add more multilingual red-team prompts and mutation fixtures to strengthen corpus hardening
  • Tighten docs around generate_coverage_report() and how to regenerate the checked-in OWASP badge
  • Improve lightweight runtime examples and document the tradeoffs versus the full Python runtime

Development

python -m unittest discover -s tests

Guidelines

  • Keep patches focused
  • Add tests for behavior changes
  • Prefer understandable rules over complex heuristics
  • Document any security tradeoffs clearly