Public recordModerate
Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 20:42 UTC
10x-software / py10x
10x-software/py10x holds a health index of 66 out of 100, placing it in the Moderate band. It scores highest on Vitality (93/100) and lowest on AI Readiness (46/100). It was last updated today. A single contributor accounts for most of its recent work.
66
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.
66
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
10x-softwareOrganization
1 follower2 public repossince Dec 2023
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 |
|---|---|---|---|---|---|
| PyPI | py10x-core | 0.2.2 | 3,876 | 40 | 64 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
93
Development activity
96Excellent
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 32.5/36 | Commit cadence — 47/52 weeks with commits |
| 18/18 | Commit volume — 868 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 | 868 |
| human_commit_share | 0.96 |
| days_since_last_push | 0 |
| active_weeks_last_year | 47 |
Release discipline
88Excellent
How it's scored
| 16.2/27 | Ships releases — 15 version tags (no GitHub releases) |
| 36/36 | Release recency — latest release 64 days ago |
| 27/27 | Release cadence — a release every ~11.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 15 |
| latest_release_tag | v0.2.2 |
| releases_from_tags | yes |
| days_since_latest_release | 64 |
| mean_days_between_releases | 11.3 |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
52
Popularity & adoption
19Critical
How it's scored
| 19.1/60 | Stars — 16 stars |
| 0/25 | Forks — 0 forks |
| 0/15 | Watchers — 2 watchers |
Inputs used
| forks | 0 |
| stars | 16 |
| watchers | 2 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
85Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MIT) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
60Moderate
How it's scored
| 47.8/80 | Monthly downloads — 3,876 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | py10x-core |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 3,876 |
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?
48
Maintainer resilience (bus factor)
21Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 6.2/22.5 | Commit distribution — top contributor authored 72% of commits |
| 5.4/13.5 | Contributor breadth — 4 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0.724 |
Issue & PR responsiveness
47At risk
How it's scored
| 0/46.8 | Issue resolution — no issues or no data |
| 24.9/38.3 | PR acceptance — 41/63 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/26 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 41 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 22 |
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
Ownership & stewardship
41At risk
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 2.2/25 | Owner reach — 1 followers of 10x-software |
| 8.7/25 | Track record — 2 public repos, account ~2 yr old |
Inputs used
| followers | 1 |
| owner_type | Organization |
| is_verified | — |
| owner_login | 10x-software |
| public_repos | 2 |
| account_age_days | 952 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 64 days ago |
| 20/20 | Version history — 40 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | py10x-core |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 64 |
Engineering Quality
Are baseline engineering and documentation practices in place?
72
Engineering practices
84Good
How it's scored
| 24/24 | CI workflows — 3 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — ruff.toml |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
55Moderate
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 0/10 | Repository description |
| 0/10 | Topics |
| 0/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | no |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | no |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
63
Security posture
59Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 6 out of 6 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/26 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 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 |
| 2.5/2.5 | 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 |
| 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 |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 5.9 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
Dependency advisories
79Good
How it's scored
| 14/35 | Direct dependencies free of known advisories — 1 affected: cryptography 46.0.7 (high 7.5) |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 40/40 | No advisories left outstanding — no advisory has been public longer than 90 days |
Inputs used
| source | osv |
| advisories | 1 |
| affected_packages | 1 |
| assessed_packages | 49 |
| unassessed_packages | 0 |
| affected_by_severity | high 1 |
| direct_affected_packages | 1 |
Matched the pypi:py10x-core@0.2.2 runtime dependency closure — what installing the published package pulls in — 49 packages. 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.
46
Agent context & guidance
49At risk
How it's scored
| 45/45 | Agent instructions — AGENTS.md, CLAUDE.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 4.4/40 | Legible commit history — 8 of 96 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.083 |
| agent_instruction_files | AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 9,933 |
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — ruff.toml |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 2/10 | Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 4 of the last 100 commits are automated dependency updates |
| 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 | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0.01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.04 |
Code legibility for models
54Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 54.5/55 | Manageable file sizes — 3/305 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 162,526 |
| source_files_sampled | 305 |
| oversized_source_files | 3 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
16GitHub stars
4contributors
868commits, last 12 months
0days since last push
15releases
1bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
OpenSSF Scorecard 5.9 / 10
5.9aggregate
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 |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 6 out of 6 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/26 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | 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 |
| 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 |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Direct dependencies 18
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | py10x-kernel | (>=0.2.1rc31,<0.2.1rc32) | pyproject.toml |
| PyPI | py10x-infra | (>=0.2.1rc28,<0.2.1rc29) | pyproject.toml |
| PyPI | importlib-resources | (>=6.5.2,<6.6.0) | pyproject.toml |
| PyPI | numpy | >=2.2.2,<2.5.0 | pyproject.toml |
| PyPI | python-dateutil | (>=2.9.0,<2.10.0) | pyproject.toml |
| PyPI | cryptography | >=45.0.7,<49.1.0 | pyproject.toml |
| PyPI | pymongo | (>=4.7.3) | pyproject.toml |
| PyPI | typing-extensions | >=4.15.0 | pyproject.toml |
| PyPI | scipy | >=1.15.3 | pyproject.toml |
| PyPI | keyring | >=25.6.0 | pyproject.toml |
| PyPI | requests | >=2.32.5 | pyproject.toml |
| PyPI | hatchling | >=1.27.0 | pyproject.toml |
| PyPI | hatch-build-scripts | >=1.0.0 | pyproject.toml |
| PyPI | polars | >=1.38.1 | pyproject.toml |
| PyPI | ibis-framework | >=12.0.0 | pyproject.toml |
| PyPI | adbc-driver-manager | >=1.10.0 | pyproject.toml |
| PyPI | psutil | >=5.9.7 | pyproject.toml |
| PyPI | uuid6 | >=2025.0.1 | pyproject.toml |
All dependencies 45
Full resolved dependency set from the GitHub dependency graph: 18 direct and 27 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | adbc-driver-manager | — | direct |
| PyPI | cryptography | — | direct |
| PyPI | hatch-build-scripts | — | direct |
| PyPI | hatchling | — | direct |
| PyPI | ibis-framework | — | direct |
| PyPI | importlib-resources | — | direct |
| PyPI | keyring | — | direct |
| PyPI | numpy | — | direct |
| PyPI | polars | — | direct |
| PyPI | psutil | — | direct |
| PyPI | py10x-infra | — | direct |
| PyPI | py10x-kernel | — | direct |
| PyPI | pymongo | — | direct |
| PyPI | python-dateutil | — | direct |
| PyPI | requests | — | direct |
| PyPI | scipy | — | direct |
| PyPI | typing-extensions | — | direct |
| PyPI | uuid6 | — | direct |
| PyPI | aiofiles | — | indirect |
| PyPI | alt-pytest-asyncio | 0.9.5 | indirect |
| PyPI | asyncio-atexit | — | indirect |
| PyPI | cmake | — | indirect |
| PyPI | cython | — | indirect |
| PyPI | editables | — | indirect |
| PyPI | jax | — | indirect |
| PyPI | licensecheck | — | indirect |
| PyPI | matplotlib | — | indirect |
| PyPI | ninja | — | indirect |
| PyPI | numba | — | indirect |
| PyPI | packaging | — | indirect |
| PyPI | playwright | — | indirect |
| PyPI | pyqt6 | 6.8.1 | indirect |
| PyPI | pyqt6-qt6 | 6.8.2 | indirect |
| PyPI | pyqt6-sip | 13.10.0 | indirect |
| PyPI | pytest | — | indirect |
| PyPI | pytest-cov | — | indirect |
| PyPI | pytest-mock | — | indirect |
| PyPI | rio-ui | 0.12.2 | indirect |
| PyPI | ruff | — | indirect |
| PyPI | scikit-build-core | — | indirect |
| PyPI | setuptools-scm | — | indirect |
| PyPI | tccbox | — | indirect |
| PyPI | tomlkit | — | indirect |
| PyPI | uv | — | indirect |
| PyPI | webview-proc | — | indirect |
Dependency advisories 1
Installing pypi:py10x-core@0.2.2 pulls in 49 packages, direct and transitive: 1 carry known advisories, of which 1 are direct dependencies.
| Package | Version | Relation | Severity | Advisories | Fixed in |
|---|---|---|---|---|---|
| cryptography | 46.0.7 | direct | high | 1 | 48.0.1 |
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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"created_at": "2025-02-07T21:03:11Z",
"owner_type": "Organization",
"updated_at": "2026-07-22T20:32:39Z",
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},
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},
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"recent_commits": [
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"source": {
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{
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{
"key": "watchers",
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]
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{
"key": "community_health",
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"note": null,
"notes": [],
"value": 85,
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
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{
"key": "license",
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{
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{
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{
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"key": "pr_template",
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"status": "missed",
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"notes": [
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{
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"components": [
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"status": "partial",
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],
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{
"key": "registry_dependents",
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"status": "excluded",
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]
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{
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"notes": [],
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"components": [
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"status": "partial",
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{
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{
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{
"key": "openssf_scorecard_contributors",
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"notes": [
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}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 v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.