Getting some notice. Tests and CI would be the fastest wins.

Cognition kernel for edge devices. Reached 94.85% on ARC-AGI-3 by structuring Claude Opus 4.6 (vs 0% baseline) — same model, different harness. 12-step consciousness loop, SNARC salience memory.

Documentation

73

Contributing guide5pt0

No CONTRIBUTING.md found (−47 pts base + up to −53 pts more for content).

Add a CONTRIBUTING.md telling newcomers how to get involved. Include setup, code style, test, and PR instructions.

README12pt70

README is present.

Install and run instructions9pt100

README documents how to install the project.

License6pt100

Licensed under AGPL-3.0.

Engineering

45

CI/CD14pt0

No CI configuration detected in this repository.

If your CI lives elsewhere (a private repo that builds this one) or this project is itself a CI/CD tool, mark this check Not Applicable. Otherwise add a GitHub Actions workflow that runs tests on each push. It takes 15 minutes and reassures contributors their changes won't break things.

Linting and formatting5pt0

No linter or formatter configured.

Add [tool.ruff] to pyproject.toml. Ruff handles linting and formatting in one tool and replaces flake8, isort, and black.

Issue and PR templates6pt0

No issue or PR templates found (−100 pts).

Add .github/ISSUE_TEMPLATE/ with bug_report.md and feature_request.md to guide contributors. It dramatically improves issue quality.

Reproducibility6pt70

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

Tests18pt100

Test files detected (arc-agi-3/experiments/bp35_l2_test.py).

Project health

100

Dependency manifest6pt100

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)
  • 6
    Forks
  • 0
    Releases

Community

  • Community health
  • authors own >50% of commits
  • 21
    Watchers

Responsiveness

  • Median issue response
  • <1h
    Median PR merge time
  • 1
    Open issues
Repository files116 root entries
  • .claude
  • .github
  • .swarm
  • .venv-arc
  • .vscode
  • arc-agi-3
    Good: Test files detected (arc-agi-3/experiments/bp35_l2_test.py).
  • archive
  • assets
  • benchmarks
  • comparison_results
  • config
  • dataset
  • demo_logs
  • demo_logs_states
  • demos
  • docs
  • dropbox
  • entities_and_roles
  • examples
  • explorations
  • forum
  • gr00t-integration
  • images
  • implementation
  • licenses
  • memory_integration
  • model-zoo
  • models
  • papers
  • policy
  • reference
  • related-work
  • research
  • research-notes
  • sage
  • sage-core
  • sage-rs
  • schemas
  • scripts
  • test_logs_integration
  • test_logs_v2
  • test_logs_v3
  • test_logs_v3_llm
  • tools
  • training
  • training-data
  • utils
  • visual_monitor
  • .gitattributes
  • .gitignore
    Good: .gitignore present.
  • .gitmodules
  • .gitnexusignore
  • ACTIVE_WORK.md
  • AGENTS.md
  • AUTONOMOUS_CHECK_SUMMARY.txt
  • CHANGELOG.md
  • CITATION.cff
  • CLAUDE.md
  • compare_predictions.py
  • debug_zero_output.py
  • demo_conversation.json
  • Dockerfile.jetson
  • Dockerfile.jetson.simple
  • Dockerfile.vllm
  • full_system_results.json
  • install_sage_nano.sh
  • interpolation_test.png
  • jetson_smoke.sh
  • LICENSE
    Good: Licensed under AGPL-3.0.
  • memory.db
  • notes.txt
  • PATENTS.md
  • PERFORMANCE_INVESTIGATION.md
  • pyproject.toml
    Good: Dependency manifest found (pyproject.toml).
  • README.md
    Good: README is present.
    Good: README is well structured with multiple sections.
    Issue: No screenshots or images in the README (−20 pts).Fix: Add a GIF, screenshot, or logo image. It is the fastest way to show what your project does.
    Good: README has code examples.
    Good: README links to a live demo or deployed app.
    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.
  • reconstruction_test.png
  • repo-index.yaml
  • requirements.txt
    Good: Lockfile present (requirements.txt). Installs are reproducible.
  • sage_requirements_minimal.txt
  • sage_requirements.txt
  • SESSION_COMPLETION_LOG.txt
  • SESSION_FOCUS.md
  • SESSION_MAP.md
  • SESSION_MAP.yaml
  • SESSION_PRIMER.md
  • session52_validation_results.json
  • session52b_validation_results.json
  • session89_persistent_reputation_results.json
  • session89_reputation.db
  • session91_regret_tracking_reputation.db
  • session91_regret_tracking_results.json
  • setup_sage_env.sh
  • STATUS.md
  • submit_scorecard_0f545ef2-b28e-48aa-97b9-5ab4a1233a89.json
  • submit_scorecard_3456e3b9-91d3-485b-b85b-d3533722df2c.json
  • submit_scorecard_def77d45-7e82-4214-8f84-df67f2853827.json
  • test_camera_wsl.py
  • test_consciousness_memory.db
  • test_dtype_fix.py
  • test_hrm_checkpoint.py
  • test_hrm_simple.py
  • test_hrm_vision_integration.py
  • test_policy_gate_integration.py
  • test_pytorch_flash_attention.py
  • test_sage_environment.py
  • test_sage_portable.py
  • test_simple_pattern.py
  • thor_test_output.txt
  • thor_trust_consciousness.db
  • thor_unified_trust_consciousness.db
  • thor_worklog.txt
  • TODO.md
  • unified_consciousness.db
  • verify_agent_zero.py
  • visual_solver_analysis.md
  • VISUAL_SYSTEM_MAP.txt