Public recordGood
Software health reportschema 0.17.0 · metrics 1.13.0 · 2026-07-21 05:23 UTC
snowflakedb / snowpark-python
Snowflake Snowpark Python API
snowflakedb/snowpark-python holds a health index of 83 out of 100, placing it in the Good band. It scores highest on Vitality (99/100) and lowest on Security (65/100). It was last updated today. 7 contributors account for most of its recent work.
83
overall / 100Software health index
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.
83
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
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.
Ownership
SnowflakeOrganization
1,616 followers63 public repossince Jan 2014
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | snowflake-snowpark-python | 1.53.1 | 98,586,664 | 74 | 5 days ago | snowflakedbdatabasecloudanalyticswarehouse |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
99
Development activity
99Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 34.6/36 | Commit cadence — 50/52 weeks with commits |
| 18/18 | Commit volume — 517 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 |
Inputs used
| commits_last_year | 517 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 50 |
Release discipline
98Excellent
How it's scored
| 27/27 | Ships releases — 78 releases published |
| 36/36 | Release recency — latest release 5 days ago |
| 27/27 | Release cadence — a release every ~12.7 days |
| 8/10 | OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
Inputs used
| releases_count | 78 |
| latest_release_tag | v1.53.1 |
| releases_from_tags | no |
| days_since_latest_release | 5 |
| mean_days_between_releases | 12.7 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
78
Popularity & adoption
66Moderate
How it's scored
| 41/60 | Stars — 339 stars |
| 18.1/25 | Forks — 151 forks |
| 6.4/15 | Watchers — 15 watchers |
Inputs used
| forks | 151 |
| stars | 339 |
| watchers | 15 |
| growth_state | organic |
| growth_factor_pct | 100 |
Community health
77Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 98,586,664 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | snowflake-snowpark-python |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 98,586,664 |
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
88
Maintainer resilience (bus factor)
95Excellent
How it's scored
| 51.3/54 | Bus factor — 7 contributor(s) cover half of all commits |
| 19.8/22.5 | Commit distribution — top contributor authored 12% of commits |
| 13.5/13.5 | Contributor breadth — 100 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
Inputs used
| bus_factor | 7 |
| contributors_sampled | 100 |
| top_contributor_share | 0.12 |
How it's scored
| 30.1/46.8 | Issue resolution — 64% of issues closed |
| 32.9/38.3 | PR acceptance — 3,330/3,877 decided PRs merged |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Inputs used
| merged_prs | 3,330 |
| open_issues | 121 |
| closed_issues | 219 |
| issue_closed_ratio | 0.644 |
| closed_unmerged_prs | 547 |
Ownership & stewardship
78Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 23.1/25 | Owner reach — 1,616 followers of snowflakedb |
| 25/25 | Track record — 63 public repos, account ~12 yr old |
Inputs used
| followers | 1,616 |
| owner_type | Organization |
| is_verified | — |
| owner_login | snowflakedb |
| public_repos | 63 |
| account_age_days | 4,564 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 5 days ago |
| 20/20 | Version history — 74 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | snowflake-snowpark-python |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 5 |
Engineering Quality
Are baseline engineering and documentation practices in place?
78
Engineering practices
74Good
How it's scored
| 24/24 | CI workflows — 20 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — tox.ini |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 30 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
85Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 10/10 | Topics — 7 topics |
| 10/10 | Wiki |
Inputs used
| topics | dataframe, python, sql, snowflake, data-analytics, data-engineering, data-science |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
65
Security posture
56Moderate
How it's scored
| 4.5/7.5 | Binary-Artifacts — binaries present in source code |
| 6/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 0/2.5 | CI-Tests — 0 out of 30 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 |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 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 |
| 5/5 | Packaging — packaging workflow detected |
| 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 |
| 0/5 | Security-Policy — security policy file not detected |
| 6/7.5 | Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5.5 |
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 0/25 | Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 6 |
| unassessed_packages | 19 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 6 resolved dependencies against OSV. 19 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.
AI Readiness
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.
81
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — .cursorrules |
| 0/15 | Machine-readable docs (llms.txt) |
| 0/40 | Legible commit history — no data |
Inputs used
| has_llms_txt | no |
| legible_history_share | — |
| agent_instruction_files | .cursorrules |
| agent_instruction_max_bytes | 3,093 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
88Excellent
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — tox.ini |
| 11/11 | Static type checking — mypy.ini, src/snowflake/snowpark/py.typed |
| 10/10 | Reproducible environment — Dockerfile |
| 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 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | mypy.ini, src/snowflake/snowpark/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.
How it's scored
| 27/45 | Type-checkable code — Python with type-check config (mypy.ini, src/snowflake/snowpark/py.typed) |
| 51.1/55 | Manageable file sizes — 63/878 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 1,082,400 |
| source_files_sampled | 878 |
| oversized_source_files | 63 |
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — src/snowflake/snowpark/_internal/proto/ast.proto |
| 0/20 | MCP server |
| 40/40 | Runnable examples — notebooks |
Inputs used
| example_dirs | notebooks |
| has_mcp_signal | no |
| api_schema_files | src/snowflake/snowpark/_internal/proto/ast.proto |
Key facts
339GitHub stars
100contributors
517commits, last 12 months
0days since last push
78releases
7bus factor
121open issues
PyPIpackage ecosystems
Data collection warnings
- deps.dev does not index pypi:snowflake-snowpark-python@1.53.1; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 339 ★ / 0 ⇿
339Stars
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.
Each point covers 5 days.
OpenSSF Scorecard 5.5 / 10
5.5aggregate
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).
| 6 | Binary-Artifacts | binaries present in source code |
| 8 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 0 | CI-Tests | 0 out of 30 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 |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 3 contributing companies or organizations -- score normalized to 10 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow 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 |
| 0 | Security-Policy | security policy file not detected |
| 8 | Signed-Releases | 5 out of the last 5 releases have a total of 5 signed artifacts. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
All dependencies 25
Full resolved dependency set from the GitHub dependency graph: 0 direct and 25 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | cloudpickle | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | mypy-protobuf | — | indirect |
| PyPI | nbmake | — | indirect |
| PyPI | numpy | — | indirect |
| PyPI | numpy | 1.26.3 | indirect |
| PyPI | numpy | 2.3.5 | indirect |
| PyPI | oracledb | — | indirect |
| PyPI | pandas | 2.2.1 | indirect |
| PyPI | pandas | 2.3.3 | indirect |
| PyPI | protobuf | — | indirect |
| PyPI | psutil | — | indirect |
| PyPI | pyodbc | — | indirect |
| PyPI | pytest | — | indirect |
| PyPI | python-dateutil | — | indirect |
| PyPI | pyyaml | — | indirect |
| PyPI | pyyaml | 6.0 | indirect |
| PyPI | scikit-fuzzy | 0.4.2 | indirect |
| PyPI | scikit-learn | — | indirect |
| PyPI | seaborn | — | indirect |
| PyPI | setuptools | — | indirect |
| PyPI | snowflake-connector-python | — | indirect |
| PyPI | typing-extensions | — | indirect |
| PyPI | tzlocal | — | indirect |
| PyPI | wheel | — | indirect |
Dependency advisories 0
This repository publishes no package the index resolves, so its own dependency graph was assessed — 6 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 19 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
No known advisories affect the assessed dependencies.
An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.
Raw JSON report machine-readable
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{
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{
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}
],
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{
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{
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{
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{
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{
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{
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{
"key": "dangerous_workflow",
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{
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"points": 0,
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{
"key": "fuzzing",
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{
"key": "license",
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"key": "maintained",
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{
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{
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{
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{
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"points": 0,
"status": "missed",
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{
"key": "signed_releases",
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"points": 6,
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{
"key": "token_permissions",
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"status": "missed",
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},
{
"key": "vulnerabilities",
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]
},
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"code": "advisories_repo_graph_caveat",
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{
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"components": [
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{
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{
"code": "jurisdiction_evidence_limits",
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],
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"components": [
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"key": "policy_exposure_multiplier",
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"points": 100,
"status": "met",
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"code": "jurisdiction_no_match",
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]
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],
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{
"key": "ai_readiness",
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"value": 81,
"weight": 0,
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"key": "ai_agent_context",
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"code": "excluded_no_data",
"params": {
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"points": 0,
"status": "missed",
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]
},
{
"key": "ai_verify_loop",
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"notes": [
{
"code": "excluded_no_data",
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"points": 22,
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{
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],
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{
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],
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{
"key": "openssf_scorecard_pinned_dependencies",
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]
},
{
"key": "ai_code_legibility",
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"notes": [],
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"components": [
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"key": "type_checkable_code",
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],
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},
{
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"points": 51.1,
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"code": "oversized_source_files",
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]
},
{
"key": "ai_interfaces",
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"notes": [],
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{
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{
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],
"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": [
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],
"report_type": "repository",
"generated_at": "2026-07-21T05:23:23.000748Z",
"schema_version": "0.17.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/s/snowflakedb/snowpark-python.svg",
"full_name": "snowflakedb/snowpark-python",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v0.17.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.