Public recordExcellent
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-07-29 18:23 UTC
61418 / boto3-refresh-session
A drop-in replacement for boto3.Session named RefreshableSession. It automatically refreshes temporary AWS credentials, caches clients, and natively supports MFA providers. It also supports automatic temporary AWS security credential refresh for STS, IOT Core, and custom credential callables.
61418/boto3-refresh-session holds a health index of 90 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (96/100) and lowest on Sustainability & Governance (59/100). It was last updated 1 day ago. A single contributor accounts for most of its recent work.
90
overall / 100Software 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.
90
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)
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 76 is calibrated to 90 on the published index scale (record calibration 2026-08-02).
Ownership
61418Organization
9 followers7 public repossince Feb 2026
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | boto3-refresh-session | 10.0.7 | 4,391 | 236 | 32 days ago | assumeroleawsbotoboto3botocorecacheclientclient-cachecredentialsiotmfamqttrefreshststokenx509 |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
93
Development activity
88Excellent
How it's scored
| 36/36 | Push recency — last push 1 days ago |
| 23.5/36 | Commit cadence — 34/52 weeks with commits |
| 18/18 | Commit volume — 355 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 355 |
| human_commit_share | 0.46 |
| days_since_last_push | 1 |
| active_weeks_last_year | 34 |
Release discipline
100Exceptional
How it's scored
| 27/27 | Ships releases — 18 releases published |
| 36/36 | Release recency — latest release 32 days ago |
| 27/27 | Release cadence — a release every ~12.5 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 18 |
| latest_release_tag | v10.0.7 |
| releases_from_tags | no |
| days_since_latest_release | 32 |
| mean_days_between_releases | 12.5 |
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?
60
Popularity & adoption
32At Risk
How it's scored
| 27.7/60 | Stars — 52 stars |
| 4/25 | Forks — 4 forks |
| 0/15 | Watchers — 1 watchers |
Inputs used
| forks | 4 |
| stars | 52 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
92Excellent
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (MPL-2.0) |
| 18/18 | CONTRIBUTING guide |
| 13.5/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 6.3/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | — |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | yes |
| readme_badge_services | — |
| has_pull_request_template | yes |
Ecosystem adoption (downloads)
61Moderate
How it's scored
| 48.6/80 | Monthly downloads — 4,391 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | boto3-refresh-session |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 4,391 |
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?
59
Maintainer resilience (bus factor)
15Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0.1/22.5 | Commit distribution — top contributor authored 100% of commits |
| 2.7/13.5 | Contributor breadth — 2 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0.996 |
Issue & PR responsiveness
94Exceptional
How it's scored
| 38.8/42 | Issue resolution — 92% of issues closed |
| 28.8/30 | PR acceptance — 161/168 decided PRs merged |
| 0/13 | Newcomer PR acceptance — no first-time contributor's PR decided in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — no data |
Inputs used
| merged_prs | 161 |
| open_issues | 1 |
| closed_issues | 12 |
| prs_merged_7d | — |
| prs_decided_7d | — |
| prs_merged_30d | — |
| prs_decided_30d | — |
| issue_closed_ratio | 0.923 |
| closed_unmerged_prs | 7 |
| first_time_authors_30d | — |
| first_time_prs_merged_30d | — |
| first_time_prs_decided_30d | — |
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance, OpenSSF Scorecard: Code-Review. Remaining weights renormalized.
Ownership & stewardship
45Weak
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 7.2/25 | Owner reach — 9 followers of 61418 |
| 7.4/25 | Track record — 7 public repos, account ~0 yr old |
Inputs used
| followers | 9 |
| owner_type | Organization |
| is_verified | — |
| owner_login | 61418 |
| public_repos | 7 |
| account_age_days | 155 |
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 32 days ago |
| 20/20 | Version history — 236 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | boto3-refresh-session |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 32 |
Engineering Quality
Are baseline engineering and documentation practices in place?
96
Engineering practices
94Exceptional
How it's scored
| 24/24 | CI workflows — 4 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 13 out of 13 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 | yes |
Documentation
100Exceptional
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://61418.io/boto3-refresh-session/ |
| 10/10 | Repository description |
| 10/10 | Topics — 15 topics |
| 10/10 | Wiki |
Inputs used
| topics | aws, aws-sts, boto3, botocore, sts, amazon, iam, refresh, cloud, session, authentication, credentials, iot, iot-device, mfa |
| has_wiki | yes |
| homepage | https://61418.io/boto3-refresh-session/ |
| 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?
78
Security posture
73Good
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 4.5/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 13 out of 13 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 — no data |
| 0.8/2.5 | Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 5/5 | SAST — SAST tool is run on all commits |
| 0/5 | Security-Policy — security policy file not 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 | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 7.2 |
Excluded from scoring (no data or not applicable): code_review, signed_releases. Remaining weights renormalized.
Dependency advisories
100Exceptional
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 | 9 |
| 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:boto3-refresh-session@10.0.7 runtime dependency closure — what installing the published package pulls in — 9 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.
62
Agent context & guidance
39Weak
How it's scored
| 0/45 | Agent instructions — no CLAUDE.md / AGENTS.md / editor rules |
| 0/15 | Machine-readable docs (llms.txt) |
| 39.4/40 | Legible commit history — 34 of 46 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| legible_history_share | 0.739 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Verify loop (build / test / typecheck)
81Excellent
How it's scored
| 18/18 | One-command bootstrap — docs/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 2/10 | Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited |
| 8/8 | Automated maintenance — 38 of the last 100 commits are automated dependency updates |
| 10/10 | OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0.01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0.38 |
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/21 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 24,658 |
| source_files_sampled | 21 |
| oversized_source_files | 0 |
Key facts
52GitHub stars
2contributors
355commits, last 12 months
1days since last push
18releases
1bus factor
1open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 4 ⇿
0Stars
4Forks
3Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 0Minor 2Patch 1
OpenSSF Scorecard 7.2 / 10
7.2aggregate
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 |
| 6 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 13 out of 13 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 |
| n/a | Code-Review | Found no human activity in the last 13 changesets |
| 3 | Contributors | project has 1 contributing companies or organizations -- score normalized to 3 |
| 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 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 10 | SAST | SAST tool is run on all commits |
| 0 | Security-Policy | security policy file not 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 4
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | boto3 | — | pyproject.toml |
| PyPI | boto3-client-cache | — | pyproject.toml |
| PyPI | botocore | — | pyproject.toml |
| PyPI | typing-extensions | — | pyproject.toml |
All dependencies 72
Full resolved dependency set from the GitHub dependency graph: 4 direct and 68 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | boto3 | 1.42.62 | direct |
| PyPI | boto3-client-cache | 2.1.14 | direct |
| PyPI | botocore | 1.42.62 | direct |
| PyPI | typing-extensions | 4.15.0 | direct |
| PyPI | accessible-pygments | 0.0.5 | indirect |
| PyPI | alabaster | 1.0.0 | indirect |
| PyPI | awscrt | 0.31.2 | indirect |
| PyPI | awsiotsdk | 1.28.1 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | beautifulsoup4 | 4.14.3 | indirect |
| PyPI | boto3-refresh-session | 10.0.7 | indirect |
| PyPI | certifi | 2026.2.25 | indirect |
| PyPI | cfgv | 3.5.0 | indirect |
| PyPI | charset-normalizer | 3.4.5 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | contourpy | 1.3.2 | indirect |
| PyPI | contourpy | 1.3.3 | indirect |
| PyPI | cycler | 0.12.1 | indirect |
| PyPI | distlib | 0.4.0 | indirect |
| PyPI | docutils | 0.21.2 | indirect |
| PyPI | docutils | 0.22.4 | indirect |
| PyPI | exceptiongroup | 1.3.1 | indirect |
| PyPI | filelock | 3.25.0 | indirect |
| PyPI | fonttools | 4.61.1 | indirect |
| PyPI | furo | 2025.12.19 | indirect |
| PyPI | identify | 2.6.17 | indirect |
| PyPI | idna | 3.15 | indirect |
| PyPI | imagesize | 2.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | kiwisolver | 1.4.9 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | matplotlib | 3.10.8 | indirect |
| PyPI | nodeenv | 1.10.0 | indirect |
| PyPI | numpy | 2.2.6 | indirect |
| PyPI | numpy | 2.4.2 | indirect |
| PyPI | numpydoc | 1.10.0 | indirect |
| PyPI | packaging | 26.0 | indirect |
| PyPI | pillow | 12.3.0 | indirect |
| PyPI | platformdirs | 4.9.4 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | pre-commit | 4.5.1 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-discovery | 1.1.0 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | requests | 2.33.0 | indirect |
| PyPI | roman-numerals | 4.1.0 | indirect |
| PyPI | ruff | 0.15.5 | indirect |
| PyPI | s3transfer | 0.16.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | snowballstemmer | 3.0.1 | indirect |
| PyPI | soupsieve | 2.8.4 | indirect |
| PyPI | sphinx | 8.1.3 | indirect |
| PyPI | sphinx | 9.0.4 | indirect |
| PyPI | sphinx | 9.1.0 | indirect |
| PyPI | sphinx-basic-ng | 1.0.0b2 | indirect |
| PyPI | sphinx-copybutton | 0.5.2 | indirect |
| PyPI | sphinxcontrib-applehelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-devhelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-htmlhelp | 2.1.0 | indirect |
| PyPI | sphinxcontrib-jsmath | 1.0.1 | indirect |
| PyPI | sphinxcontrib-qthelp | 2.0.0 | indirect |
| PyPI | sphinxcontrib-serializinghtml | 2.0.0 | indirect |
| PyPI | sphinxext-opengraph | 0.13.0 | indirect |
| PyPI | tomli | 2.4.0 | indirect |
| PyPI | tomlkit | 0.14.0 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | virtualenv | 21.1.0 | indirect |
Dependency advisories 0
Installing pypi:boto3-refresh-session@10.0.7 pulls in 9 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": {
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"description": "A drop-in replacement for boto3.Session named RefreshableSession. It automatically refreshes temporary AWS credentials, caches clients, and natively supports MFA providers. It also supports automatic temporary AWS security credential refresh for STS, IOT Core, and custom credential callables.",
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},
"activity": {
"releases": [
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"tag": "v10.0.0",
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"tag": "v9.0.1",
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"published_at": "2026-03-06T08:26:48Z"
},
{
"tag": "v9.0.0",
"kind": "major",
"published_at": "2026-03-06T07:10:42Z"
},
{
"tag": "8.0.0",
"kind": "major",
"published_at": "2026-03-01T06:49:29Z"
},
{
"tag": "7.2.0",
"kind": "minor",
"published_at": "2026-01-26T05:24:45Z"
},
{
"tag": "7.0.0",
"kind": "major",
"published_at": "2026-01-18T19:08:40Z"
},
{
"tag": "1.3.6",
"kind": "patch",
"published_at": "2025-06-26T01:35:09Z"
},
{
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"published_at": "2025-06-13T09:21:14Z"
},
{
"tag": "1.1.0",
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"published_at": "2025-06-10T01:58:35Z"
},
{
"tag": "0.0.27",
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"published_at": "2025-02-19T06:38:49Z"
},
{
"tag": "0.0.8",
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}
],
"recent_commits": [
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"headline": "Merge pull request #184 from 61418/dependabot/github_actions/astral-s…",
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"headline": "chore: bump github/codeql-action/analyze from 4.36.3 to 4.37.0",
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{
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{
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{
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{
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"headline": "chore: bump soupsieve from 2.8.3 to 2.8.4",
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{
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"body": "Bumps [astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) from 8.2.0 to 8.3.1.\n- [Release notes](https://github.com/astral-sh/setup-uv/releases)\n- [Commits](https://github.com/astral-sh/setup-uv/compare/fac544c07dec837d0ccb6301d7b5580bf5edae39...f98e06938123ccabd21905ea5d0069192241f9f1)\n\n---\n[…]\ndependency-name: astral-sh/setup-uv\n dependency-version: 8.3.1\n dependency-type: direct:production\n update-type: version-update:semver-minor\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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"headline": "Merge pull request #180 from 61418/dependabot/github_actions/github/c…",
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{
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"body": "Bumps [github/codeql-action/init](https://github.com/github/codeql-action) from 4.36.2 to 4.36.3.\n- [Release notes](https://github.com/github/codeql-action/releases)\n- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/github/codeql-action/comp\n[…]\ncy-name: github/codeql-action/init\n dependency-version: 4.36.3\n dependency-type: direct:production\n update-type: version-update:semver-patch\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
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{
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"body": "Bumps [actions/cache](https://github.com/actions/cache) from 5.0.5 to 6.1.0.\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/actions/cache/compare/27d5ce7f107fe9357f9df03efb73ab90386fcca\n[…]\ns:\n- dependency-name: actions/cache\n dependency-version: 6.1.0\n dependency-type: direct:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>",
"is_bot": true,
"headline": "chore: bump actions/cache from 5.0.5 to 6.1.0",
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"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": 6.3,
"status": "met",
"details": [],
"max_points": 6.3
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]
},
{
"key": "ecosystem_adoption",
"band": "moderate",
"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": [
"registry_dependents"
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 61,
"inputs": {
"packages": [
"boto3-refresh-session"
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"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 4391
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "4,391 downloads/month across pypi",
"points": 48.6,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 4391,
"ecosystems": "pypi"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
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}
],
"max_points": 20
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]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 59,
"weight": 0.23,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 15,
"inputs": {
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"contributors_sampled": 2,
"top_contributor_share": 0.996
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
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}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 100% of commits",
"points": 0.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
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}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "2 contributors",
"points": 2.7,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
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}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 3,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "exceptional",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance, OpenSSF Scorecard: Code-Review. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
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}
],
"value": 94,
"inputs": {
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"open_issues": 1,
"closed_issues": 12,
"prs_merged_7d": null,
"prs_decided_7d": null,
"prs_merged_30d": null,
"prs_decided_30d": null,
"issue_closed_ratio": 0.923,
"closed_unmerged_prs": 7,
"first_time_authors_30d": null,
"first_time_prs_merged_30d": null,
"first_time_prs_decided_30d": null
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "92% of issues closed",
"points": 38.8,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 92
}
}
],
"max_points": 42
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "161/168 decided PRs merged",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
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"decided": 168
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}
],
"max_points": 30
},
{
"key": "newcomer_pr_acceptance",
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"status": "excluded",
"details": [
{
"code": "no_newcomer_prs",
"params": {
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}
],
"max_points": 13
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
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"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "weak",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 45,
"inputs": {
"followers": 9,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "61418",
"public_repos": 7,
"account_age_days": 155
},
"components": [
{
"key": "ownership_backing",
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"status": "met",
"details": [
{
"code": "owner_organization",
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],
"max_points": 30
},
{
"key": "verified_domain",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
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"detail": "9 followers of 61418",
"points": 7.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
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"count": 9,
"login": "61418"
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}
],
"max_points": 25
},
{
"key": "track_record",
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"detail": "7 public repos, account ~0 yr old",
"points": 7.4,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 7
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},
{
"code": "account_age_years",
"params": {
"years": 0
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}
],
"max_points": 25
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]
},
{
"key": "package_maintenance",
"band": "exceptional",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
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],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 32
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
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"code": "packages_published",
"params": {
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"ecosystems": "pypi"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 32 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 32
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}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "236 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 236
}
}
],
"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",
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}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "exceptional",
"name": "Engineering Quality",
"value": 96,
"weight": 0.19,
"metrics": [
{
"key": "engineering_practices",
"band": "exceptional",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
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"components": [
{
"key": "ci_workflows",
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"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
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}
],
"max_points": 24
},
{
"key": "tests_present",
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"detail": null,
"points": 24,
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"details": [],
"max_points": 24
},
{
"key": "linter_config",
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"detail": null,
"points": 16,
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"details": [],
"max_points": 16
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{
"key": "pre_commit_hooks",
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"points": 9.6,
"status": "met",
"details": [],
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},
{
"key": "editorconfig",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
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{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
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"name": "Documentation",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"topics": [
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"amazon",
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"refresh",
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"authentication",
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"homepage": "https://61418.io/boto3-refresh-session/",
"has_readme": true,
"has_docs_dir": true,
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"components": [
{
"key": "readme",
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"detail": null,
"points": 30,
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"details": [],
"max_points": 30
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{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
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{
"key": "documentation_homepage_site",
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"points": 15,
"status": "met",
"details": [],
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "15 topics",
"points": 10,
"status": "met",
"details": [
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"code": "topics_count",
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}
],
"max_points": 10
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{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "good",
"name": "Security",
"value": 78,
"weight": 0.16,
"metrics": [
{
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"band": "good",
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"notes": [
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{
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"value": 73,
"inputs": {
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"scorecard_version": "v5.5.0",
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"components": [
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"points": 7.5,
"status": "met",
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},
{
"key": "branch_protection",
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"points": 4.5,
"status": "partial",
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{
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{
"key": "cii_best_practices",
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"points": 0,
"status": "missed",
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{
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],
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},
{
"key": "contributors",
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"points": 0.8,
"status": "partial",
"details": [],
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},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
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},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
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},
{
"key": "packaging",
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"points": 5,
"status": "met",
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"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "all dependencies are pinned",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "sast",
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"points": 5,
"status": "met",
"details": [],
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{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
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},
{
"key": "signed_releases",
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"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
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],
"max_points": 7.5
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{
"key": "token_permissions",
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"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
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"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:boto3-refresh-session@10.0.7 runtime dependency closure — what installing the published package pulls in — 9 packages. Reachability is not analyzed.",
"notes": [
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{
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{
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},
{
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],
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"inputs": {
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"affected_by_severity": "none",
"direct_affected_packages": 0
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"components": [
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"detail": "no direct dependency carries a known advisory",
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"details": [
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"code": "no_direct_advisories",
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}
],
"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",
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"details": [
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"code": "no_indirect_advisories",
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{
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"max_points": 40
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]
},
{
"key": "malicious_dependencies",
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"note": null,
"notes": [],
"value": 100,
"inputs": {
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"direct_malicious_packages": 0,
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"components": [
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]
},
{
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],
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"inputs": {
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],
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]
}
],
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{
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"metrics": [
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"components": [
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{
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{
"key": "legible_commit_history",
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]
},
{
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},
"components": [
{
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"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
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"files": "docs/Makefile"
}
}
],
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},
{
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"points": 22,
"status": "met",
"details": [],
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},
{
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"detail": null,
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"status": "met",
"details": [],
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},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
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"detail": "lockfile",
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{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "1 of the last 100 commits agent-authored or agent-credited",
"points": 2,
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"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 1,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "38 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 38,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "all dependencies are pinned",
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"details": [],
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}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 24658,
"source_files_sampled": 21,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
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}
}
],
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},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/21 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 21,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
}
],
"classification": {
"top": [
"library"
],
"labels": [
"library"
],
"scores": {
"library": 6
},
"primary": "library",
"evidence": [
{
"tier": "distribution",
"label": "library",
"source": "registry:pypi",
"weight": 6
}
],
"artifacts": [],
"confidence": "medium",
"host_extension": false,
"runs_as_process": false,
"consumed_by_code": true
},
"metrics_version": "2.5.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-29T18:23:36.930066Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/6/61418/boto3-refresh-session.svg",
"full_name": "61418/boto3-refresh-session",
"license_state": "standard",
"license_spdx": "MPL-2.0"
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.5.0, schema v0.27.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.