LICENSE
MANIFEST.in
README.md
pyproject.toml
src/ms8/__init__.py
src/ms8/__main__.py
src/ms8/ask.py
src/ms8/cli.py
src/ms8/compression_governance.py
src/ms8/dashboard.py
src/ms8/demo.py
src/ms8/doctor.py
src/ms8/engine.py
src/ms8/lifecycle.py
src/ms8/onboarding.py
src/ms8/paths.py
src/ms8/record_policy.py
src/ms8/review_governance.py
src/ms8/runtime.py
src/ms8/service.py
src/ms8/shortcut.py
src/ms8/watch.py
src/ms8.egg-info/PKG-INFO
src/ms8.egg-info/SOURCES.txt
src/ms8.egg-info/dependency_links.txt
src/ms8.egg-info/entry_points.txt
src/ms8.egg-info/requires.txt
src/ms8.egg-info/top_level.txt
src/ms8/absorb/__init__.py
src/ms8/absorb/chunker.py
src/ms8/absorb/cli.py
src/ms8/absorb/fs_watcher.py
src/ms8/absorb/governance.py
src/ms8/absorb/health.py
src/ms8/absorb/incremental_processor.py
src/ms8/absorb/kg.py
src/ms8/absorb/ocr.py
src/ms8/absorb/parser.py
src/ms8/absorb/repository.py
src/ms8/absorb/reviewer.py
src/ms8/absorb/scope.py
src/ms8/absorb/search.py
src/ms8/absorb/spotlight_bootstrap.py
src/ms8/agent_native/__init__.py
src/ms8/agent_native/agent_cli.py
src/ms8/agent_native/onboarding.py
src/ms8/agent_native/permission.py
src/ms8/agent_native/report.py
src/ms8/agent_native/task_spec.py
src/ms8/agent_native/task_templates.py
src/ms8/app/__init__.py
src/ms8/app/config.py
src/ms8/app/main.py
src/ms8/app/classifier/__init__.py
src/ms8/app/classifier/context_builder.py
src/ms8/app/classifier/hybrid_classifier.py
src/ms8/app/classifier/llm_classifier.py
src/ms8/app/classifier/rule_classifier.py
src/ms8/app/classifier/threshold_manager.py
src/ms8/app/extractors/__init__.py
src/ms8/app/extractors/action_extractor.py
src/ms8/app/extractors/entity_extractor.py
src/ms8/app/extractors/technical_extractor.py
src/ms8/app/feedback/__init__.py
src/ms8/app/feedback/feedback_service.py
src/ms8/app/feedback/rule_optimizer.py
src/ms8/app/integrations/__init__.py
src/ms8/app/integrations/ollama_client.py
src/ms8/app/memory/__init__.py
src/ms8/app/memory/indexer.py
src/ms8/app/memory/models.py
src/ms8/app/memory/repository.py
src/ms8/app/memory/search.py
src/ms8/app/observability/__init__.py
src/ms8/app/observability/logger.py
src/ms8/app/observability/metrics.py
src/ms8/app/observability/trace.py
src/ms8/app/pipeline/__init__.py
src/ms8/app/pipeline/consistency.py
src/ms8/app/pipeline/decision.py
src/ms8/app/pipeline/dedupe.py
src/ms8/app/pipeline/memory_admission_engine.py
src/ms8/app/pipeline/memory_pipeline.py
src/ms8/app/pipeline/quality_gate.py
src/ms8/app/pipeline/risk_scoring.py
src/ms8/app/review/__init__.py
src/ms8/app/review/batch_review.py
src/ms8/app/review/review_service.py
src/ms8/app/rules/__init__.py
src/ms8/app/rules/base.py
src/ms8/app/rules/block_rules.py
src/ms8/app/rules/category_rules.py
src/ms8/app/rules/conflict_rules.py
src/ms8/app/rules/dedupe_rules.py
src/ms8/app/rules/extraction_rules.py
src/ms8/app/rules/preprocess_rules.py
src/ms8/app/rules/privacy_rules.py
src/ms8/app/rules/registry.py
src/ms8/app/rules/tag_rules.py
src/ms8/app/schemas/__init__.py
src/ms8/app/schemas/feedback_schema.py
src/ms8/app/schemas/pipeline_schema.py
src/ms8/app/schemas/review_schema.py
src/ms8/connect/AGENTS.md
src/ms8/connect/CONNECT_GUIDE.md
src/ms8/connect/__init__.py
src/ms8/connect/adapter_registry/__init__.py
src/ms8/connect/adapter_registry/registry.py
src/ms8/connect/adapter_registry/scan_tools.py
src/ms8/connect/integration_hooks/service_models.py
src/ms8/connect/local_llm_adapter/__init__.py
src/ms8/connect/local_llm_adapter/adapter_llm.py
src/ms8/connect/mcp_server/__init__.py
src/ms8/connect/mcp_server/mcp_server.py
src/ms8/connect/mcp_server/memory_service_interface.py
src/ms8/connect/mcp_server/stdio_server.py
src/ms8/connect/profiles/README.md
src/ms8/connect/scripts/__init__.py
src/ms8/connect/scripts/apply_client_configs.py
src/ms8/connect/scripts/bootstrap.py
src/ms8/connect/scripts/client_config.py
src/ms8/connect/scripts/common.py
src/ms8/connect/scripts/connect.py
src/ms8/connect/scripts/generate_client_configs.py
src/ms8/connect/scripts/install_env.py
src/ms8/connect/scripts/rollback_client_configs.py
src/ms8/connect/scripts/scan_register.py
src/ms8/connect/scripts/smoke_test.py
src/ms8/connect/scripts/status.py
src/ms8/connect/scripts/verify_client_configs.py
src/ms8/engine_core/__init__.py
src/ms8/engine_core/admission_compat.py
src/ms8/engine_core/agent_skills_standard.py
src/ms8/engine_core/auto_memory.py
src/ms8/engine_core/built_in_skills.py
src/ms8/engine_core/config.py
src/ms8/engine_core/context_material.py
src/ms8/engine_core/context_understanding.py
src/ms8/engine_core/core.py
src/ms8/engine_core/enhanced_self_improvement.py
src/ms8/engine_core/enhanced_subagents.py
src/ms8/engine_core/expression_preference_profile.py
src/ms8/engine_core/file_store.py
src/ms8/engine_core/file_write_guard.py
src/ms8/engine_core/git_utils.py
src/ms8/engine_core/governance.py
src/ms8/engine_core/knowledge_arbitration.py
src/ms8/engine_core/knowledge_feedback.py
src/ms8/engine_core/knowledge_graph.py
src/ms8/engine_core/knowledge_rules.py
src/ms8/engine_core/learning.py
src/ms8/engine_core/license.py
src/ms8/engine_core/local_llm.py
src/ms8/engine_core/maintenance_manager.py
src/ms8/engine_core/maintenance_policy.py
src/ms8/engine_core/memory_blocks.py
src/ms8/engine_core/memory_section_parser.py
src/ms8/engine_core/meta_cognition.py
src/ms8/engine_core/metrics_contract.py
src/ms8/engine_core/monitoring.py
src/ms8/engine_core/pattern_recognition.py
src/ms8/engine_core/policy_engine_iface.py
src/ms8/engine_core/policy_engine_loader.py
src/ms8/engine_core/policy_engine_open.py
src/ms8/engine_core/priority_engine.py
src/ms8/engine_core/record_gateway.py
src/ms8/engine_core/response_mode_router.py
src/ms8/engine_core/response_mode_types.py
src/ms8/engine_core/self_improvement.py
src/ms8/engine_core/semantic_search.py
src/ms8/engine_core/skill_github_discovery.py
src/ms8/engine_core/skill_marketplace.py
src/ms8/engine_core/skill_search_index.py
src/ms8/engine_core/skills.py
src/ms8/engine_core/sqlite_store.py
src/ms8/engine_core/sticky_prompt_templates.py
src/ms8/engine_core/subagents.py
src/ms8/engine_core/synthetic_memory.py
src/ms8/engine_core/threshold_cli.py
src/ms8/engine_core/utils.py
src/ms8/engine_core/whoosh_search.py
src/ms8/engine_core/working_memory.py
src/ms8/engine_core/maintenance/__init__.py
src/ms8/engine_core/maintenance/self_check/__init__.py
src/ms8/engine_core/maintenance/self_check/check_runner.py
src/ms8/engine_core/maintenance/self_check/check_specs.py
src/ms8/engine_core/maintenance/self_check/reporter.py
src/ms8/engine_core/maintenance/self_repair/__init__.py
src/ms8/engine_core/maintenance/self_repair/repair_audit.py
src/ms8/engine_core/maintenance/self_repair/repair_cli.py
src/ms8/engine_core/maintenance/self_repair/repair_orchestrator.py
src/ms8/engine_core/maintenance/self_repair/repair_policies.py
src/ms8/engine_core/maintenance/self_repair/repair_runner.py
src/ms8/engine_core/maintenance/self_repair/repair_schema.py
src/ms8/engine_core/maintenance/self_repair/repair_validator.py
src/ms8/engine_core/security/__init__.py
src/ms8/engine_core/security/cli.py
src/ms8/engine_core/security/crypto_manager.py
src/ms8/engine_core/security/file_crypto.py
src/ms8/engine_core/security/key_manager.py
src/ms8/engine_core/security/recovery.py
src/ms8/engine_core/security/security_schema.py
src/ms8/engine_core/security/encryption/__init__.py
src/ms8/engine_core/security/encryption/cli.py
src/ms8/engine_core/security/encryption/crypto_manager.py
src/ms8/engine_core/security/encryption/file_crypto.py
src/ms8/engine_core/security/encryption/key_manager.py
src/ms8/engine_core/security/encryption/recovery.py
src/ms8/engine_core/security/encryption/security_schema.py
src/ms8/engine_core/security/shadow/__init__.py
src/ms8/engine_core/security/shadow/shadow_audit.py
src/ms8/engine_core/security/shadow/shadow_capacity_guard.py
src/ms8/engine_core/security/shadow/shadow_checkpoint_guard.py
src/ms8/engine_core/security/shadow/shadow_cli.py
src/ms8/engine_core/security/shadow/shadow_control_gate.py
src/ms8/engine_core/security/shadow/shadow_fs_guard.py
src/ms8/engine_core/security/shadow/shadow_guard.py
src/ms8/engine_core/security/shadow/shadow_ledger.py
src/ms8/engine_core/security/shadow/shadow_locking.py
src/ms8/engine_core/security/shadow/shadow_manifest_guard.py
src/ms8/engine_core/security/shadow/shadow_permissions.py
src/ms8/engine_core/security/shadow/shadow_platform_log.py
src/ms8/engine_core/security/shadow/shadow_quarantine.py
src/ms8/engine_core/security/shadow/shadow_recovery.py
src/ms8/engine_core/security/shadow/shadow_recovery_guard.py
src/ms8/engine_core/security/shadow/shadow_schema.py
src/ms8/engine_core/security/shadow/shadow_seal.py
src/ms8/engine_core/security/shadow/shadow_tokens.py
tests/test_absorb_parser_chunker_cli.py
tests/test_absorb_repository_and_ingest.py
tests/test_absorb_scope.py
tests/test_admission_compat_and_record_gateway.py
tests/test_agent_native_bug_report.py
tests/test_agent_native_cli_branches_more.py
tests/test_agent_native_init.py
tests/test_agent_native_migrate_policy.py
tests/test_agent_native_onboarding_edges.py
tests/test_agent_native_run.py
tests/test_agent_native_small_model_sim.py
tests/test_agent_native_tasks.py
tests/test_agent_native_verify.py
tests/test_agent_native_verify_tasks_more.py
tests/test_agent_skills_standard_module.py
tests/test_app_classifier_flows.py
tests/test_app_memory_models_search.py
tests/test_app_memory_repository.py
tests/test_app_pipeline_e2e.py
tests/test_app_rules_and_admission.py
tests/test_baseline_request_governance.py
tests/test_built_in_skills_module.py
tests/test_check_governance_gate_policy_attack.py
tests/test_cli.py
tests/test_cli_connect_branches_more.py
tests/test_cli_lifecycle_exit_codes.py
tests/test_cli_ops_branches_more.py
tests/test_cli_ops_dispatch_matrix_more.py
tests/test_cli_top_dispatch_matrix_more.py
tests/test_compression_governance.py
tests/test_connect_bootstrap_helpers.py
tests/test_connect_client_config_more.py
tests/test_connect_common_and_registry.py
tests/test_connect_contracts.py
tests/test_connect_module_and_mcp_server_helpers.py
tests/test_connect_scan_status_verify.py
tests/test_connect_scripts_more.py
tests/test_connect_stdio_server.py
tests/test_context_and_pattern_understanding.py
tests/test_context_material.py
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tests/test_core_graph_and_maintenance_more.py
tests/test_core_graph_skill_wrappers_more3.py
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tests/test_core_helper_branches.py
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tests/test_core_learning_synthetic_review_wrappers_more.py
tests/test_core_maintenance_selfrepair_more.py
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tests/test_core_response_context_more.py
tests/test_core_security_shadow_wrappers_more.py
tests/test_core_shadow_and_threshold_wrappers_more.py
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tests/test_core_threshold_and_synthetic_branches_more.py
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tests/test_core_wrapper_surface_more.py
tests/test_core_wrappers_additional.py
tests/test_dashboard_watch_service.py
tests/test_doctor_agent_native_status.py
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tests/test_doctor_memory_quality_fallback_more.py
tests/test_doctor_ops_wrappers_more.py
tests/test_doctor_runtime_flow.py
tests/test_doctor_runtime_more.py
tests/test_doctor_selfcheck_compat.py
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tests/test_engine_fallback_paths.py
tests/test_engine_governance_module.py
tests/test_engine_more_paths2.py
tests/test_engine_retrieval_gateway.py
tests/test_enhanced_self_improvement_module.py
tests/test_enhanced_subagents_module.py
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tests/test_exception_policy_guard.py
tests/test_expression_mode_router.py
tests/test_feedback_review_indexer.py
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tests/test_governance_backfill.py
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tests/test_knowledge_graph_basic.py
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tests/test_knowledge_graph_maintenance_more.py
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tests/test_labs_gate_cli.py
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tests/test_local_llm_module.py
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tests/test_memory_service_interface_edges.py
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tests/test_monitoring_alerts_and_stats.py
tests/test_monitoring_helpers_more.py
tests/test_monitoring_slo_sampling.py
tests/test_multi_llm_fallback.py
tests/test_ollama_client_and_app_main.py
tests/test_onboarding_and_shortcut_runtime.py
tests/test_paths_and_release_isolation.py
tests/test_paths_more.py
tests/test_policy_engine_attack_samples.py
tests/test_policy_engine_closed_adversarial.py
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tests/test_policy_engine_loader.py
tests/test_policy_engine_phase2_hooks.py
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tests/test_policy_filter.py
tests/test_policy_license_phase0.py
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tests/test_runtime_llm_and_risk_more.py
tests/test_runtime_more_paths.py
tests/test_runtime_policy_attack_report.py
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tests/test_self_check_specs_remaining_ids_more.py
tests/test_self_check_specs_repair_effectiveness_more.py
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tests/test_semantic_search_module.py
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tests/test_shadow_guard_recovery_more.py
tests/test_shadow_guard_smoke_more.py
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tests/test_shadow_ledger_more.py
tests/test_shadow_locking_more.py
tests/test_shadow_manifest_guard_more.py
tests/test_shadow_policy_engine_hook.py
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tests/test_skill_marketplace_module.py
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tests/test_subagents_module.py
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tests/test_working_memory_manager_more.py
tests/test_write_idempotency.py