Bootstrap your large scale forecasting solution on Databricks with Many Models Forecasting (MMF) Project.
databricks-industry-solutions/many-model-forecasting holds a health index of 62 out of 100, placing it in the Moderate band. It scores highest on Vitality (90/100) and lowest on Security (45/100). It was last updated 5 days ago. A single contributor accounts for most of its recent work.
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Is the project alive — is code being written and are releases shipping?
| 36/36 | Push recency — last push 5 days ago |
| 18.7/36 | Commit cadence — 27/52 weeks with commits |
| 18/18 | Commit volume — 302 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 302 |
| human_commit_share | — |
| days_since_last_push | 5 |
| active_weeks_last_year | 27 |
| 27/27 | Ships releases — 9 releases published |
| 36/36 | Release recency — latest release 6 days ago |
| 27/27 | Release cadence — a release every ~18.6 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
| releases_count | 9 |
| latest_release_tag | v0.1.7 |
| releases_from_tags | no |
| days_since_latest_release | 6 |
| mean_days_between_releases | 18.6 |
Does the project have users, downloads, attention, and a welcoming setup for contributors?
| 32.3/60 | Stars — 99 stars |
| 13.4/25 | Forks — 42 forks |
| 3.9/15 | Watchers — 6 watchers |
| forks | 42 |
| stars | 99 |
| watchers | 6 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 5.8/22.5 | Commit distribution — top contributor authored 74% of commits |
| 10.8/13.5 | Contributor breadth — 8 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| bus_factor | 1 |
| contributors_sampled | 8 |
| top_contributor_share | 0.744 |
| 37.4/46.8 | Issue resolution — 80% of issues closed |
| 35.7/38.3 | PR acceptance — 171/183 decided PRs merged |
| 1.5/15 | OpenSSF Scorecard: Code-Review — Found 1/7 approved changesets -- score normalized to 1 |
| merged_prs | 171 |
| open_issues | 2 |
| closed_issues | 8 |
| issue_closed_ratio | 0.8 |
| closed_unmerged_prs | 12 |
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 20.9/25 | Owner reach — 797 followers of databricks-industry-solutions |
| 21.3/25 | Track record — 216 public repos, account ~4 yr old |
| followers | 797 |
| owner_type | Organization |
| is_verified | — |
| owner_login | databricks-industry-solutions |
| public_repos | 216 |
| account_age_days | 1,509 |
Are baseline engineering and documentation practices in place?
| 24/24 | CI workflows — 5 workflow(s) |
| 24/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 7 merged PRs checked by a CI test -- score normalized to 0 |
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
| 30/30 | README |
| 0/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 2 topics |
| 10/10 | Wiki |
| topics | forecasting, xindustry |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — 0 out of 7 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0.8/7.5 | Code-Review — Found 1/7 approved changesets -- score normalized to 1 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — no data |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 10 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.5 |
How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
| 45/45 | Agent instructions — CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 1,714 |
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 0/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | yes |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.4/55 | Manageable file sizes — 1/99 source files over 60KB |
| primary_language | Python |
| largest_source_bytes | 63,634 |
| source_files_sampled | 99 |
| oversized_source_files | 1 |
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples, notebooks |
| example_dirs | examples, notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| 0 | CI-Tests | 0 out of 7 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 1 | Code-Review | Found 1/7 approved changesets -- score normalized to 1 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| n/a | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 10 existing vulnerabilities detected |
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | omegaconf | ==2.3.0 | pyproject.toml |
| PyPI | sktime | ==0.40.1 | pyproject.toml |
| PyPI | mlflow | >=3.1.4 | pyproject.toml |
Full resolved dependency set from the GitHub dependency graph: 4 direct and 179 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | mlflow | — | direct |
| PyPI | mlflow | 3.13.0 | direct |
| PyPI | omegaconf | 2.3.0 | direct |
| PyPI | sktime | 0.40.1 | direct |
| PyPI | aiohappyeyeballs | 2.6.2 | indirect |
| PyPI | aiohttp | 3.14.1 | indirect |
| PyPI | aiosignal | 1.4.0 | indirect |
| PyPI | alembic | 1.18.3 | indirect |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.12.1 | indirect |
| PyPI | async-timeout | 5.0.1 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | azure-core | 1.38.0 | indirect |
| PyPI | azure-storage-blob | 12.28.0 | indirect |
| PyPI | azure-storage-file-datalake | 12.23.0 | indirect |
| PyPI | backports-asyncio-runner | 1.2.0 | indirect |
| PyPI | blinker | 1.9.0 | indirect |
| PyPI | boto3 | 1.42.41 | indirect |
| PyPI | botocore | 1.42.41 | indirect |
| PyPI | cachetools | 6.2.6 | indirect |
| PyPI | certifi | 2026.1.4 | indirect |
| PyPI | cffi | 2.0.0 | indirect |
| PyPI | charset-normalizer | 3.4.4 | indirect |
| PyPI | chronos-forecasting | 2.2.2 | indirect |
| PyPI | click | 8.3.1 | indirect |
| PyPI | cloudpickle | 3.1.2 | indirect |
| PyPI | cmdstanpy | 1.2.5 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | cryptography | 48.0.1 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | dash-bootstrap-components | — | indirect |
| PyPI | databricks-agents | 1.4.0 | indirect |
| PyPI | databricks-connect | 14.3.2 | indirect |
| PyPI | databricks-connect | 18.1.2 | indirect |
| PyPI | databricks-sdk | — | indirect |
| PyPI | databricks-sdk | 0.84.0 | indirect |
| PyPI | databricks-sql-connector | — | indirect |
| PyPI | dataclasses-json | 0.6.7 | indirect |
| PyPI | distro | 1.9.0 | indirect |
| PyPI | docker | 7.1.0 | indirect |
| PyPI | duckdb | 1.4.4 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | fastapi | 0.136.3 | indirect |
| PyPI | flask | 3.1.3 | indirect |
| PyPI | flask-cors | 6.0.2 | indirect |
| PyPI | fonttools | 4.61.1 | indirect |
| PyPI | frozenlist | 1.8.0 | indirect |
| PyPI | gepa | 0.1.0 | indirect |
| PyPI | gitdb | 4.0.12 | indirect |
| PyPI | gitpython | 3.1.50 | indirect |
| PyPI | google-api-core | 2.29.0 | indirect |
| PyPI | google-auth | 2.48.0 | indirect |
| PyPI | google-cloud-core | 2.5.0 | indirect |
| PyPI | google-cloud-storage | 3.9.0 | indirect |
| PyPI | google-crc32c | 1.8.0 | indirect |
| PyPI | google-resumable-media | 2.8.0 | indirect |
| PyPI | googleapis-common-protos | 1.72.0 | indirect |
| PyPI | graphene | 3.4.3 | indirect |
| PyPI | graphql-core | 3.2.7 | indirect |
| PyPI | graphql-relay | 3.2.0 | indirect |
| PyPI | greenlet | 3.3.1 | indirect |
| PyPI | grpcio | 1.80.0 | indirect |
| PyPI | grpcio-status | 1.80.0 | indirect |
| PyPI | gunicorn | 23.0.0 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hierarchicalforecast | 1.5.1 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | huey | 2.6.0 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | importlib-metadata | 8.7.1 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | isodate | 0.7.2 | indirect |
| PyPI | itsdangerous | 2.2.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jiter | 0.13.0 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | joblib | 1.5.3 | indirect |
| PyPI | jsonpatch | 1.33 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | kiwisolver | 1.4.9 | indirect |
| PyPI | langchain-core | 1.3.3 | indirect |
| PyPI | langchain-openai | 1.1.14 | indirect |
| PyPI | langchain-protocol | 0.0.15 | indirect |
| PyPI | langsmith | 0.8.18 | indirect |
| PyPI | lightgbm | 4.6.0 | indirect |
| PyPI | mako | 1.3.12 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | marshmallow | 3.26.2 | indirect |
| PyPI | matplotlib | 3.10.8 | indirect |
| PyPI | mlflow-skinny | 3.13.0 | indirect |
| PyPI | mlflow-tracing | 3.13.0 | indirect |
| PyPI | mlforecast | 1.0.31 | indirect |
| PyPI | multidict | 6.7.1 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | neuralforecast | 3.1.4 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.4.2 | indirect |
| PyPI | openai | 2.32.0 | indirect |
| PyPI | opentelemetry-api | 1.39.1 | indirect |
| PyPI | opentelemetry-proto | 1.39.1 | indirect |
| PyPI | opentelemetry-sdk | 1.39.1 | indirect |
| PyPI | opentelemetry-semantic-conventions | 0.60b1 | indirect |
| PyPI | optuna | 3.6.1 | indirect |
| PyPI | orjson | 3.11.7 | indirect |
| PyPI | packaging | 25.0 | indirect |
| PyPI | pandas | — | indirect |
| PyPI | pandas | 2.2.3 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | pillow | 12.2.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | polars | — | indirect |
| PyPI | prettytable | 3.17.0 | indirect |
| PyPI | propcache | 0.5.2 | indirect |
| PyPI | prophet | 1.1.6 | indirect |
| PyPI | proto-plus | 1.27.1 | indirect |
| PyPI | protobuf | 6.33.5 | indirect |
| PyPI | py4j | 0.10.9.7 | indirect |
| PyPI | py4j | 0.10.9.9 | indirect |
| PyPI | pyarrow | — | indirect |
| PyPI | pyarrow | 23.0.1 | indirect |
| PyPI | pyasn1 | 0.6.3 | indirect |
| PyPI | pyasn1-modules | 0.4.2 | indirect |
| PyPI | pycparser | 3.0 | indirect |
| PyPI | pydantic | 2.12.5 | indirect |
| PyPI | pydantic-core | 2.41.5 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyspark | 3.4.4 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-asyncio | 1.3.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | pytz | 2025.2 | indirect |
| PyPI | pywin32 | 311 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | regex | 2026.1.15 | indirect |
| PyPI | requests | 2.33.0 | indirect |
| PyPI | requests-toolbelt | 1.0.0 | indirect |
| PyPI | rsa | 4.9.1 | indirect |
| PyPI | s3transfer | 0.16.0 | indirect |
| PyPI | scikit-learn | 1.7.2 | indirect |
| PyPI | scikit-learn | 1.8.0 | indirect |
| PyPI | scipy | — | indirect |
| PyPI | scipy | 1.15.3 | indirect |
| PyPI | scipy | 1.17.0 | indirect |
| PyPI | setuptools | 82.0.1 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | skill-test | 0.1.0 | indirect |
| PyPI | skops | 0.13.0 | indirect |
| PyPI | smmap | 5.0.2 | indirect |
| PyPI | sniffio | 1.3.1 | indirect |
| PyPI | sqlalchemy | 2.0.46 | indirect |
| PyPI | sqlglot | 29.0.1 | indirect |
| PyPI | sqlparse | 0.5.5 | indirect |
| PyPI | starlette | 1.3.1 | indirect |
| PyPI | statsforecast | 2.0.0 | indirect |
| PyPI | tenacity | 9.1.2 | indirect |
| PyPI | threadpoolctl | 3.6.0 | indirect |
| PyPI | tiktoken | 0.12.0 | indirect |
| PyPI | timesfm | — | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | tqdm | 4.67.3 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspect | 0.9.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | tzdata | 2025.3 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | utilsforecast | 0.2.15 | indirect |
| PyPI | uuid-utils | 0.14.0 | indirect |
| PyPI | uvicorn | 0.40.0 | indirect |
| PyPI | waitress | 3.0.2 | indirect |
| PyPI | wcwidth | 0.5.3 | indirect |
| PyPI | websockets | 16.0 | indirect |
| PyPI | werkzeug | 3.1.6 | indirect |
| PyPI | whenever | 0.7.3 | indirect |
| PyPI | xxhash | 3.6.0 | indirect |
| PyPI | yarl | 1.24.2 | indirect |
| PyPI | zipp | 3.23.0 | indirect |
| PyPI | zstandard | 0.25.0 | indirect |
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"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 45,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 45,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.5
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "0 out of 7 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 1/7 approved changesets -- score normalized to 1",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "10 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 2
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "moderate",
"name": "AI Readiness",
"value": 52,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 1714
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 39,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": true,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 63634,
"source_files_sampled": 99,
"oversized_source_files": 1
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "1/99 source files over 60KB",
"points": 54.4,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 99,
"oversized": 1
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples",
"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples, notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples, notebooks"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Could not fetch pypi package 'mmf_sa' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-17T18:05:18.033980Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/databricks-industry-solutions/many-model-forecasting.svg",
"full_name": "databricks-industry-solutions/many-model-forecasting",
"license_state": "custom",
"license_spdx": null
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.