Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-22 00:40 UTC

eyepop-ai / eyepop-sdk-python

PythonMIT★ 2 stars⑂ 1 forksince Dec 2023View on GitHub ↗

eyepop-ai/eyepop-sdk-python holds a health index of 67 out of 100, placing it in the Good band. It scores highest on Vitality (96/100) and lowest on Community & Adoption (32/100). It was last updated today. A single contributor accounts for most of its recent work.

67
overall / 100
Good

Software health index

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

67
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 61 is calibrated to 67 on the published index scale (record calibration 2026-08-02).

Ownership

EyePop.aiOrganization
9 followers17 public repossince Sep 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIeyepop3.25.02,2951710 days agoeyepopaimlcv

Metrics by category

Vitality

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

96Exceptional · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
29.8/36Commit cadence — 43/52 weeks with commits
18/18Commit volume — 292 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year292
human_commit_share1
days_since_last_push0
active_weeks_last_year43

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~6.7 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tagv3.25.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases6.7
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?

32At Risk · 17% of overall
How it's scored
0/60Stars — 2 stars
0/25Forks — 1 forks
0/15Watchers — 1 watchers
Inputs used
forks1
stars2
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingno
has_issue_templateno
has_code_of_conductno
readme_badge_services—
has_pull_request_templateno
How it's scored
44.8/80Monthly downloads — 2,295 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageseyepop
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,295
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

52Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
7.3/22.5Commit distribution — top contributor authored 68% of commits
8.1/13.5Contributor breadth — 6 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled6
top_contributor_share0.676
How it's scored
5.2/42Issue resolution — 12% of issues closed
27.2/30PR acceptance — 252/278 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Inputs used
merged_prs252
open_issues7
closed_issues1
prs_merged_7d2
prs_decided_7d3
prs_merged_30d16
prs_decided_30d18
issue_closed_ratio0.125
closed_unmerged_prs26
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
7.2/25Owner reach — 9 followers of eyepop-ai
17.3/25Track record — 17 public repos, account ~4 yr old
Inputs used
followers9
owner_typeOrganization
is_verifiedno
owner_logineyepop-ai
public_repos17
account_age_days1,483

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 171 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageseyepop
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

72Good · 19% of overall
How it's scored
24/24CI workflows — 7 workflow(s)
24/24Tests present
16/16Linter config — ruff.toml
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

55Moderate
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
0/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics—
has_wikino
homepage—
docs_site—
has_readmeyes
has_docs_diryes
has_descriptionno

Security

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

38Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/8 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 144 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate3.7
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
5.4/35Direct dependencies free of known advisories — 3 affected: aiohttp 3.13.1 (critical 9.1), cryptography 46.0.3 (critical 9.8), pyarrow 21.0.0 (high 7.0)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
24.3/40No advisories left outstanding — 3 advisory-carrying package(s) unaddressed past 90 days; oldest published 289 days ago
Inputs used
sourceosv
advisories234
affected_packages16
assessed_packages108
unassessed_packages11
affected_by_severitycritical 4, high 5, moderate 6, low 1
direct_affected_packages3
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 108 resolved dependencies against OSV. 11 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

90Excellent · 4% of overall
How it's scored
45/45Agent instructions — CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://docs.eyepop.ai/llms.txt)
40/40Legible commit history — 91 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://docs.eyepop.ai/llms.txt
legible_history_share0.91
agent_instruction_filesCLAUDE.md
agent_instruction_max_bytes1,620
How it's scored
18/18One-command bootstrap — Taskfile.yml
22/22Automated tests
11/11Lint / format config — ruff.toml
11/11Static type checking — eyepop/py.typed, pyrightconfig.json
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 34 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesTaskfile.yml
has_devcontainerno
has_linter_configyes
typecheck_configseyepop/py.typed, pyrightconfig.json
agent_commit_share0.34
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (eyepop/py.typed, pyrightconfig.json)
54.7/55Manageable file sizes — 1/172 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes69,535
source_files_sampled172
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

2GitHub stars
6contributors
292commits, last 12 months
0days since last push
100releases
1bus factor
7open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:eyepop@3.25.0; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 3.7 / 10
3.7aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-10-22 00:40 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests8 out of 8 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/8 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities144 existing vulnerabilities detected
Direct dependencies 13
RegistryPackageVersion constraintManifest
PyPIaiohttp>=3.9.0,<4.0.0pyproject.toml
PyPIcryptography>=42.0.0,<47.0.0pyproject.toml
PyPIdeprecated>=1.2.0,<2.0.0pyproject.toml
PyPIflatbuffers>=24.0.0,<26.0.0pyproject.toml
PyPImatplotlib>=3.8.0,<4.0.0pyproject.toml
PyPInumpy>=1.26.0,<3.0.0pyproject.toml
PyPIpandas>=2.0.0,<3.0.0pyproject.toml
PyPIpyarrow>=17.0.0,<22.0.0pyproject.toml
PyPIpydantic>=2.0.0,<3.0.0pyproject.toml
PyPIpydantic-settings>=2.0.0,<3.0.0pyproject.toml
PyPIwebsockets>=13.0.0,<16.0.0pyproject.toml
PyPItyping_extensions~=4.15.0pyproject.toml
PyPIopenapi-pydantic~=0.5.1pyproject.toml
All dependencies 119

Full resolved dependency set from the GitHub dependency graph: 15 direct and 104 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIaiohttp—direct
PyPIaiohttp3.13.1direct
PyPIcryptography46.0.3direct
PyPIdeprecated1.2.18direct
PyPIflatbuffers25.9.23direct
PyPImatplotlib—direct
PyPImatplotlib3.10.7direct
PyPInumpy2.3.2direct
PyPIopenapi-pydantic0.5.1direct
PyPIpandas2.3.3direct
PyPIpyarrow21.0.0direct
PyPIpydantic2.12.3direct
PyPIpydantic-settings2.11.0direct
PyPItyping-extensions4.15.0direct
PyPIwebsockets15.0.1direct
PyPIaiofiles—indirect
PyPIaiofiles25.1.0indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaioresponses0.7.8indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.14.2indirect
PyPIattrs25.3.0indirect
PyPIauth0-python4.13.0indirect
PyPIav17.1.0indirect
PyPIay0.1.1indirect
PyPIbabel2.17.0indirect
PyPIbackrefs5.9indirect
PyPIbuild1.3.0indirect
PyPIcertifi2025.7.14indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.4.0indirect
PyPIcharset-normalizer3.4.2indirect
PyPIclick—indirect
PyPIclick8.2.1indirect
PyPIcodecov2.1.13indirect
PyPIcolorama0.4.6indirect
PyPIcolour0.1.5indirect
PyPIcontourpy1.3.3indirect
PyPIcoverage7.10.1indirect
PyPIcycler0.12.1indirect
PyPIdistlib0.4.0indirect
PyPIeyepop—indirect
PyPIfilelock3.18.0indirect
PyPIfonttools4.59.0indirect
PyPIfrozenlist1.7.0indirect
PyPIghp-import2.1.0indirect
PyPIgriffe1.8.0indirect
PyPIh110.16.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIidentify2.6.12indirect
PyPIidna3.10indirect
PyPIiniconfig2.1.0indirect
PyPIjinja23.1.6indirect
PyPIkiwisolver1.4.8indirect
PyPImarkdown3.8.2indirect
PyPImarkupsafe3.0.2indirect
PyPImergedeep1.3.4indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-autorefs1.4.2indirect
PyPImkdocs-get-deps0.2.0indirect
PyPImkdocs-material9.6.16indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstrings0.30.0indirect
PyPImkdocstrings-python1.16.12indirect
PyPImultidict6.6.3indirect
PyPImypy1.13.0indirect
PyPImypy-extensions1.1.0indirect
PyPInodeenv1.9.1indirect
PyPIpackaging25.0indirect
PyPIpaginate0.5.7indirect
PyPIparameterized0.9.0indirect
PyPIpathspec0.12.1indirect
PyPIpillow—indirect
PyPIpillow11.3.0indirect
PyPIplatformdirs4.3.8indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.2.0indirect
PyPIpropcache0.3.2indirect
PyPIpybars3—indirect
PyPIpybars30.9.7indirect
PyPIpycparser2.22indirect
PyPIpydantic-core2.41.4indirect
PyPIpygments2.19.2indirect
PyPIpyjwt2.10.1indirect
PyPIpymdown-extensions10.16.1indirect
PyPIpymeta30.5.1indirect
PyPIpyparsing3.2.3indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpyqt5—indirect
PyPIpyqt55.15.11indirect
PyPIpyqt5-qt55.15.17indirect
PyPIpyqt5-sip12.17.0indirect
PyPIpytest8.4.1indirect
PyPIpytest-asyncio1.1.0indirect
PyPIpytest-cov6.2.1indirect
PyPIpytest-timeout2.4.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-dotenv—indirect
PyPIpython-dotenv1.2.2indirect
PyPIpytz2025.2indirect
PyPIpyyaml6.0.2indirect
PyPIpyyaml-env-tag1.1indirect
PyPIrequests—indirect
PyPIrequests2.32.4indirect
PyPIruff0.9.10indirect
PyPIsix1.17.0indirect
PyPItypes-aiofiles25.1.0.20251011indirect
PyPItypes-pillow10.2.0.20240822indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.2indirect
PyPIurllib32.5.0indirect
PyPIvirtualenv20.32.0indirect
PyPIwatchdog6.0.0indirect
PyPIwebui2—indirect
PyPIwebui22.5.8indirect
PyPIwrapt1.17.2indirect
PyPIyarl1.20.1indirect
Dependency advisories 16

This repository publishes no package the index resolves, so its own dependency graph was assessed — 108 packages, which also include development and test pins that never ship: 16 carry known advisories, of which 3 are direct. 11 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
aiohttp3.13.1directcritical723.14.4
cryptography46.0.3directcritical1350.0.0
pillow11.3.0indirectcritical6313.0.0
pyjwt2.10.1indirectcritical312.15.0
pyarrow21.0.0directhigh223.0.1
certifi2025.7.14indirecthigh22026.10.19
pymdown-extensions10.16.1indirecthigh611.0.1
urllib32.5.0indirecthigh122.8.0
virtualenv20.32.0indirecthigh1721.14.9
filelock3.18.0indirectmoderate43.20.3
fonttools4.59.0indirectmoderate24.60.2
idna3.10indirectmoderate23.15
mkdocs-material9.6.16indirectmoderate29.7.7
pytest8.4.1indirectmoderate29.0.3
requests2.32.4indirectmoderate22.33.0
pygments2.19.2indirectlow22.20.0

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable

Feedback

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

The message is kept through sign-in.

Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

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