Public recordModerate
Software health reportschema 0.16.0 · metrics 1.13.0 · 2026-07-21 01:26 UTC
mahmoud / glom
☄️ Python's nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it! ☄️
mahmoud/glom holds a health index of 66 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (79/100) and lowest on AI Readiness (40/100). It was last updated 3 days ago. 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
Mahmoud HashemiPersonal account
2,482 followers80 public repossince Sep 2009@hatnote
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish |
|---|---|---|---|---|---|
| PyPI | glom | 25.12.0 | 21,026,103 | 26 | 203 days ago |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
52
Development activity
54Moderate
How it's scored
| 36/36 | Push recency — last push 3 days ago |
| 2.8/36 | Commit cadence — 4/52 weeks with commits |
| 10/18 | Commit volume — 12 commits in the last year |
| 5/10 | OpenSSF Scorecard: Maintained — 6 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5 |
Inputs used
| commits_last_year | 12 |
| human_commit_share | — |
| days_since_last_push | 3 |
| active_weeks_last_year | 4 |
Release discipline
50Moderate
How it's scored
| 16.2/27 | Ships releases — 23 version tags (no GitHub releases) |
| 16.2/36 | Release recency — latest release 203 days ago |
| 12.6/27 | Release cadence — a release every ~218.4 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 23 |
| latest_release_tag | v25.12.0 |
| releases_from_tags | yes |
| days_since_latest_release | 203 |
| mean_days_between_releases | 218.4 |
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?
71
Popularity & adoption
77Good
How it's scored
| 54.1/60 | Stars — 2,159 stars |
| 15.7/25 | Forks — 77 forks |
| 7.2/15 | Watchers — 21 watchers |
Inputs used
| forks | 77 |
| stars | 2,159 |
| watchers | 21 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
44At risk
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 0/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
100Excellent
How it's scored
| 80/80 | Monthly downloads — 21,026,103 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | glom |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 21,026,103 |
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?
62
Maintainer resilience (bus factor)
37At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 4.7/22.5 | Commit distribution — top contributor authored 79% of commits |
| 13.5/13.5 | Contributor breadth — 19 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 19 |
| top_contributor_share | 0.791 |
Issue & PR responsiveness
56Moderate
How it's scored
| 22/46.8 | Issue resolution — 47% of issues closed |
| 33.6/38.3 | PR acceptance — 86/98 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 2/29 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 86 |
| open_issues | 96 |
| closed_issues | 85 |
| issue_closed_ratio | 0.47 |
| closed_unmerged_prs | 12 |
Ownership & stewardship
74Good
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 24.4/25 | Owner reach — 2,482 followers of mahmoud |
| 25/25 | Track record — 80 public repos, account ~16 yr old |
Inputs used
| followers | 2,482 |
| owner_type | User |
| is_verified | — |
| owner_login | mahmoud |
| public_repos | 80 |
| account_age_days | 6,145 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
91Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 26/35 | Publish recency — latest publish 203 days ago |
| 20/20 | Version history — 26 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | glom |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 203 |
Engineering Quality
Are baseline engineering and documentation practices in place?
79
Engineering practices
72Good
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — tox.ini |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 8/20 | OpenSSF Scorecard: CI-Tests — 3 out of 7 merged PRs checked by a CI test -- score normalized to 4 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | no |
| has_linter_config | yes |
| has_precommit_config | no |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://glom.readthedocs.io |
| 10/10 | Repository description |
| 10/10 | Topics — 10 topics |
| 0/10 | Wiki |
Inputs used
| topics | declarative, data, recursion, python, utilities, cli, nested-structures, data-transformation, apis, dictionaries |
| has_wiki | no |
| homepage | https://glom.readthedocs.io |
| 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?
70
Security posture
62Moderate
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 1/2.5 | CI-Tests — 3 out of 7 merged PRs checked by a CI test -- score normalized to 4 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 2/29 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 5/5 | Fuzzing — project is fuzzed |
| 2.2/2.5 | License — license file detected |
| 3.8/7.5 | Maintained — 6 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5 |
| 0/5 | Packaging — no data |
| 1/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
| 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 |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 43 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 6.2 |
Excluded from scoring (no data or not applicable): branch_protection, packaging, signed_releases. Remaining weights renormalized.
Dependency advisories
100Excellent
How it's scored
| 35/35 | Direct dependencies free of known advisories — no direct dependency carries a known advisory |
| 25/25 | Indirect dependencies free of known advisories — no indirect dependency carries a known advisory |
| 0/40 | No advisories left outstanding — no advisory carries a publication date |
Inputs used
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 3 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:glom@25.12.0 runtime dependency closure — what installing the published package pulls in — 3 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.
40
Agent context & guidance
1Critical
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 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 | — |
| agent_instruction_max_bytes | — |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
Verify loop (build / test / typecheck)
65Moderate
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — tox.ini |
| 0/11 | Static type checking |
| 0/10 | Reproducible environment |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 2/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 2 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| 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.
Code legibility for models
53Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 53.3/55 | Manageable file sizes — 1/32 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 89,922 |
| source_files_sampled | 32 |
| oversized_source_files | 1 |
Key facts
2,159GitHub stars
19contributors
12commits, last 12 months
3days since last push
23releases
1bus factor
96open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 6.2 / 10
6.2aggregate
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 |
| 4 | CI-Tests | 3 out of 7 merged PRs checked by a CI test -- score normalized to 4 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 2/29 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 10 | Fuzzing | project is fuzzed |
| 9 | License | license file detected |
| 5 | Maintained | 6 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5 |
| n/a | Packaging | packaging workflow not detected |
| 2 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 2 |
| 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 |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 43 existing vulnerabilities detected |
All dependencies 55
Full resolved dependency set from the GitHub dependency graph: 0 direct and 55 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | alabaster | 0.7.13 | indirect |
| PyPI | atomicwrites | 1.4.1 | indirect |
| PyPI | attrs | — | indirect |
| PyPI | attrs | 24.2.0 | indirect |
| PyPI | babel | 2.11.0 | indirect |
| PyPI | boltons | — | indirect |
| PyPI | boltons | 24.1.0 | indirect |
| PyPI | cachetools | 5.5.0 | indirect |
| PyPI | certifi | 2022.12.7 | indirect |
| PyPI | chardet | 5.2.0 | indirect |
| PyPI | charset-normalizer | 3.0.1 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.2.7 | indirect |
| PyPI | distlib | 0.3.9 | indirect |
| PyPI | docutils | 0.17.1 | indirect |
| PyPI | exceptiongroup | 1.2.2 | indirect |
| PyPI | face | — | indirect |
| PyPI | face | 24.0.0 | indirect |
| PyPI | filelock | 3.12.2 | indirect |
| PyPI | idna | 3.4 | indirect |
| PyPI | imagesize | 1.4.1 | indirect |
| PyPI | importlib-metadata | 6.7.0 | indirect |
| PyPI | iniconfig | 2.0.0 | indirect |
| PyPI | jinja2 | 3.1.2 | indirect |
| PyPI | livereload | 2.6.3 | indirect |
| PyPI | markupsafe | 2.1.1 | indirect |
| PyPI | more-itertools | 9.0.0 | indirect |
| PyPI | packaging | 24.0 | indirect |
| PyPI | platformdirs | 4.0.0 | indirect |
| PyPI | pluggy | 1.2.0 | indirect |
| PyPI | pygments | 2.14.0 | indirect |
| PyPI | pyproject-api | 1.5.3 | indirect |
| PyPI | pytest | 7.4.4 | indirect |
| PyPI | pytz | 2022.7.1 | indirect |
| PyPI | pyyaml | 6.0.1 | indirect |
| PyPI | requests | 2.28.2 | indirect |
| PyPI | six | 1.16.0 | indirect |
| PyPI | snowballstemmer | 2.2.0 | indirect |
| PyPI | sphinx | 5.3.0 | indirect |
| PyPI | sphinx-autobuild | 2021.3.14 | indirect |
| PyPI | sphinx-rtd-theme | 1.1.1 | indirect |
| PyPI | sphinxcontrib-applehelp | 1.0.2 | indirect |
| PyPI | sphinxcontrib-devhelp | 1.0.2 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-qthelp | 1.0.3 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 1.1.5 | indirect |
| PyPI | toml | 0.10.2 | indirect |
| PyPI | tomli | 2.0.1 | indirect |
| PyPI | tornado | 6.2 | indirect |
| PyPI | tox | 4.8.0 | indirect |
| PyPI | typing-extensions | 4.7.1 | indirect |
| PyPI | urllib3 | 1.26.14 | indirect |
| PyPI | virtualenv | 20.26.6 | indirect |
| PyPI | zipp | 3.15.0 | indirect |
Dependency advisories 0
Installing pypi:glom@25.12.0 pulls in 3 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
{
"data": {
"repo": {
"topics": [
"declarative",
"data",
"recursion",
"python",
"utilities",
"cli",
"nested-structures",
"data-transformation",
"apis",
"dictionaries"
],
"is_fork": false,
"size_kb": 1174,
"has_wiki": false,
"homepage": "https://glom.readthedocs.io",
"languages": {
"Python": 313655
},
"pushed_at": "2026-07-17T18:49:45Z",
"created_at": "2018-04-18T06:03:24Z",
"owner_type": "User",
"updated_at": "2026-07-17T18:51:03Z",
"description": "☄️ Python's nested data operator (and CLI), for all your declarative restructuring needs. Got data? Glom it! ☄️",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "master",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://sedimental.org",
"name": "Mahmoud Hashemi",
"type": "User",
"login": "mahmoud",
"company": "@hatnote",
"location": "San Francisco, CA",
"followers": 2482,
"avatar_url": "https://avatars.githubusercontent.com/u/130193?v=4",
"created_at": "2009-09-23T00:54:13Z",
"is_verified": null,
"public_repos": 80,
"account_age_days": 6145
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases_count": 23,
"commits_last_year": 12,
"latest_release_at": "2025-12-29T06:28:29Z",
"latest_release_tag": "v25.12.0",
"releases_from_tags": true,
"days_since_last_push": 3,
"active_weeks_last_year": 4,
"days_since_latest_release": 203,
"mean_days_between_releases": 218.4
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 57,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "glom",
"exists": true,
"license": null,
"keywords": [
"Development Status :: 5 - Production/Stable",
"Intended Audience :: Developers",
"License :: OSI Approved :: BSD License",
"Programming Language :: Python :: 3.10",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Programming Language :: Python :: 3.7",
"Programming Language :: Python :: 3.8",
"Programming Language :: Python :: 3.9",
"Programming Language :: Python :: Implementation :: CPython",
"Programming Language :: Python :: Implementation :: PyPy",
"Topic :: Software Development :: Libraries",
"Topic :: Utilities"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/glom/",
"is_deprecated": false,
"latest_version": "25.12.0",
"repository_url": "https://github.com/mahmoud/glom",
"versions_count": 26,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": 21026103,
"first_published_at": "2018-04-18T06:00:23.010580Z",
"latest_published_at": "2025-12-29T06:29:07.274389Z",
"latest_version_yanked": null,
"days_since_latest_publish": 203
}
]
},
"popularity": {
"forks": 77,
"stars": 2159,
"watchers": 21,
"open_issues_and_prs": 123
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [
"docs/Makefile"
],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 89922,
"source_files_sampled": 32,
"oversized_source_files": 1,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"docs/requirements-rtd.txt",
"requirements.txt",
"setup.py"
],
"advisories": {
"error": null,
"scope": "published_package",
"source": "osv",
"findings": [],
"collected": true,
"truncated": false,
"by_severity": {},
"advisory_count": 0,
"affected_count": 0,
"assessed_count": 3,
"assessed_package": "pypi:glom@25.12.0",
"unassessed_count": 0,
"direct_affected_count": 0
},
"ecosystems": [
"pypi"
],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "alabaster",
"direct": false,
"version": "0.7.13",
"ecosystem": "pypi"
},
{
"name": "atomicwrites",
"direct": false,
"version": "1.4.1",
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "attrs",
"direct": false,
"version": "24.2.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.11.0",
"ecosystem": "pypi"
},
{
"name": "boltons",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "boltons",
"direct": false,
"version": "24.1.0",
"ecosystem": "pypi"
},
{
"name": "cachetools",
"direct": false,
"version": "5.5.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2022.12.7",
"ecosystem": "pypi"
},
{
"name": "chardet",
"direct": false,
"version": "5.2.0",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.0.1",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.2.7",
"ecosystem": "pypi"
},
{
"name": "distlib",
"direct": false,
"version": "0.3.9",
"ecosystem": "pypi"
},
{
"name": "docutils",
"direct": false,
"version": "0.17.1",
"ecosystem": "pypi"
},
{
"name": "exceptiongroup",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "face",
"direct": false,
"version": null,
"ecosystem": "pypi"
},
{
"name": "face",
"direct": false,
"version": "24.0.0",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.12.2",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.4",
"ecosystem": "pypi"
},
{
"name": "imagesize",
"direct": false,
"version": "1.4.1",
"ecosystem": "pypi"
},
{
"name": "importlib-metadata",
"direct": false,
"version": "6.7.0",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.0.0",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.2",
"ecosystem": "pypi"
},
{
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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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{
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{
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{
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{
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{
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},
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"avatar_url": "https://avatars.githubusercontent.com/u/130193?v=4"
},
{
"type": "User",
"login": "kurtbrose",
"commits": 146,
"avatar_url": "https://avatars.githubusercontent.com/u/543934?v=4"
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{
"type": "User",
"login": "dfezzie",
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"avatar_url": "https://avatars.githubusercontent.com/u/11394456?v=4"
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{
"type": "User",
"login": "ypankovych",
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"avatar_url": "https://avatars.githubusercontent.com/u/31005942?v=4"
},
{
"type": "User",
"login": "mborus",
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"avatar_url": "https://avatars.githubusercontent.com/u/5249529?v=4"
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{
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"login": "andriyor",
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"avatar_url": "https://avatars.githubusercontent.com/u/11459840?v=4"
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{
"type": "User",
"login": "hynek",
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"avatar_url": "https://avatars.githubusercontent.com/u/41240?v=4"
},
{
"type": "User",
"login": "Julian",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/329822?v=4"
},
{
"type": "Bot",
"login": "dependabot[bot]",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/in/29110?v=4"
},
{
"type": "User",
"login": "hinnefe2",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/10620443?v=4"
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],
"contributors_sampled": 19,
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"has_tests": true,
"ci_workflows": [
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"has_docs_dir": true,
"linter_configs": [
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"has_editorconfig": false,
"has_linter_config": true,
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"checks": [
{
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{
"name": "Branch-Protection",
"score": null,
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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{
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{
"name": "CII-Best-Practices",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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{
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{
"name": "Contributors",
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},
{
"name": "Dangerous-Workflow",
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"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
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"reason": "update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
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"reason": "project is fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
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"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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{
"name": "Maintained",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": null,
"reason": "packaging workflow not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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{
"name": "Pinned-Dependencies",
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"reason": "dependency not pinned by hash detected -- score normalized to 2",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
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{
"name": "SAST",
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
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"reason": "security policy file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
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"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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{
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"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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{
"name": "Vulnerabilities",
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"reason": "43 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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],
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"has_dependabot_config": false
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},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
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"source": {
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"metrics": {
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"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
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"inputs": {
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"vitality": 52,
"community": 71,
"governance": 62,
"engineering": 79
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"components": []
},
"categories": [
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"name": "Vitality",
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"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
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"note": null,
"notes": [],
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"inputs": {
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"human_commit_share": null,
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"components": [
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{
"key": "commit_volume",
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"key": "openssf_scorecard_maintained",
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]
},
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"key": "release_discipline",
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"notes": [
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"components": [
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{
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{
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{
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]
},
{
"key": "abandonment",
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"note": null,
"notes": [],
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"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
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"components": [
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"key": "project_is_still_maintained",
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"points": 100,
"status": "met",
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]
}
],
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{
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"weight": 0.18,
"metrics": [
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"key": "popularity",
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"note": null,
"notes": [],
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"inputs": {
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"stars": 2159,
"watchers": 21,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
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"components": [
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"key": "stars",
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"points": 54.1,
"status": "partial",
"details": [
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"code": "stars",
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}
],
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{
"key": "forks",
"name": "Forks",
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"points": 15.7,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
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}
],
"max_points": 25
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{
"key": "watchers",
"name": "Watchers",
"detail": "21 watchers",
"points": 7.2,
"status": "partial",
"details": [
{
"code": "watchers",
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}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "at_risk",
"name": "Community health",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
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"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "excellent",
"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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],
"value": 100,
"inputs": {
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 21026103
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"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
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"points": 80,
"status": "met",
"details": [
{
"code": "downloads_monthly",
"params": {
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"ecosystems": "pypi"
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}
],
"max_points": 80
},
{
"key": "registry_dependents",
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"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 62,
"weight": 0.24,
"metrics": [
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"key": "maintainer_resilience",
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"note": null,
"notes": [],
"value": 37,
"inputs": {
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"top_contributor_share": 0.791
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
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"code": "bus_factor",
"params": {
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}
],
"max_points": 54
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{
"key": "commit_distribution",
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"detail": "top contributor authored 79% of commits",
"points": 4.7,
"status": "partial",
"details": [
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"code": "top_contributor_share",
"params": {
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "19 contributors",
"points": 13.5,
"status": "met",
"details": [
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"code": "contributors_sampled",
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}
],
"max_points": 13.5
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{
"key": "openssf_scorecard_contributors",
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"points": 10,
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"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "moderate",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 56,
"inputs": {
"merged_prs": 86,
"open_issues": 96,
"closed_issues": 85,
"issue_closed_ratio": 0.47,
"closed_unmerged_prs": 12
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "47% of issues closed",
"points": 22,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 47
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}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "86/98 decided PRs merged",
"points": 33.6,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 86,
"decided": 98
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}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
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"detail": "Found 2/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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]
},
{
"key": "stewardship",
"band": "good",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 74,
"inputs": {
"followers": 2482,
"owner_type": "User",
"is_verified": null,
"owner_login": "mahmoud",
"public_repos": 80,
"account_age_days": 6145
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "2,482 followers of mahmoud",
"points": 24.4,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 2482,
"login": "mahmoud"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "80 public repos, account ~16 yr old",
"points": 25,
"status": "met",
"details": [
{
"code": "public_repos",
"params": {
"count": 80
}
},
{
"code": "account_age_years",
"params": {
"years": 16
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 91,
"inputs": {
"packages": [
"glom"
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"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 203
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 203 days ago",
"points": 26,
"status": "partial",
"details": [
{
"code": "publish_recency",
"params": {
"days": 203
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "26 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 26
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
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"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "good",
"name": "Engineering Quality",
"value": 79,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "good",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": "tox.ini",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "tox.ini"
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],
"max_points": 16
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{
"key": "pre_commit_hooks",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "3 out of 7 merged PRs checked by a CI test -- score normalized to 4",
"points": 8,
"status": "partial",
"details": [],
"max_points": 20
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]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
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"data",
"recursion",
"python",
"utilities",
"cli",
"nested-structures",
"data-transformation",
"apis",
"dictionaries"
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"has_wiki": false,
"homepage": "https://glom.readthedocs.io",
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
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{
"key": "documentation_directory",
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"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
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"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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{
"key": "topics",
"name": "Topics",
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"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 10
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 70,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"packaging",
"signed_releases"
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},
{
"code": "weights_renormalized",
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],
"value": 62,
"inputs": {
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"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 6.2
},
"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": "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",
"points": 0,
"status": "excluded",
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{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
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{
"key": "ci_tests",
"name": "CI-Tests",
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"points": 1,
"status": "partial",
"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 2/29 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
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"points": 2.5,
"status": "met",
"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 fuzzed",
"points": 5,
"status": "met",
"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": "6 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 5",
"points": 3.8,
"status": "partial",
"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
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{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 2",
"points": 1,
"status": "partial",
"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
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{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
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{
"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": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "43 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:glom@25.12.0 runtime dependency closure — what installing the published package pulls in — 3 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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},
{
"code": "weights_renormalized",
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},
{
"code": "advisories_scope_published",
"params": {
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"assessed": 3
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
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"advisories": 0,
"affected_packages": 0,
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"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 3,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
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"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
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"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
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"Iran",
"North Korea"
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"review_only_matches": 0,
"assessed_self_published_locations": 9
},
"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": "at_risk",
"name": "AI Readiness",
"value": 40,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "critical",
"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": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 1,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"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",
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"name": "Verify loop (build / test / typecheck)",
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"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 65,
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"has_tests": true,
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"typed_language": false,
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"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
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}
],
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},
{
"key": "automated_tests",
"name": "Automated tests",
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"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": "tox.ini",
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"status": "met",
"details": [
{
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"params": {
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}
],
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},
{
"key": "static_type_checking",
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"points": 0,
"status": "missed",
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},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
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"points": 0,
"status": "excluded",
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{
"code": "no_data",
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],
"max_points": 10
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{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
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"max_points": 8
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{
"key": "openssf_scorecard_pinned_dependencies",
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"points": 2,
"status": "partial",
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]
},
{
"key": "ai_code_legibility",
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"note": null,
"notes": [],
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"inputs": {
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"source_files_sampled": 32,
"oversized_source_files": 1
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"components": [
{
"key": "type_checkable_code",
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"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
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],
"max_points": 45
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{
"key": "manageable_file_sizes",
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"points": 53.3,
"status": "partial",
"details": [
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"code": "oversized_source_files",
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"sampled": 32,
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],
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]
}
],
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"generated_at": "2026-07-21T01:26:52.631036Z",
"schema_version": "0.16.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/mahmoud/glom.svg",
"full_name": "mahmoud/glom",
"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 v0.16.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.