LICENSE
MANIFEST.in
README.md
pyproject.toml
docs/API_STABILITY.md
docs/COMPATIBILITY.md
docs/CONTEXT_SOUP_VS_CONTRACT_HANDOFFS.md
docs/MAI_STYLE_DOCTOR_BENCHMARK.md
docs/MEDIA_WORKFLOWS.md
docs/MIGRATION_0_9.md
docs/MIGRATION_1_0.md
docs/PROVIDERS.md
docs/PUBLIC_API.md
docs/RELEASE_PROCESS.md
docs/ROAD_TO_1_0.md
docs/SHOWCASE_GALLERY.md
docs/assets/coding-review-terminal.svg
docs/assets/handoffkit-hero.svg
docs/assets/handoffkit-report-gallery.svg
docs/assets/handoffkit-showcases.svg
docs/assets/handoffkit-state-flow.svg
docs/assets/handoffkit-trace-replay.svg
docs/integrations/LANGGRAPH.md
docs/integrations/OPENAI_AGENTS.md
docs/integrations/OPENCODE.md
docs/integrations/PYDANTIC_AI.md
docs/launch/CONTEXT_SOUP_LAUNCH_KIT.md
examples/async_demo.py
examples/coding_review.py
examples/coding_review_recipe.py
examples/coding_team.py
examples/context_handoff_demo.py
examples/contract_validation_demo.py
examples/doctor_benchmark.py
examples/doctor_orchestrator.py
examples/evaluation_demo.py
examples/extension_demo.py
examples/fake_provider_tool_call_demo.py
examples/freemodel_best_model_demo.py
examples/freemodel_coding_team.py
examples/freemodel_openai_compatible.py
examples/fusion_style_demo.py
examples/handoff_demo.py
examples/handoff_quality_demo.py
examples/langgraph_integration.py
examples/mai_clinical_ensemble_benchmark.py
examples/mai_clinical_mimo_benchmark.py
examples/mai_clinical_mimo_rescue.py
examples/mai_clinical_targeted_rescue.py
examples/mai_style_doctor_benchmark.py
examples/media_dubbing_demo.py
examples/medical_tools_demo.py
examples/memory_demo.py
examples/ollama_agent.py
examples/openai_agents_sdk_integration.py
examples/opencode_go_agent.py
examples/opencode_zen_agent.py
examples/project_context_demo.py
examples/provider_matrix_demo.py
examples/provider_tool_adapter_demo.py
examples/provider_tool_formats_demo.py
examples/pydantic_ai_integration.py
examples/real_task_calculator.py
examples/recipe_demo.py
examples/replay_demo.py
examples/repo_inspired_protocols.py
examples/research_workflow.py
examples/simple_agent.py
examples/structured_output_demo.py
examples/structured_recipe_demo.py
examples/support_escalation.py
examples/template_demo.py
examples/tool_agent.py
examples/tool_execution_demo.py
examples/tool_schema_demo.py
examples/trace_demo.py
handoffkit/__init__.py
handoffkit/agent.py
handoffkit/cli.py
handoffkit/context.py
handoffkit/contracts.py
handoffkit/errors.py
handoffkit/evaluation.py
handoffkit/extensions.py
handoffkit/handoff.py
handoffkit/memory.py
handoffkit/protocol.py
handoffkit/provider_adapters.py
handoffkit/py.typed
handoffkit/quality.py
handoffkit/replay.py
handoffkit/reports.py
handoffkit/runner.py
handoffkit/safety.py
handoffkit/schemas.py
handoffkit/structured.py
handoffkit/templates.py
handoffkit/tool.py
handoffkit/tool_execution.py
handoffkit/tool_factory.py
handoffkit/tracing.py
handoffkit/validation.py
handoffkit.egg-info/PKG-INFO
handoffkit.egg-info/SOURCES.txt
handoffkit.egg-info/dependency_links.txt
handoffkit.egg-info/entry_points.txt
handoffkit.egg-info/requires.txt
handoffkit.egg-info/top_level.txt
handoffkit/benchmarks/__init__.py
handoffkit/benchmarks/cases.py
handoffkit/benchmarks/doctor.py
handoffkit/benchmarks/doctor_cases_100.py
handoffkit/benchmarks/doctor_cases_30.py
handoffkit/benchmarks/doctor_cases_400.py
handoffkit/benchmarks/mai.py
handoffkit/protocols/__init__.py
handoffkit/protocols/compressed.py
handoffkit/protocols/hybrid_min.py
handoffkit/protocols/hybrid_state.py
handoffkit/protocols/natural.py
handoffkit/providers/__init__.py
handoffkit/providers/base.py
handoffkit/providers/echo_provider.py
handoffkit/providers/fallback.py
handoffkit/providers/native_openai.py
handoffkit/providers/ollama_provider.py
handoffkit/providers/openai_compatible.py
handoffkit/providers/openai_provider.py
handoffkit/providers/opencode_provider.py
handoffkit/providers/registry.py
handoffkit/recipes/__init__.py
handoffkit/recipes/builtins.py
handoffkit/recipes/fusion.py
handoffkit/recipes/media.py
handoffkit/recipes/showcases.py
handoffkit/tools/__init__.py
handoffkit/tools/filesystem.py
handoffkit/tools/medical.py
handoffkit/tools/shell.py
handoffkit/tools/text.py
reports/clinical_benchmark_400_summary.json
reports/clinical_benchmark_400_summary.md
reports/coding_review.json
reports/coding_review.md
reports/contract_validation_demo.json
reports/contract_validation_demo.md
reports/doctor_benchmark_30.json
reports/doctor_benchmark_30.md
reports/doctor_orchestrator.json
reports/doctor_orchestrator.md
reports/evaluation_demo.json
reports/evaluation_demo.md
reports/fusion_style_demo.json
reports/fusion_style_demo.md
reports/handoff_quality_demo.json
reports/handoff_quality_demo.md
reports/mai_style_doctor_benchmark_30.json
reports/mai_style_doctor_benchmark_30.md
reports/media_dubbing_demo.json
reports/media_dubbing_demo.md
reports/provider_matrix_demo.json
reports/provider_matrix_demo.md
reports/provider_tool_adapter_demo.json
reports/provider_tool_adapter_demo.md
reports/provider_tool_formats_demo.json
reports/provider_tool_formats_demo.md
reports/real_task_calculator.json
reports/real_task_calculator.md
reports/replay_demo.json
reports/replay_demo.md
reports/research_workflow.json
reports/research_workflow.md
reports/structured_output_demo.json
reports/structured_output_demo.md
reports/structured_recipe_demo.json
reports/structured_recipe_demo.md
reports/support_escalation.json
reports/support_escalation.md
reports/tool_execution_demo.json
reports/tool_execution_demo.md
reports/trace_demo.json
reports/trace_demo.md
scripts/audit_clinical_benchmark.py
scripts/build_doctor_cases_100.py
scripts/build_doctor_cases_400.py
scripts/rescore_clinical_report.py
tests/test_070_examples.py
tests/test_adoption_docs.py
tests/test_agent.py
tests/test_api_stability.py
tests/test_async_runtime.py
tests/test_cli.py
tests/test_cli_doctor.py
tests/test_clinical_benchmark_audit.py
tests/test_clinical_ensemble_benchmark.py
tests/test_clinical_targeted_rescue.py
tests/test_coding_team.py
tests/test_contract_validation.py
tests/test_cross_runtime_contracts.py
tests/test_docs_090.py
tests/test_doctor_benchmark.py
tests/test_evaluation.py
tests/test_fallback_provider.py
tests/test_fusion_style_demo.py
tests/test_handoff.py
tests/test_imports.py
tests/test_json_schemas.py
tests/test_mai_benchmark.py
tests/test_media.py
tests/test_medical_tools.py
tests/test_memory_context.py
tests/test_native_providers.py
tests/test_ollama_provider_mock.py
tests/test_openai_model_selection.py
tests/test_openai_provider_mock.py
tests/test_opencode_provider_mock.py
tests/test_protocols.py
tests/test_provider_adapters.py
tests/test_provider_matrix.py
tests/test_provider_registry.py
tests/test_public_api_compatibility.py
tests/test_quality.py
tests/test_real_task_demo.py
tests/test_recipes_extensions.py
tests/test_release_process_docs.py
tests/test_replay.py
tests/test_reports.py
tests/test_shell_safety.py
tests/test_showcases.py
tests/test_stable_metadata.py
tests/test_structured_outputs.py
tests/test_team.py
tests/test_templates.py
tests/test_tool.py
tests/test_tool_execution.py
tests/test_tool_factory.py
tests/test_tracing.py
tests/test_validation.py
tests/test_wheel_smoke.py