Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-17 08:31 UTC

flext-sh / flext-core

FLX Framework module: flext-core

PythonMIT★ 1 star⑂ 0 forkssince Jun 2025View on GitHub ↗
KindLibraryCommand-line toolhow this is determined

flext-sh/flext-core holds a health index of 71 out of 100, placing it in the Good band. It scores highest on Engineering Quality (91/100) and lowest on Community & Adoption (33/100). It was last updated today. A single contributor accounts for most of its recent work.

71
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

71
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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.

The weighted overall 63 is calibrated to 71 on the published index scale (record calibration 2026-08-02).

Ownership

flext-shOrganization
0 followers46 public repossince Jun 2025

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIflext-core0.12.0.dev0821205 days agoclean-architecturedddenterpriseflextmodernsolid

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

87Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
30.5/36Commit cadence — 44/52 weeks with commits
18/18Commit volume — 3,363 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year3,363
human_commit_share1
days_since_last_push0
active_weeks_last_year44
How it's scored
27/27Ships releases — 1 releases published
36/36Release recency — latest release 12 days ago
12.6/27Release cadence — cadence unknown (single release)
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count1
latest_release_tagv0.12.0
releases_from_tagsno
days_since_latest_release12
mean_days_between_releases—

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

33At Risk · 17% of overall
How it's scored
0/60Stars — 1 stars
0/25Forks — 0 forks
0/15Watchers — 0 watchers
Inputs used
forks0
stars1
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno
How it's scored
25.6/80Monthly downloads — 82 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesflext-core
dependents—
ecosystemspypi
total_downloads—
monthly_downloads82
unverified_packages_excluded—
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?

38Weak · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
10/22.5Commit distribution — top contributor authored 56% of commits
4.1/13.5Contributor breadth — 3 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.556
How it's scored
0/42Issue resolution — 0% of issues closed
15.1/30PR acceptance — 238/474 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs238
open_issues1
closed_issues0
prs_merged_7d25
prs_decided_7d28
prs_merged_30d51
prs_decided_30d56
issue_closed_ratio0
closed_unmerged_prs236
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
0/25Owner reach — 0 followers of flext-sh
14.6/25Track record — 46 public repos, account ~1 yr old
Inputs used
followers0
owner_typeOrganization
is_verifiedno
owner_loginflext-sh
public_repos46
account_age_days444
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
26/35Publish recency — latest publish 205 days ago
4/20Version history — 1 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesflext-core
ecosystemspypi
any_deprecatedno
min_days_since_publish205

Engineering Quality

Are baseline engineering and documentation practices in place?

91Excellent · 19% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://github.com/flext-sh/flext-core/blob/main/README.md
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics—
has_wikiyes
homepage—
docs_sitehttps://github.com/flext-sh/flext-core/blob/main/README.md
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

61Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — no data
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — no SAST tool detected
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.1
Excluded from scoring (no data or not applicable): CI-Tests, Packaging. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages29
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:flext-core@0.12.0.dev0 runtime dependency closure — what installing the published package pulls in — 29 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

83Excellent · 4% of overall
How it's scored
45/45Agent instructions — .cursor/rules/.agents-governance.json, .cursor/rules/architecture--engineering-core.mdc, .cursor/rules/architecture--generalized-abstraction.mdc, .cursor/rules/architecture--governance-artifact-composition.mdc, .cursor/rules/communication--caveman.mdc, .cursor/rules/coordination--fix-forward-collaboration.mdc, .cursor/rules/coordination--multiagent-edit-breadcrumb.mdc, .cursor/rules/coordination--operator-precedence.mdc, .cursor/rules/coordination--plan-topic-monopoly.mdc, .cursor/rules/coordination--session-governance.mdc, .cursor/rules/coordination--shared-venv-guard.mdc, .cursor/rules/ethics--professional-integrity.mdc, .cursor/rules/git--destructive-git-guard.mdc, .cursor/rules/python--config-settings-ssot.mdc, .cursor/rules/python--no-hidden-errors.mdc, .cursor/rules/python.mdc, .cursor/rules/runtime--atomic-effects.mdc, .cursor/rules/runtime--causal-subprocess.mdc, .cursor/rules/runtime--fail-loud.mdc, .cursor/rules/runtime--no-fallback.mdc, .cursor/rules/runtime--no-keyring.mdc, .cursor/rules/runtime--preflight-before-effects.mdc, .cursor/rules/runtime--required-environment.mdc, .cursor/rules/runtime--strict-execution.mdc, .cursor/rules/runtime--zero-residue.mdc, .cursor/rules/rust.mdc, .cursor/rules/security--prompt-defense.mdc, .cursor/rules/security--scanner-closure.mdc, .cursor/rules/security--supply-chain.mdc, .cursor/rules/shell--bash-guard-chaining-precision.mdc, .cursor/rules/storage.mdc, .cursor/rules/testing--observable-runtime.mdc, .cursor/rules/typescript.mdc, .cursor/rules/workflow--canonical-commands.mdc, .cursor/rules/workflow--generators-not-projections.mdc, .cursor/rules/workflow--living-documentation.mdc, .cursor/rules/workflow--runtime-is-reality.mdc, .github/instructions/.agents-governance.json, .github/instructions/architecture--engineering-core.instructions.md, .github/instructions/architecture--generalized-abstraction.instructions.md, .github/instructions/architecture--governance-artifact-composition.instructions.md, .github/instructions/communication--caveman.instructions.md, .github/instructions/coordination--fix-forward-collaboration.instructions.md, .github/instructions/coordination--multiagent-edit-breadcrumb.instructions.md, .github/instructions/coordination--operator-precedence.instructions.md, .github/instructions/coordination--plan-topic-monopoly.instructions.md, .github/instructions/coordination--session-governance.instructions.md, .github/instructions/coordination--shared-venv-guard.instructions.md, .github/instructions/ethics--professional-integrity.instructions.md, .github/instructions/git--destructive-git-guard.instructions.md, .github/instructions/python--config-settings-ssot.instructions.md, .github/instructions/python--no-hidden-errors.instructions.md, .github/instructions/python.instructions.md, .github/instructions/runtime--atomic-effects.instructions.md, .github/instructions/runtime--causal-subprocess.instructions.md, .github/instructions/runtime--fail-loud.instructions.md, .github/instructions/runtime--no-fallback.instructions.md, .github/instructions/runtime--no-keyring.instructions.md, .github/instructions/runtime--preflight-before-effects.instructions.md, .github/instructions/runtime--required-environment.instructions.md, .github/instructions/runtime--strict-execution.instructions.md, .github/instructions/runtime--zero-residue.instructions.md, .github/instructions/rust.instructions.md, .github/instructions/security--prompt-defense.instructions.md, .github/instructions/security--scanner-closure.instructions.md, .github/instructions/security--supply-chain.instructions.md, .github/instructions/shell--bash-guard-chaining-precision.instructions.md, .github/instructions/storage.instructions.md, .github/instructions/testing--observable-runtime.instructions.md, .github/instructions/typescript.instructions.md, .github/instructions/workflow--canonical-commands.instructions.md, .github/instructions/workflow--generators-not-projections.instructions.md, .github/instructions/workflow--living-documentation.instructions.md, .github/instructions/workflow--runtime-is-reality.instructions.md, AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
25.6/40Legible commit history — 48 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.48
agent_instruction_files.cursor/rules/.agents-governance.json, .cursor/rules/architecture--engineering-core.mdc, .cursor/rules/architecture--generalized-abstraction.mdc, .cursor/rules/architecture--governance-artifact-composition.mdc, .cursor/rules/communication--caveman.mdc, .cursor/rules/coordination--fix-forward-collaboration.mdc, .cursor/rules/coordination--multiagent-edit-breadcrumb.mdc, .cursor/rules/coordination--operator-precedence.mdc, .cursor/rules/coordination--plan-topic-monopoly.mdc, .cursor/rules/coordination--session-governance.mdc, .cursor/rules/coordination--shared-venv-guard.mdc, .cursor/rules/ethics--professional-integrity.mdc, .cursor/rules/git--destructive-git-guard.mdc, .cursor/rules/python--config-settings-ssot.mdc, .cursor/rules/python--no-hidden-errors.mdc, .cursor/rules/python.mdc, .cursor/rules/runtime--atomic-effects.mdc, .cursor/rules/runtime--causal-subprocess.mdc, .cursor/rules/runtime--fail-loud.mdc, .cursor/rules/runtime--no-fallback.mdc, .cursor/rules/runtime--no-keyring.mdc, .cursor/rules/runtime--preflight-before-effects.mdc, .cursor/rules/runtime--required-environment.mdc, .cursor/rules/runtime--strict-execution.mdc, .cursor/rules/runtime--zero-residue.mdc, .cursor/rules/rust.mdc, .cursor/rules/security--prompt-defense.mdc, .cursor/rules/security--scanner-closure.mdc, .cursor/rules/security--supply-chain.mdc, .cursor/rules/shell--bash-guard-chaining-precision.mdc, .cursor/rules/storage.mdc, .cursor/rules/testing--observable-runtime.mdc, .cursor/rules/typescript.mdc, .cursor/rules/workflow--canonical-commands.mdc, .cursor/rules/workflow--generators-not-projections.mdc, .cursor/rules/workflow--living-documentation.mdc, .cursor/rules/workflow--runtime-is-reality.mdc, .github/instructions/.agents-governance.json, .github/instructions/architecture--engineering-core.instructions.md, .github/instructions/architecture--generalized-abstraction.instructions.md, .github/instructions/architecture--governance-artifact-composition.instructions.md, .github/instructions/communication--caveman.instructions.md, .github/instructions/coordination--fix-forward-collaboration.instructions.md, .github/instructions/coordination--multiagent-edit-breadcrumb.instructions.md, .github/instructions/coordination--operator-precedence.instructions.md, .github/instructions/coordination--plan-topic-monopoly.instructions.md, .github/instructions/coordination--session-governance.instructions.md, .github/instructions/coordination--shared-venv-guard.instructions.md, .github/instructions/ethics--professional-integrity.instructions.md, .github/instructions/git--destructive-git-guard.instructions.md, .github/instructions/python--config-settings-ssot.instructions.md, .github/instructions/python--no-hidden-errors.instructions.md, .github/instructions/python.instructions.md, .github/instructions/runtime--atomic-effects.instructions.md, .github/instructions/runtime--causal-subprocess.instructions.md, .github/instructions/runtime--fail-loud.instructions.md, .github/instructions/runtime--no-fallback.instructions.md, .github/instructions/runtime--no-keyring.instructions.md, .github/instructions/runtime--preflight-before-effects.instructions.md, .github/instructions/runtime--required-environment.instructions.md, .github/instructions/runtime--strict-execution.instructions.md, .github/instructions/runtime--zero-residue.instructions.md, .github/instructions/rust.instructions.md, .github/instructions/security--prompt-defense.instructions.md, .github/instructions/security--scanner-closure.instructions.md, .github/instructions/security--supply-chain.instructions.md, .github/instructions/shell--bash-guard-chaining-precision.instructions.md, .github/instructions/storage.instructions.md, .github/instructions/testing--observable-runtime.instructions.md, .github/instructions/typescript.instructions.md, .github/instructions/workflow--canonical-commands.instructions.md, .github/instructions/workflow--generators-not-projections.instructions.md, .github/instructions/workflow--living-documentation.instructions.md, .github/instructions/workflow--runtime-is-reality.instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes18,389
How it's scored
18/18One-command bootstrap — .mise.toml, Makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — examples/_models/py.typed, examples/py.typed, src/flext_core/_constants/py.typed, src/flext_core/_exceptions/py.typed, src/flext_core/_models/_context/py.typed, src/flext_core/_models/py.typed, src/flext_core/_protocols/py.typed, src/flext_core/_typings/py.typed, src/flext_core/_utilities/py.typed, src/flext_core/py.typed, tests/_constants/py.typed, tests/_models/_mixins/py.typed, tests/_models/py.typed, tests/_utilities/py.typed, tests/benchmark/py.typed, tests/integration/py.typed, tests/py.typed, tests/unit/_enforcement_integration_fixtures/py.typed, tests/unit/_models/py.typed, tests/unit/_utilities/py.typed, tests/unit/py.typed
10/10Reproducible environment — Dockerfile
10/10Demonstrated agent practice — 10 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles—
has_dockerfileyes
typed_languageno
bootstrap_files.mise.toml, Makefile
has_devcontainerno
has_linter_configyes
typecheck_configsexamples/_models/py.typed, examples/py.typed, src/flext_core/_constants/py.typed, src/flext_core/_exceptions/py.typed, src/flext_core/_models/_context/py.typed, src/flext_core/_models/py.typed, src/flext_core/_protocols/py.typed, src/flext_core/_typings/py.typed, src/flext_core/_utilities/py.typed, src/flext_core/py.typed, tests/_constants/py.typed, tests/_models/_mixins/py.typed, tests/_models/py.typed, tests/_utilities/py.typed, tests/benchmark/py.typed, tests/integration/py.typed, tests/py.typed, tests/unit/_enforcement_integration_fixtures/py.typed, tests/unit/_models/py.typed, tests/unit/_utilities/py.typed, tests/unit/py.typed
agent_commit_share0.1
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (examples/_models/py.typed, examples/py.typed, src/flext_core/_constants/py.typed, src/flext_core/_exceptions/py.typed, src/flext_core/_models/_context/py.typed, src/flext_core/_models/py.typed, src/flext_core/_protocols/py.typed, src/flext_core/_typings/py.typed, src/flext_core/_utilities/py.typed, src/flext_core/py.typed, tests/_constants/py.typed, tests/_models/_mixins/py.typed, tests/_models/py.typed, tests/_utilities/py.typed, tests/benchmark/py.typed, tests/integration/py.typed, tests/py.typed, tests/unit/_enforcement_integration_fixtures/py.typed, tests/unit/_models/py.typed, tests/unit/_utilities/py.typed, tests/unit/py.typed)
55/55Manageable file sizes — 0/619 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes25,088
source_files_sampled619
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

1GitHub stars
3contributors
3,363commits, last 12 months
0days since last push
1releases
1bus factor
1open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'flext-core' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download figures for flext-core carried forward from the previous scan (stats endpoint unavailable this scan)
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

More detail

OpenSSF Scorecard 5.1 / 10
5.1aggregate

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).Scorecard v5.5.0 · 2026-09-17 08:31 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTno SAST tool detected
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 9
RegistryPackageVersion constraintManifest
PyPIannotated-types>=0.8.0pyproject.toml
PyPIbeartype>=0.22.9pyproject.toml
PyPIdependency-injector>=4.49.1pyproject.toml
PyPIpackaging>=26.3pyproject.toml
PyPIpydantic>=2.13.5pyproject.toml
PyPIpydantic-settings>=2.15.0pyproject.toml
PyPIpyyaml>=6.0.3pyproject.toml
PyPIstructlog>=25.5.0,<26pyproject.toml
PyPItyping-extensions>=4.16.0pyproject.toml
All dependencies not collected

The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Dependency advisories 0

Installing pypi:flext-core@0.12.0.dev0 pulls in 29 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

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

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

The message is kept through sign-in.

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 v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — PyPI.