0

/ 100

GradeB

Solid foundation. Invest in docs and CI to grow from here.

Trinity AGI OS -- Autonomous self-evolving AI operating system. Ouroboros + Venom proactive self-development engine, 19 sensors, 11-phase governance pipeline, Trinity consciousness, VLA vision pipeline, voice biometric auth. The organism develops itself.

Documentation

58

License6pt0

No license detected.

Add a LICENSE file. Without one, nobody can legally use, copy, or contribute to your code.

Contributing guide5pt25

Contributing guidance is in the README, not a dedicated CONTRIBUTING.md (−20 pts).

Moving it to a CONTRIBUTING.md makes it easier to find and keeps the README focused. A dedicated file earns +47 pts base.

README12pt70

README is present.

Install and run instructions9pt100

README documents how to install the project.

Engineering

93

Tests18pt80

Test files detected (.github/workflows/scripts/biometric_voice_e2e_test.py).

CI/CD14pt100

CI is configured (.github/workflows/ci-cd-pipeline.yml).

Linting and formatting5pt100

Linter or formatter configured (.editorconfig).

Reproducibility6pt100

Lockfile present (requirements.txt). Installs are reproducible.

Issue and PR templates6pt100

Issue or PR templates present.

Project health

86

Dependency manifest6pt55

Dependency manifest found (pyproject.toml).

Repository metadata5pt100

Repository has a description.

Activity5pt100

Actively maintained (pushed within the last month).

Housekeeping3pt100

.gitignore present.

Repository health signals

Activity, community, and responsiveness at scan time

Activity

  • -
    Commits (30d / 90d)
  • 4
    Forks
  • 0
    Releases

Community

  • -
    Community health
  • -
    authors own >50% of commits
  • 18
    Watchers

Responsiveness

  • 203d 17h
    Median issue response
  • 5h
    Median PR merge time
  • 28
    Open issues
Repository files489 root entries
  • _ghost_quarantine
  • .claude
  • .cursor
  • .github
    Good: Test files detected (.github/workflows/scripts/biometric_voice_e2e_test.py).
    Good: CI is configured (.github/workflows/ci-cd-pipeline.yml).
    Good: Dependabot covers 5 ecosystems (pip, npm, github-actions, docker, terraform). Dependencies stay current.
    Good: Issue or PR templates present.
  • .jarvis
  • .jarvis_cache
  • .livefire
  • .ouroboros
  • .superpowers
  • archive
  • backend
    Good: Environment pinned via backend/cloud_services/Dockerfile.
    Good: Security policy present.
  • benchmarks
  • bin
  • brainstem
  • config
  • data
  • deploy
  • diagnostics
  • diagrams
  • docker
  • docs
  • drafts
  • examples
  • extensions
  • frontend
  • jarvis
  • JARVIS-Apple
  • jarvis-cloud
  • landing-page
  • logs
  • memory
  • notebooks
  • observability
  • postman
  • pytest-of-djrussell23
  • scripts
  • terraform
  • tests
  • tools
  • wiki
  • _deprecated_run_supervisor.py
  • _deprecated_start_system.py
  • _ghosttrap_1778963147.txt
  • _sovtrap_1778964780.txt
  • .cursorignore
  • .cursorrules
  • .dockerignore
  • .editorconfig
    Good: Linter or formatter configured (.editorconfig).
  • .env.example
  • .env.llm
  • .env.parallel
  • .flake8
  • .flake8-new-only
  • .gitignore
    Good: .gitignore present.
  • .gitleaks.toml
  • .jarvis_health
  • .nojekyll
  • .pre-commit-config.yaml
  • .python-version
  • =0.3.0
  • activate_jarvis.sh
  • ADAPTIVE_CLICKER_CAPABILITIES.md
  • add_python_permission.sh
  • ADVANCED_DISPLAY_REFERENCE_HANDLER.md
  • ADVANCED_TRAINING_SYSTEM_SUMMARY.md
  • AIRPLAY_DISCOVERY_IMPLEMENTATION.md
  • alternative_permission_fix.sh
  • APPLE_WATCH_REQUIREMENT_EXPLAINED.md
  • auto_github_push.py
  • BEAST_MODE_INTEGRATION_VERIFICATION.md
  • BROWSER_CONNECTION_FIX.md
  • CAPTURERESULT_FIX.md
  • check_chirp_voices.py
  • check_db_schema.py
  • check_schema.py
  • check_screen_recording_permission.py
  • check_voice_enrollment.py
  • check_voice_samples.py
  • check-jarvis-status.sh
  • CLAUDE_AI_WORKFLOWS.md
  • CLAUDE.md
  • clean_restart.sh
  • CLEANUP_BUG_FIX.md
  • CLEANUP_INTEGRATION_COMPLETE.md
  • CLEANUP_PROXIMITY_SYSTEM.md
  • clear_clicker_singleton.py
  • CLOUD_SQL_FIX_COMPLETE.md
  • CLOUD_SQL_PROXY_SETUP.md
  • COMPLETE_ARCHITECTURAL_FIXES_IMPLEMENTATION.md
  • COMPLETE_FIX_SUMMARY.md
  • COMPLETE_PROXIMITY_DISPLAY_SYSTEM.md
  • COMPLETION_SUMMARY.md
  • COMPONENT_WARMUP_ENHANCEMENT.md
  • COMPREHENSIVE_DEEP_DIVE_ECAPA_VIBA_PAVA.md
  • COMPREHENSIVE_FIXES_v10.7.md
  • COMPUTER_USE_CROSS_REPO_INTEGRATION.md
  • COMPUTER_USE_OPTIMIZATION_TEST_RESULTS.md
  • configure_goal_inference.py
  • CONNECTION_MANAGEMENT_UPGRADE.md
  • CONTEXT_INTELLIGENCE_INTEGRATION.md
  • COORDINATE_DOUBLING_INVESTIGATION.md
  • COORDINATE_FIX_SUMMARY.md
  • CORRECTED_UNDERSTANDING.md
  • COST_MONITORING_SETUP.md
  • CROSS_REPO_ENHANCEMENTS_SUMMARY.md
  • DATABASE_FIXES_SUMMARY.md
  • debug_backend_error.py
  • debug_coordinate_issue.py
  • debug_jarvis_coordinates.py
  • DEBUGGING_STEPS.md
  • deep_diagnostic.py
  • demo_phase1_multiwindow.py
  • demo_trinity_governed_loop.py
  • demo_voice_integration.py
  • deploy_spot_node.sh
  • deploy-wiki.sh
  • DESKTOP_SPACE_VALUEERROR_FIX.md
  • DESKTOP_SPACES_FIX_SUMMARY.md
  • diagnose_connections.py
  • diagnose_coordinate_doubling.py
  • diagnose_low_confidence.py
  • diagnose_speaker_verification.py
  • diagnose_unlock_flow.py
  • diagnose_unlock.py
  • diagnose_vbi_stuck.py
  • diagnose_verification_failure.py
  • diagnose_vision_issue.py
  • diagnose_vision.py
  • diagnose_voice_confidence.py
  • DIAGNOSTIC_REPORT_ECAPA_VIBA_PAVA.md
  • DIAGRAM_SYSTEM_SUMMARY.md
  • DISPLAY_ACTION_ROUTING_COMPLETE.md
  • DISPLAY_CONNECTION_FIX_DOCUMENTATION.md
  • DISPLAY_MONITOR_IMPLEMENTATION_SUMMARY.md
  • DISPLAY_MONITOR_INTEGRATION_COMPLETE.md
  • DISPLAY_MONITOR_QUICKSTART.md
  • DISPLAY_MONITOR_USAGE.md
  • DISPLAY_VOICE_COMMAND_INTEGRATION.md
  • DOCKER_AND_YABAI_FIXES_v10.6.md
  • DOCKER_ASYNC_FIX_v10.6.md
  • docker-compose.c2.yml
  • docker-compose.crucible.yml
  • docker-compose.desktop.yml
  • docker-compose.dw-cortex-soak.yml
  • docker-compose.gcp.yml
  • docker-compose.prod.yml
  • docker-compose.slice235-validation.yml
  • docker-compose.soak.yml
  • DYNAMIC_UNLOCK_CHANGES_SUMMARY.md
  • DYNAMIC_VOICE_UNLOCK_IMPLEMENTATION.md
  • ELEVENLABS_SETUP.md
  • ENABLE_JARVIS_AUTOMATION.sh
  • ENHANCED_ACTIVITY_DESCRIPTIONS.md
  • enroll_derek_voice.py
  • FERRARI_ENGINE_INTEGRATION_SUCCESS.md
  • FERRARI_QUICKSTART.md
  • FINAL_ORGANIZATION_SUMMARY.md
  • final_tv_test.py
  • find_control_center_coords.py
  • fix_avfoundation.py
  • fix_desktop_spaces_complete.py
  • fix_desktop_spaces.py
  • fix_jarvis_now.py
  • fix_jarvis_offline.sh
  • fix_jarvis_permissions.sh
  • fix_jarvis_stt.sh
  • fix_jarvis_whisper.py
  • fix_libdispatch.py
  • fix_profile_ownership.py
  • fix_pyttsx3_complete.py
  • fix_pyttsx3.py
  • fix_stt_and_test.sh
  • fix_stt_comprehensive.py
  • fix_vision_issues.py
  • fix_voice_embedding_mismatch.py
  • fix_voice_profiles.py
  • fix_voice_unlock_circuit_breaker.py
  • fix_voice_unlock_root_cause.py
  • fix-microphone.sh
  • force_fresh_jarvis.py
  • force_permission_refresh.sh
  • fresh_start_jarvis.py
  • GCP_COST_OPTIMIZATION_IMPROVEMENTS.md
  • GCP_DATABASE_SETUP.md
  • GCP_INFRASTRUCTURE_GAP_ANALYSIS.md
  • GCP_VM_AUTO_CREATE_AND_SHUTDOWN_FLOW.md
  • GCP_VM_AUTO_CREATION_IMPLEMENTATION.md
  • GITHUB_ACTIONS_IMPLEMENTATION.md
  • GITIGNORE_BACKEND_CORE_FIX.md
  • GOAL_AUTONOMOUS_USER_GUIDE.md
  • GOAL_INFERENCE_GUIDE.md
  • GOAL_INFERENCE_INTEGRATION_COMPLETE.md
  • GOAL_INFERENCE_UPDATE_SUMMARY.md
  • grant_screen_recording.sh
  • HYBRID_ARCHITECTURE.md
  • HYBRID_COST_OPTIMIZATION_SETUP_GUIDE.md
  • HYBRID_COST_OPTIMIZATION.md
  • IDE_PANEL_OCR_ENHANCEMENT.md
  • IMPLEMENTATION_COMPLETE_V5.md
  • IMPLEMENTATION_COMPLETE.md
  • IMPLEMENTATION_STATUS.md
  • init-wiki.sh
  • install_voice_deps.py
  • install_voice_unlock_deps.sh
  • INTEGRATED_TV_MONITORING.md
  • INTEGRATION_COMPLETE.md
  • INTEGRATION_SUMMARY_V5.md
  • INTEGRATION_VERIFICATION.md
  • INTELLIGENCE_SUPERVISOR_INTEGRATION.md
  • INTELLIGENT_PAVA_VIBA_INTEGRATION_SOLUTION.md
  • INTELLIGENT_SYSTEM_QUICKSTART.md
  • INTELLIGENT_VISION_ROUTER_IMPLEMENTATION.md
  • interview-prep-pax-ai.md
  • JARVIS Ecosystem - Deep Architectural Analysis
  • JARVIS_ADVANCED_AI_ML_INTEGRATION.md
  • JARVIS_COMPLETE_IMPLEMENTATION_GUIDE.md
  • jarvis_config_stt.json
  • JARVIS_ECOSYSTEM_ARCHITECTURE.md
  • JARVIS_IMPLEMENTATION_ROADMAP.md
  • jarvis_monitors.py
  • JARVIS_MULTI_AGENT_SYSTEM_DOCUMENTATION.md
  • JARVIS_NEURAL_MESH_ARCHITECTURE.md
  • JARVIS-AI.wiki
  • jarvis.sh
  • LEARNING_DATABASE_COMPREHENSIVE_GUIDE.md
  • loading_server.py
  • LOADING_SYSTEM_FINAL.md
  • LOADING_SYSTEM.md
  • LONG_TERM_SECRET_MANAGEMENT.md
  • MACOS_PERFORMANCE_INTELLIGENCE_INTEGRATION.md
  • manage_voice_freshness.py
  • monitor_jarvis_live.sh
  • MULTI_MONITOR_IMPLEMENTATION_COMPLETE.md
  • MULTI_MONITOR_USER_GUIDE.md
  • MULTI_SPACE_IMPROVEMENTS.md
  • MULTI_TURN_CONVERSATIONS.md
  • NETWORK_RECOVERY_FIX_v10.6.md
  • OMNIPARSER_COMPLETE_INTEGRATION.md
  • ORGANIZATION_COMPLETE.md
  • Ouroboros (Self-Programming)
  • PATTERN_DISCOVERY_ENHANCEMENT.md
  • PAVA_VIBA_INTEGRATION_ANALYSIS.md
  • PHASE_1.1_COMPLETION_REPORT.md
  • PHASE_1.1_IMPLEMENTATION_COMPLETE.md
  • PHASE_1.1_VERIFICATION_AND_COMPLETION.md
  • PHASE_1.2_COMPLETION_REPORT.md
  • PHASE_1.2_FULL_IMPLEMENTATION_SUMMARY.md
  • PHASE_1.2_IMPLEMENTATION_PLAN.md
  • PHASE_1.2CD_COMPLETION_REPORT.md
  • PHASE_2_REAL_TIME_INTERACTION_COMPLETION.md
  • PHASE_3_ARCHITECTURE_UPGRADE_PLAN.md
  • phase1_test_composite.png
  • PORT_CLOUDSQL_DOCKER_FIXES.md
  • PRIORITY_ROADMAP.md
  • PROACTIVE_PARALLELISM_INTEGRATION_COMPLETE.md
  • PROACTIVE_PARALLELISM_TESTING_GUIDE.md
  • PRODUCTION_READY_GOD_MODE.md
  • progress.txt
  • PROXIMITY_DISPLAY_COMPLETE_GUIDE.md
  • PROXIMITY_DISPLAY_USER_GUIDE.md
  • pyautogui_intercept.py
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • pyrightconfig.json
  • pytest_output.txt
  • pytest.ini
  • QUICK_START_TRAINING.md
  • QUICK_START_VOICE_GOD_MODE.md
  • quick_start.sh
  • QUICKSTART_TTS.md
  • QUICKSTART.md
  • REACTOR_CORE_API_SPECIFICATION.md
  • README_COMPLETE.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Good: README includes screenshots or visuals. Great for first impressions.
    Good: README has code examples.
    Issue: No live demo link in the README (−20 pts).Fix: Link to a deployed version, docs site, or demo video. Users want to see it running.
    Issue: No status badges in the README (−10 pts).Fix: Add CI/build status badges from shields.io or your CI provider to signal project health.
    Good: README documents how to install the project.
    Good: README documents how to run the project.
  • README_CONNECTION_MGMT_SECTION.md
  • README_INTELLIGENCE_SECTION.md
  • README_NEURAL_MESH.md
  • README_UPDATE_SUMMARY.md
  • README_v2.md
  • README_v6.3_UPDATE.md
  • README.md
  • README.md.backup_20251226_162652
  • REALTIME_LOG_MONITORING.md
  • reconstruct_embedding.py
  • regenerate_embedding_from_audio.py
  • requirements-semantic.txt
  • requirements.txt
    Good: Lockfile present (requirements.txt). Installs are reproducible.
  • reset_voice_unlock_now.py
  • RESTART_ANTIGRAVITY.md
  • restart_jarvis_intelligent.sh
  • RESTART_JARVIS.md
  • restart_jarvis.py
  • restore_normal_threshold.py
  • ROOT_CAUSE_ANALYSIS_COMPLETE.md
  • ROOT_ORGANIZATION_COMPLETE.md
  • ROOT_PROBLEM_ANALYSIS.md
  • ROOT_PROBLEM_SOLUTION_GUIDE.md
  • ROUTING_FIX_SUMMARY.md
  • run_agentic_task.py
  • run_jarvis.py
  • run_jarvis.sh
  • run_smoke_test.sh
  • run_supervisor.py
  • run_temporal_tests.py
  • run_unlock_test.sh
  • SCREEN_UNLOCK_FIX_COMPLETE.md
  • SECRET_MANAGEMENT_IMPLEMENTATION.md
  • SECRET_MIGRATION_COMPLETE.md
  • SECURITY_CLEANUP_PLAN.md
  • setup_claude.sh
  • setup_elevenlabs_voices.py
  • setup_environment.sh
  • setup_tts_voices.py
  • setup.cfg
  • SIMPLE_DISPLAY_MONITOR_GUIDE.md
  • SIMPLE_TV_MONITORING.md
  • sitecustomize.py
  • SMOKE_TEST_GUIDE.md
  • SPACE_TARGETING_FIX.md
  • SPOT_VM_TEST_RESULTS.md
  • start_jarvis_backend.sh
  • start_jarvis_clean.sh
  • start_jarvis.py
  • start_jarvis.sh
  • START_SYSTEM_VS_GCP_STARTUP.md
  • start_system.bat
  • start_system.py
  • start_tv_monitoring.py
  • start_websocket_only.sh
  • STARTUP_CRASH_FIXES_v10.6.md
  • STARTUP_EXAMPLES.md
  • STARTUP_NARRATION_COMPLETION.md
  • stop_system.sh
  • STRUCTURED_LOGGING_v10.6.md
  • SUPER_DETAILED_FORMATTED_OVERVIEW.md
  • SUPERVISOR_SELF_KILL_FIX.md
  • SYSTEM_FIXES_SUMMARY.md
  • TEMPORAL_HANDLER_V3_TEST_SUMMARY.md
  • temporal_persistent_context.json
  • temporarily_lower_threshold.py
  • test_actual_coordinates.py
  • test_actual_voice.py
  • test_adaptive_clicker_fix.py
  • test_advanced_display_monitor.py
  • test_asyncpg.py
  • test_cache_detection.py
  • test_claude_ai.py
  • test_complete_voice_flow.py
  • test_computer_use_integration.py
  • test_connection_manager.py
  • test_connector.py
  • test_database_conversions.py
  • test_database_fixes.py
  • test_desktop_spaces_debug.py
  • test_desktop_spaces.py
  • test_direct_click.py
  • test_direct_connect.py
  • test_direct_connection.py
  • test_display_click.py
  • test_display_connection_debug.py
  • test_display_reference_simple.py
  • test_enhanced_verification.py
  • test_exact_jarvis_flow.py
  • test_ferrari_integration_simple.py
  • test_ferrari_integration.py
  • test_ferrari_simple.py
  • test_fixed_clicker.py
  • test_fixed_verification.py
  • test_gcp_backend.py
  • test_gcp_tts_debug.py
  • test_gcp_tts.py
  • test_goal_autonomous_integration.py
  • test_god_mode_simple.py
  • test_god_mode.py
  • test_hybrid_system.py
  • test_improved_clicking.py
  • test_integrated_whisper.py
  • test_integration.py
  • test_intent.py
  • test_jarvis_audio.html
  • test_jarvis_exact_method.py
  • test_jarvis_flow.py
  • test_jarvis_goal_integration.py
  • test_jarvis_live_tv.py
  • test_jarvis_simulation.py
  • test_jarvis_tv_connection.py
  • test_jarvis_websocket.html
  • test_live_handler.py
  • test_live_verification.py
  • test_minimal_mode_logging.sh
  • test_mouse_debug.py
  • test_multi_monitor_integration.py
  • test_multispace_detection.py
  • test_multispace_vision.py
  • test_password_typing.py
  • test_pyautogui_direct.py
  • test_pyautogui_doubling.py
  • test_pyautogui_import.py
  • test_simple_connector.py
  • test_speaker_verification_live.py
  • TEST_STARTUP_NARRATION.md
  • test_stereo_vision_realtime.py
  • test_stereo_vision.py
  • test_terminal_capture.py
  • test_terminal_other_space.py
  • test_trinity_knowledge_indexer.py
  • test_tv_detection.py
  • test_unlock_direct.py
  • test_videowatcher_ferrari.py
  • test_vision_capture_timeout.py
  • test_vision_fixed.py
  • test_vision_performance.py
  • test_visual_monitor_ferrari.py
  • test_voice_biometric_unlock_e2e.py
  • test_voice_cache.py
  • test_voice_diagnostics.py
  • test_voice_diversity.py
  • test_voice_god_mode.py
  • TEST_VOICE_NARRATION.md
  • test_voice_parsing_only.py
  • test_voice_playback.py
  • test_voice_retrieval.py
  • test_voice_unlock_confidence.py
  • test_voice_unlock_final.py
  • test_voice_unlock_pipeline.py
  • test_voice_unlock_recognition.py
  • test_voice_with_real_audio.py
  • test_watch_and_act.py
  • test_websocket_command.py
  • test_whisper_direct.py
  • test_whisper_stt.py
  • test_with_lower_threshold.py
  • test_working_clicker.py
  • test_yabai_multispace.py
  • TESTING_QUICK_START.md
  • trigger_ignition.py
  • TRINITY_KNOWLEDGE_INDEXER_COMPLETE_SUMMARY.md
  • TRINITY_KNOWLEDGE_INDEXER_INTEGRATION.md
  • TRINITY_MANIFESTO.md
  • TRINITY_ULTRA_V87_IMPLEMENTATION_GUIDE.md
  • TRINITY_VOICE_ULTRA_IMPLEMENTATION.md
  • TV_MONITORING_READY.md
  • UAE_INITIALIZATION_COMPLETE.md
  • UAE_SAI_INTEGRATION.md
  • UAE_SAI_LEARNING_DB_INTEGRATION.md
  • UNIFIED_INITIALIZATION_PATTERN.md
  • unified_supervisor.py
  • update_speaker_thresholds.py
  • update_unlock_password.py
  • USER_DISCOVERY_RESPONSE.md
  • verify_autonomy.py
  • verify_backend_setup.py
  • verify_embedding_update.py
  • verify_temporal_handler_v3.py
  • VISION_ADAPTER_FIX_v10.6.md
  • VISION_ARCHITECTURE_ANALYSIS.md
  • VISION_CAPTURE_TIMEOUT_FIX.md
  • VISION_CONTEXT_INTEGRATION.md
  • VISION_FIX_SUMMARY.md
  • VISION_HANG_ROOT_CAUSE.md
  • VISION_INTELLIGENCE_ROADMAP.md
  • VISION_MULTISPACE_EDGE_CASES.md
  • VISION_MULTISPACE_INTELLIGENCE_UPGRADE.md
  • VISION_PERFORMANCE_FIX.md
  • VMSI_ARCHITECTURE_v10.6.md
  • VMSI_IMPLEMENTATION_STATUS_v10.6.md
  • VOICE_AUTH_ENHANCEMENTS_V2.md
  • VOICE_AUTH_V2.1_COMPLETE.md
  • VOICE_BIOMETRIC_INTELLIGENCE_ARCHITECTURE.md
  • VOICE_BIOMETRIC_TEST_FIXES.md
  • VOICE_BIOMETRIC_TESTING_GUIDE.md
  • VOICE_BIOMETRIC_TESTING_SUMMARY.md
  • VOICE_CACHE_SYSTEM.md
  • VOICE_GOD_MODE_INTEGRATION.md
  • VOICE_LEARNING_SYSTEM.md
  • VOICE_MEMORY_INTEGRATION.md
  • VOICE_NARRATION_ENHANCEMENT_PLAN.md
  • VOICE_NARRATION_ENHANCEMENTS.md
  • VOICE_PIPELINE_IMPLEMENTATION_SUMMARY.md
  • VOICE_UNLOCK_INTEGRATION.md
  • VOICE_UNLOCK_OPTIMIZATION.md
  • VOICE_UNLOCK_QUICK_START.md
  • VOICE_UNLOCK_STATUS_SUMMARY.md
  • VOICE_VERIFICATION_HOW_IT_WORKS.md
  • vsms_history.dat
  • WARMUP_SYSTEM.md
  • WATCH_AND_ACT_v11.0.md
  • watch_mouse_movements.py
  • WHY_JARVIS_MOVES_MOUSE_ON_STARTUP.md
  • WORKSPACE_OVERVIEW_FIX.md
  • WORKSPACE_ROUTING_SYSTEM.md