0
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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.
Top fixes
Highest-impact changes first, ranked by point weight
- 1Tests18pt
Wire your tests to a documented command (e.g. a test script in your build config) so the suite is reproducible.
- 2README12pt
Link to a deployed version, docs site, or demo video. Users want to see it running.
- 3README12pt
Add CI/build status badges from shields.io or your CI provider to signal project health.
- 4License6pt
Add a LICENSE file. Without one, nobody can legally use, copy, or contribute to your code.
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Scorecard
Every check, grouped by category and sorted worst-first
Documentation
58
No license detected.
→ Add a LICENSE file. Without one, nobody can legally use, copy, or contribute to your code.
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.
README is present.
README documents how to install the project.
Engineering
93
Test files detected (.github/workflows/scripts/biometric_voice_e2e_test.py).
CI is configured (.github/workflows/ci-cd-pipeline.yml).
Linter or formatter configured (.editorconfig).
Lockfile present (requirements.txt). Installs are reproducible.
Issue or PR templates present.
Project health
86
Dependency manifest found (pyproject.toml).
Repository has a description.
Actively maintained (pushed within the last month).
.gitignore present.
Repository health signals
Activity, community, and responsiveness at scan time
Activity
- -Commits (30d / 90d)
- 4Forks
- 0Releases
Community
- -Community health
- -authors own >50% of commits
- 18Watchers
Responsiveness
- 203d 17hMedian issue response
- 5hMedian PR merge time
- 28Open issues
Repository files489 root entries
- _ghost_quarantine
- .claude
- .cursor
- .githubGood: 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
- backendGood: 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
- .editorconfigGood: Linter or formatter configured (.editorconfig).
- .env.example
- .env.llm
- .env.parallel
- .flake8
- .flake8-new-only
- .gitignoreGood: .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.tomlGood: 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.mdGood: 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.txtGood: 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
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