{"data":{"slug":"santanderai-mech-gov-framework","name":"mech-gov-framework","tagline":"Mechanical Governance for LLM Decisions, model-agnostic governance regimes (R1/R2/R3), hard gates, entropy commit-reveal and governance metrics for high-stakes LLM decision systems.","github_url":"https://github.com/SantanderAI/mech-gov-framework","owner":"SantanderAI","repo":"mech-gov-framework","owner_avatar_url":"https://avatars.githubusercontent.com/u/284004589?v=4","primary_language":"Python","stars":75,"forks":32,"topics":["ai-governance","ai-safety","decision-systems","learning-to-defer","llm","llm-evaluation","machine-learning","python","responsible-ai"],"archived":false,"github_pushed_at":"2026-07-15T08:33:54+00:00","maintenance_label":"Very active","url":"https://www.graphcanon.com/tools/santanderai-mech-gov-framework","markdown_url":"https://www.graphcanon.com/tools/santanderai-mech-gov-framework.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/santanderai-mech-gov-framework","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=santanderai-mech-gov-framework","description":"Mechanical Governance for LLM Decisions — model-agnostic governance regimes (R1/R2/R3), hard gates, entropy commit-reveal and governance metrics for high-stakes LLM decision systems.","homepage_url":"https://github.com/SantanderAI","license":"Apache-2.0","open_issues":0,"watchers":0,"ai_summary":null,"readme_excerpt":"## Installation\n\n```bash\npython -m venv .venv\n\n---\n\n#   pip install -e \".[viz]\"      # plotting helpers\n\n---\n\n#   pip install -e \".[bedrock]\"  # AWS Bedrock/SageMaker backends\n```\n\nRequires Python 3.10+.\n\n---\n\n## License\n\nApache License 2.0 — see [`LICENSE`](LICENSE) and [`NOTICE`](NOTICE).\nOpen source by Santander AI Lab.","github_created_at":"2026-06-17T16:52:30+00:00","created_at":"2026-07-15T10:39:54.546333+00:00","updated_at":"2026-07-15T10:39:57.331381+00:00","categories":[{"slug":"evaluation-observability","name":"Evaluation & Observability","url":"https://www.graphcanon.com/categories/evaluation-observability","markdown_url":"https://www.graphcanon.com/categories/evaluation-observability.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/evaluation-observability"},{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"}],"tags":[{"slug":"ai-governance","name":"ai-governance"},{"slug":"ai-safety","name":"ai-safety"},{"slug":"decision-systems","name":"decision-systems"},{"slug":"learning-to-defer","name":"learning-to-defer"},{"slug":"llm","name":"llm"},{"slug":"llm-evaluation","name":"llm-evaluation"},{"slug":"machine-learning","name":"machine-learning"},{"slug":"python","name":"python"}],"trust":{"provenance":{"is_fork":false,"github_id":1272488455,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-07-15T10:39:55.527Z","maintenance":{"label":"Very active","score":96,"methodology":"github_public_v1","releases_90d":1,"days_since_push":0,"last_release_at":"2026-06-17T16:53:24Z"},"security_summary":{"status":"no_lockfile","scanner":null,"low_count":0,"high_count":0,"last_scan_at":"2026-07-15T10:39:55.948Z","medium_count":0,"scan_profile":"none","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-07-15T10:39:55.287Z"},"languages":{"value":["python"],"source":"github.language+pyproject.toml","observed_at":"2026-07-15T10:39:55.287Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-07-15T10:39:55.287Z"}}}}