kairix/agents/mcp/readiness.py
kairix/agents/research/protocols.py
kairix/core/embed/recall_check.py
kairix/core/protocols.py
kairix/core/search/backends.py
kairix/core/search/budget.py
kairix/knowledge/contradict/protocols.py
kairix/knowledge/entities/protocols.py
kairix/quality/benchmark/runner.py
