Public recordModerate
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 05:30 UTC
iscc / iscc-sdk
ISCC - Software Development Kit
iscc/iscc-sdk holds a health index of 64 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (96/100) and lowest on AI Readiness (35/100). It was last updated 8 days ago. A single contributor accounts for most of its recent work.
64
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.
64
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
ISCC FoundationOrganization
36 followers39 public repossince Feb 2019
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 | iscc-sdk | 0.9.4 | - | 42 | 8 days ago | isccidentifiermediacontentsimilarity |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
79
Development activity
65Moderate
How it's scored
| 28.8/36 | Push recency — last push 8 days ago |
| 8.3/36 | Commit cadence — 12/52 weeks with commits |
| 17.6/18 | Commit volume — 89 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 24 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 89 |
| human_commit_share | — |
| days_since_last_push | 8 |
| active_weeks_last_year | 12 |
Release discipline
100Excellent
How it's scored
| 27/27 | Ships releases — 9 releases published |
| 36/36 | Release recency — latest release 8 days ago |
| 27/27 | Release cadence — a release every ~16 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 9 |
| latest_release_tag | v0.9.4 |
| releases_from_tags | no |
| days_since_latest_release | 8 |
| mean_days_between_releases | 16 |
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?
38
Popularity & adoption
28Critical
How it's scored
| 21.1/60 | Stars — 21 stars |
| 6.5/25 | Forks — 7 forks |
| 0/15 | Watchers — 1 watchers |
Inputs used
| forks | 7 |
| stars | 21 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
50Moderate
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 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 |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
53
Maintainer resilience (bus factor)
23Critical
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 99% of commits |
| 4.1/13.5 | Contributor breadth — 3 contributors |
| 10/10 | OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 3 |
| top_contributor_share | 0.994 |
Issue & PR responsiveness
38At risk
How it's scored
| 35.6/46.8 | Issue resolution — 76% of issues closed |
| 2.8/38.3 | PR acceptance — 7/96 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/10 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 7 |
| open_issues | 15 |
| closed_issues | 48 |
| issue_closed_ratio | 0.762 |
| closed_unmerged_prs | 89 |
Ownership & stewardship
65Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 11.3/25 | Owner reach — 36 followers of iscc |
| 23.7/25 | Track record — 39 public repos, account ~7 yr old |
Inputs used
| followers | 36 |
| owner_type | Organization |
| is_verified | — |
| owner_login | iscc |
| public_repos | 39 |
| account_age_days | 2,723 |
Package maintenance
100Excellent
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 8 days ago |
| 20/20 | Version history — 42 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | iscc-sdk |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 8 |
Engineering Quality
Are baseline engineering and documentation practices in place?
96
Engineering practices
100Excellent
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config |
| 9.6/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | yes |
Documentation
90Excellent
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://sdk.iscc.codes |
| 10/10 | Repository description |
| 10/10 | Topics — 4 topics |
| 0/10 | Wiki |
Inputs used
| topics | media, identifier, similarity, iscc |
| has_wiki | no |
| homepage | https://sdk.iscc.codes |
| 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?
48
Security posture
48At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — no data |
| 2.5/2.5 | CI-Tests — 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/10 approved changesets -- score normalized to 0 |
| 2.5/2.5 | Contributors — project has 3 contributing companies or organizations -- score normalized to 10 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 24 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0.5/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
| 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 |
| 0/7.5 | Vulnerabilities — 25 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.8 |
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.
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.
35
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)
54Moderate
How it's scored
| 0/18 | One-command bootstrap |
| 22/22 | Automated tests |
| 11/11 | Lint / format config |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 0/8 | Automated maintenance — no data |
| 1/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| 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
55Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 55/55 | Manageable file sizes — 0/51 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 42,195 |
| source_files_sampled | 51 |
| oversized_source_files | 0 |
Key facts
21GitHub stars
3contributors
89commits, last 12 months
8days since last push
9releases
1bus factor
15open issues
PyPIpackage ecosystems
More detail
OpenSSF Scorecard 4.8 / 10
4.8aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/a | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 2 out of 2 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/10 approved changesets -- score normalized to 0 |
| 10 | Contributors | project has 3 contributing companies or organizations -- score normalized to 10 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 24 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 1 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 1 |
| 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 |
| 0 | Vulnerabilities | 25 existing vulnerabilities detected |
Direct dependencies 25
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | blake3 | — | pyproject.toml |
| PyPI | loguru | — | pyproject.toml |
| PyPI | bitarray | — | pyproject.toml |
| PyPI | xxhash | — | pyproject.toml |
| PyPI | iscc-schema | >=0.8.0 | pyproject.toml |
| PyPI | python-magic-pure | — | pyproject.toml |
| PyPI | platformdirs | — | pyproject.toml |
| PyPI | jmespath | — | pyproject.toml |
| PyPI | Pillow | — | pyproject.toml |
| PyPI | pytaglib | — | pyproject.toml |
| PyPI | numpy | — | pyproject.toml |
| PyPI | pypdf | — | pyproject.toml |
| PyPI | ebookmeta | — | pyproject.toml |
| PyPI | python-docx | — | pyproject.toml |
| PyPI | typer | — | pyproject.toml |
| PyPI | pillow-heif | — | pyproject.toml |
| PyPI | langcodes | — | pyproject.toml |
| PyPI | exiv2 | — | pyproject.toml |
| PyPI | iscc-tika | <0.5.0 | pyproject.toml |
| PyPI | bleach | — | pyproject.toml |
| PyPI | pillow-avif-plugin | — | pyproject.toml |
| PyPI | iscc-lib | — | pyproject.toml |
| PyPI | pydantic-settings | — | pyproject.toml |
| PyPI | pypdfium2 | — | pyproject.toml |
| PyPI | resvg_py | — | pyproject.toml |
All dependencies 110
Full resolved dependency set from the GitHub dependency graph: 25 direct and 85 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | bitarray | 3.8.1 | direct |
| PyPI | blake3 | 1.0.8 | direct |
| PyPI | bleach | 6.3.0 | direct |
| PyPI | ebookmeta | 1.2.11 | direct |
| PyPI | exiv2 | 0.18.1 | direct |
| PyPI | iscc-lib | 0.4.0 | direct |
| PyPI | iscc-schema | 0.8.0 | direct |
| PyPI | iscc-tika | 0.4.0 | direct |
| PyPI | jmespath | 1.1.0 | direct |
| PyPI | langcodes | 3.5.1 | direct |
| PyPI | loguru | 0.7.3 | direct |
| PyPI | numpy | 2.4.6 | direct |
| PyPI | pillow | 12.2.0 | direct |
| PyPI | pillow-avif-plugin | 1.5.5 | direct |
| PyPI | pillow-heif | 1.3.0 | direct |
| PyPI | platformdirs | 4.10.0 | direct |
| PyPI | pydantic-settings | 2.14.1 | direct |
| PyPI | pypdf | 6.12.2 | direct |
| PyPI | pypdfium2 | 5.9.0 | direct |
| PyPI | pytaglib | 3.2.0 | direct |
| PyPI | python-docx | 1.2.0 | direct |
| PyPI | python-magic-pure | 0.1.0 | direct |
| PyPI | resvg-py | 0.3.2 | direct |
| PyPI | typer | 0.26.7 | direct |
| PyPI | xxhash | 3.7.0 | direct |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | anyio | 4.13.0 | indirect |
| PyPI | babel | 2.18.0 | indirect |
| PyPI | backrefs | 7.0 | indirect |
| PyPI | certifi | 2026.5.20 | indirect |
| PyPI | charset-normalizer | 3.4.7 | indirect |
| PyPI | click | 8.4.1 | indirect |
| PyPI | codetiming | 1.4.0 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.14.1 | indirect |
| PyPI | filelock | 3.29.1 | indirect |
| PyPI | flatbuffers | 25.12.19 | indirect |
| PyPI | fsspec | 2026.4.0 | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | griffelib | 2.0.2 | indirect |
| PyPI | h11 | 0.16.0 | indirect |
| PyPI | hf-xet | 1.5.0 | indirect |
| PyPI | httpcore | 1.0.9 | indirect |
| PyPI | httpx | 0.28.1 | indirect |
| PyPI | huggingface-hub | 1.16.1 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | iscc-samples | 0.6.0 | indirect |
| PyPI | iscc-sci | 0.2.0 | indirect |
| PyPI | iscc-sct | 0.1.4 | indirect |
| PyPI | iscc-sdk | 0.9.4 | indirect |
| PyPI | jcs | 0.2.1 | indirect |
| PyPI | jinja2 | 3.1.6 | indirect |
| PyPI | lxml | 6.1.1 | indirect |
| PyPI | markdown | 3.10.2 | indirect |
| PyPI | markdown-it-py | 3.0.0 | indirect |
| PyPI | markupsafe | 3.0.3 | indirect |
| PyPI | mdformat | 0.7.22 | indirect |
| PyPI | mdformat-admon | 2.1.1 | indirect |
| PyPI | mdformat-tables | 1.0.0 | indirect |
| PyPI | mdit-py-plugins | 0.6.1 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-autorefs | 1.4.4 | indirect |
| PyPI | mkdocs-get-deps | 0.2.2 | indirect |
| PyPI | mkdocs-material | 9.7.6 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | mkdocstrings | 1.0.4 | indirect |
| PyPI | mkdocstrings-python | 2.0.3 | indirect |
| PyPI | onnxruntime | 1.26.0 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | paginate | 0.5.7 | indirect |
| PyPI | pastel | 0.2.1 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | poethepoet | 0.46.0 | indirect |
| PyPI | protobuf | 7.35.0 | indirect |
| PyPI | puremagic | 1.30 | indirect |
| PyPI | puremagic | 2.2.0 | indirect |
| PyPI | pybase64 | 1.4.3 | indirect |
| PyPI | pydantic | 2.13.4 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pymdown-extensions | 10.21.3 | indirect |
| PyPI | pytest | 9.0.3 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-timeout | 2.4.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyyaml-env-tag | 1.1 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | rich | 15.0.0 | indirect |
| PyPI | ruff | 0.15.15 | indirect |
| PyPI | semantic-text-splitter | 0.30.1 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | tokenizers | 0.23.1 | indirect |
| PyPI | tomli | 2.4.1 | indirect |
| PyPI | tqdm | 4.67.3 | indirect |
| PyPI | typing-extensions | 4.15.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | watchdog | 6.0.0 | indirect |
| PyPI | wcwidth | 0.7.0 | indirect |
| PyPI | webencodings | 0.5.1 | indirect |
| PyPI | win32-setctime | 1.2.0 | indirect |
| PyPI | zuban | 0.8.0 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"media",
"identifier",
"similarity",
"iscc"
],
"is_fork": false,
"size_kb": 5804,
"has_wiki": false,
"homepage": "https://sdk.iscc.codes",
"languages": {
"Python": 357163
},
"pushed_at": "2026-07-09T14:41:05Z",
"created_at": "2022-01-24T16:04:17Z",
"owner_type": "Organization",
"updated_at": "2026-07-09T14:33:36Z",
"description": "ISCC - Software Development Kit",
"is_archived": false,
"is_disabled": false,
"license_spdx": "Apache-2.0",
"default_branch": "main",
"primary_language": "Python",
"significant_languages": [
"Python"
]
},
"owner": {
"blog": "https://iscc.codes/",
"name": "ISCC Foundation",
"type": "Organization",
"login": "iscc",
"company": null,
"location": "Netherlands",
"followers": 36,
"avatar_url": "https://avatars.githubusercontent.com/u/47259639?v=4",
"created_at": "2019-02-01T21:23:52Z",
"is_verified": null,
"public_repos": 39,
"account_age_days": 2723
},
"activity": {
"releases_count": 9,
"commits_last_year": 89,
"latest_release_at": "2026-07-09T14:33:56Z",
"latest_release_tag": "v0.9.4",
"releases_from_tags": false,
"days_since_last_push": 8,
"active_weeks_last_year": 12,
"days_since_latest_release": 8,
"mean_days_between_releases": 16
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": false,
"health_percentage": 37,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": [
{
"name": "iscc-sdk",
"exists": true,
"license": "Apache-2.0",
"keywords": [
"iscc",
"identifier",
"media",
"content",
"similarity",
"Development Status :: 4 - Beta",
"Intended Audience :: Developers",
"Intended Audience :: Science/Research",
"Natural Language :: English",
"Operating System :: OS Independent",
"Programming Language :: Python :: 3",
"Programming Language :: Python :: 3.11",
"Programming Language :: Python :: 3.12",
"Programming Language :: Python :: 3.13",
"Programming Language :: Python :: 3.14",
"Topic :: Multimedia",
"Topic :: Multimedia :: Graphics",
"Topic :: Multimedia :: Sound/Audio",
"Topic :: Multimedia :: Video",
"Topic :: Scientific/Engineering :: Image Recognition",
"Topic :: Scientific/Engineering :: Information Analysis",
"Topic :: Software Development :: Libraries :: Python Modules",
"Topic :: Text Processing :: Indexing"
],
"ecosystem": "pypi",
"matches_repo": true,
"registry_url": "https://pypi.org/project/iscc-sdk/",
"is_deprecated": false,
"latest_version": "0.9.4",
"repository_url": "https://github.com/iscc/iscc-sdk",
"versions_count": 42,
"total_downloads": null,
"dependents_count": null,
"deprecation_note": null,
"maintainers_count": null,
"monthly_downloads": null,
"first_published_at": "2022-03-09T11:24:07.136370Z",
"latest_published_at": "2026-07-09T14:40:39.160194Z",
"latest_version_yanked": null,
"days_since_latest_publish": 8
}
]
},
"popularity": {
"forks": 7,
"stars": 21,
"watchers": 1,
"open_issues_and_prs": 15
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 42195,
"source_files_sampled": 51,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [
"pyproject.toml"
],
"ecosystems": [
"pypi"
],
"dependencies": [
{
"name": "blake3",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "loguru",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "bitarray",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "xxhash",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "iscc-schema",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": ">=0.8.0"
},
{
"name": "python-magic-pure",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "platformdirs",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "jmespath",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "Pillow",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pytaglib",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "numpy",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pypdf",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "ebookmeta",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "python-docx",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "typer",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pillow-heif",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "langcodes",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "exiv2",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "iscc-tika",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": "<0.5.0"
},
{
"name": "bleach",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pillow-avif-plugin",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "iscc-lib",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pydantic-settings",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "pypdfium2",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
},
{
"name": "resvg_py",
"manifest": "pyproject.toml",
"ecosystem": "pypi",
"version_constraint": null
}
],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "bitarray",
"direct": true,
"version": "3.8.1",
"ecosystem": "pypi"
},
{
"name": "blake3",
"direct": true,
"version": "1.0.8",
"ecosystem": "pypi"
},
{
"name": "bleach",
"direct": true,
"version": "6.3.0",
"ecosystem": "pypi"
},
{
"name": "ebookmeta",
"direct": true,
"version": "1.2.11",
"ecosystem": "pypi"
},
{
"name": "exiv2",
"direct": true,
"version": "0.18.1",
"ecosystem": "pypi"
},
{
"name": "iscc-lib",
"direct": true,
"version": "0.4.0",
"ecosystem": "pypi"
},
{
"name": "iscc-schema",
"direct": true,
"version": "0.8.0",
"ecosystem": "pypi"
},
{
"name": "iscc-tika",
"direct": true,
"version": "0.4.0",
"ecosystem": "pypi"
},
{
"name": "jmespath",
"direct": true,
"version": "1.1.0",
"ecosystem": "pypi"
},
{
"name": "langcodes",
"direct": true,
"version": "3.5.1",
"ecosystem": "pypi"
},
{
"name": "loguru",
"direct": true,
"version": "0.7.3",
"ecosystem": "pypi"
},
{
"name": "numpy",
"direct": true,
"version": "2.4.6",
"ecosystem": "pypi"
},
{
"name": "pillow",
"direct": true,
"version": "12.2.0",
"ecosystem": "pypi"
},
{
"name": "pillow-avif-plugin",
"direct": true,
"version": "1.5.5",
"ecosystem": "pypi"
},
{
"name": "pillow-heif",
"direct": true,
"version": "1.3.0",
"ecosystem": "pypi"
},
{
"name": "platformdirs",
"direct": true,
"version": "4.10.0",
"ecosystem": "pypi"
},
{
"name": "pydantic-settings",
"direct": true,
"version": "2.14.1",
"ecosystem": "pypi"
},
{
"name": "pypdf",
"direct": true,
"version": "6.12.2",
"ecosystem": "pypi"
},
{
"name": "pypdfium2",
"direct": true,
"version": "5.9.0",
"ecosystem": "pypi"
},
{
"name": "pytaglib",
"direct": true,
"version": "3.2.0",
"ecosystem": "pypi"
},
{
"name": "python-docx",
"direct": true,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "python-magic-pure",
"direct": true,
"version": "0.1.0",
"ecosystem": "pypi"
},
{
"name": "resvg-py",
"direct": true,
"version": "0.3.2",
"ecosystem": "pypi"
},
{
"name": "typer",
"direct": true,
"version": "0.26.7",
"ecosystem": "pypi"
},
{
"name": "xxhash",
"direct": true,
"version": "3.7.0",
"ecosystem": "pypi"
},
{
"name": "annotated-doc",
"direct": false,
"version": "0.0.4",
"ecosystem": "pypi"
},
{
"name": "annotated-types",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "anyio",
"direct": false,
"version": "4.13.0",
"ecosystem": "pypi"
},
{
"name": "babel",
"direct": false,
"version": "2.18.0",
"ecosystem": "pypi"
},
{
"name": "backrefs",
"direct": false,
"version": "7.0",
"ecosystem": "pypi"
},
{
"name": "certifi",
"direct": false,
"version": "2026.5.20",
"ecosystem": "pypi"
},
{
"name": "charset-normalizer",
"direct": false,
"version": "3.4.7",
"ecosystem": "pypi"
},
{
"name": "click",
"direct": false,
"version": "8.4.1",
"ecosystem": "pypi"
},
{
"name": "codetiming",
"direct": false,
"version": "1.4.0",
"ecosystem": "pypi"
},
{
"name": "colorama",
"direct": false,
"version": "0.4.6",
"ecosystem": "pypi"
},
{
"name": "coverage",
"direct": false,
"version": "7.14.1",
"ecosystem": "pypi"
},
{
"name": "filelock",
"direct": false,
"version": "3.29.1",
"ecosystem": "pypi"
},
{
"name": "flatbuffers",
"direct": false,
"version": "25.12.19",
"ecosystem": "pypi"
},
{
"name": "fsspec",
"direct": false,
"version": "2026.4.0",
"ecosystem": "pypi"
},
{
"name": "ghp-import",
"direct": false,
"version": "2.1.0",
"ecosystem": "pypi"
},
{
"name": "griffelib",
"direct": false,
"version": "2.0.2",
"ecosystem": "pypi"
},
{
"name": "h11",
"direct": false,
"version": "0.16.0",
"ecosystem": "pypi"
},
{
"name": "hf-xet",
"direct": false,
"version": "1.5.0",
"ecosystem": "pypi"
},
{
"name": "httpcore",
"direct": false,
"version": "1.0.9",
"ecosystem": "pypi"
},
{
"name": "httpx",
"direct": false,
"version": "0.28.1",
"ecosystem": "pypi"
},
{
"name": "huggingface-hub",
"direct": false,
"version": "1.16.1",
"ecosystem": "pypi"
},
{
"name": "idna",
"direct": false,
"version": "3.18",
"ecosystem": "pypi"
},
{
"name": "iniconfig",
"direct": false,
"version": "2.3.0",
"ecosystem": "pypi"
},
{
"name": "iscc-samples",
"direct": false,
"version": "0.6.0",
"ecosystem": "pypi"
},
{
"name": "iscc-sci",
"direct": false,
"version": "0.2.0",
"ecosystem": "pypi"
},
{
"name": "iscc-sct",
"direct": false,
"version": "0.1.4",
"ecosystem": "pypi"
},
{
"name": "iscc-sdk",
"direct": false,
"version": "0.9.4",
"ecosystem": "pypi"
},
{
"name": "jcs",
"direct": false,
"version": "0.2.1",
"ecosystem": "pypi"
},
{
"name": "jinja2",
"direct": false,
"version": "3.1.6",
"ecosystem": "pypi"
},
{
"name": "lxml",
"direct": false,
"version": "6.1.1",
"ecosystem": "pypi"
},
{
"name": "markdown",
"direct": false,
"version": "3.10.2",
"ecosystem": "pypi"
},
{
"name": "markdown-it-py",
"direct": false,
"version": "3.0.0",
"ecosystem": "pypi"
},
{
"name": "markupsafe",
"direct": false,
"version": "3.0.3",
"ecosystem": "pypi"
},
{
"name": "mdformat",
"direct": false,
"version": "0.7.22",
"ecosystem": "pypi"
},
{
"name": "mdformat-admon",
"direct": false,
"version": "2.1.1",
"ecosystem": "pypi"
},
{
"name": "mdformat-tables",
"direct": false,
"version": "1.0.0",
"ecosystem": "pypi"
},
{
"name": "mdit-py-plugins",
"direct": false,
"version": "0.6.1",
"ecosystem": "pypi"
},
{
"name": "mdurl",
"direct": false,
"version": "0.1.2",
"ecosystem": "pypi"
},
{
"name": "mergedeep",
"direct": false,
"version": "1.3.4",
"ecosystem": "pypi"
},
{
"name": "mkdocs",
"direct": false,
"version": "1.6.1",
"ecosystem": "pypi"
},
{
"name": "mkdocs-autorefs",
"direct": false,
"version": "1.4.4",
"ecosystem": "pypi"
},
{
"name": "mkdocs-get-deps",
"direct": false,
"version": "0.2.2",
"ecosystem": "pypi"
},
{
"name": "mkdocs-material",
"direct": false,
"version": "9.7.6",
"ecosystem": "pypi"
},
{
"name": "mkdocs-material-extensions",
"direct": false,
"version": "1.3.1",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings",
"direct": false,
"version": "1.0.4",
"ecosystem": "pypi"
},
{
"name": "mkdocstrings-python",
"direct": false,
"version": "2.0.3",
"ecosystem": "pypi"
},
{
"name": "onnxruntime",
"direct": false,
"version": "1.26.0",
"ecosystem": "pypi"
},
{
"name": "packaging",
"direct": false,
"version": "26.2",
"ecosystem": "pypi"
},
{
"name": "paginate",
"direct": false,
"version": "0.5.7",
"ecosystem": "pypi"
},
{
"name": "pastel",
"direct": false,
"version": "0.2.1",
"ecosystem": "pypi"
},
{
"name": "pathspec",
"direct": false,
"version": "1.1.1",
"ecosystem": "pypi"
},
{
"name": "pluggy",
"direct": false,
"version": "1.6.0",
"ecosystem": "pypi"
},
{
"name": "poethepoet",
"direct": false,
"version": "0.46.0",
"ecosystem": "pypi"
},
{
"name": "protobuf",
"direct": false,
"version": "7.35.0",
"ecosystem": "pypi"
},
{
"name": "puremagic",
"direct": false,
"version": "1.30",
"ecosystem": "pypi"
},
{
"name": "puremagic",
"direct": false,
"version": "2.2.0",
"ecosystem": "pypi"
},
{
"name": "pybase64",
"direct": false,
"version": "1.4.3",
"ecosystem": "pypi"
},
{
"name": "pydantic",
"direct": false,
"version": "2.13.4",
"ecosystem": "pypi"
},
{
"name": "pydantic-core",
"direct": false,
"version": "2.46.4",
"ecosystem": "pypi"
},
{
"name": "pygments",
"direct": false,
"version": "2.20.0",
"ecosystem": "pypi"
},
{
"name": "pymdown-extensions",
"direct": false,
"version": "10.21.3",
"ecosystem": "pypi"
},
{
"name": "pytest",
"direct": false,
"version": "9.0.3",
"ecosystem": "pypi"
},
{
"name": "pytest-cov",
"direct": false,
"version": "7.1.0",
"ecosystem": "pypi"
},
{
"name": "pytest-timeout",
"direct": false,
"version": "2.4.0",
"ecosystem": "pypi"
},
{
"name": "python-dateutil",
"direct": false,
"version": "2.9.0.post0",
"ecosystem": "pypi"
},
{
"name": "python-dotenv",
"direct": false,
"version": "1.2.2",
"ecosystem": "pypi"
},
{
"name": "pyyaml",
"direct": false,
"version": "6.0.3",
"ecosystem": "pypi"
},
{
"name": "pyyaml-env-tag",
"direct": false,
"version": "1.1",
"ecosystem": "pypi"
},
{
"name": "requests",
"direct": false,
"version": "2.34.2",
"ecosystem": "pypi"
},
{
"name": "rich",
"direct": false,
"version": "15.0.0",
"ecosystem": "pypi"
},
{
"name": "ruff",
"direct": false,
"version": "0.15.15",
"ecosystem": "pypi"
},
{
"name": "semantic-text-splitter",
"direct": false,
"version": "0.30.1",
"ecosystem": "pypi"
},
{
"name": "shellingham",
"direct": false,
"version": "1.5.4",
"ecosystem": "pypi"
},
{
"name": "six",
"direct": false,
"version": "1.17.0",
"ecosystem": "pypi"
},
{
"name": "tokenizers",
"direct": false,
"version": "0.23.1",
"ecosystem": "pypi"
},
{
"name": "tomli",
"direct": false,
"version": "2.4.1",
"ecosystem": "pypi"
},
{
"name": "tqdm",
"direct": false,
"version": "4.67.3",
"ecosystem": "pypi"
},
{
"name": "typing-extensions",
"direct": false,
"version": "4.15.0",
"ecosystem": "pypi"
},
{
"name": "typing-inspection",
"direct": false,
"version": "0.4.2",
"ecosystem": "pypi"
},
{
"name": "urllib3",
"direct": false,
"version": "2.7.0",
"ecosystem": "pypi"
},
{
"name": "watchdog",
"direct": false,
"version": "6.0.0",
"ecosystem": "pypi"
},
{
"name": "wcwidth",
"direct": false,
"version": "0.7.0",
"ecosystem": "pypi"
},
{
"name": "webencodings",
"direct": false,
"version": "0.5.1",
"ecosystem": "pypi"
},
{
"name": "win32-setctime",
"direct": false,
"version": "1.2.0",
"ecosystem": "pypi"
},
{
"name": "zuban",
"direct": false,
"version": "0.8.0",
"ecosystem": "pypi"
}
],
"collected": true,
"truncated": false,
"total_count": 110,
"direct_count": 25,
"indirect_count": 85
}
},
"maintainership": {
"issues": {
"open_prs": 0,
"merged_prs": 7,
"open_issues": 15,
"closed_ratio": 0.762,
"closed_issues": 48,
"closed_unmerged_prs": 89
},
"bus_factor": 1,
"top_contributors": [
{
"type": "User",
"login": "titusz",
"commits": 536,
"avatar_url": "https://avatars.githubusercontent.com/u/278556?v=4"
},
{
"type": "User",
"login": "strayer",
"commits": 2,
"avatar_url": "https://avatars.githubusercontent.com/u/310624?u=1bcbb9aa02d86b69a07deba477fdb3764548fb58&v=4"
},
{
"type": "User",
"login": "TrellixVulnTeam",
"commits": 1,
"avatar_url": "https://avatars.githubusercontent.com/u/112716341?u=aa65e93ca2e9eb8bdd3ef2a0c984e2ece6432085&v=4"
}
],
"contributors_sampled": 3,
"top_contributor_share": 0.994
},
"quality_signals": {
"has_ci": true,
"has_tests": true,
"ci_workflows": [
"ci.yml",
"release.yml"
],
"has_docs_dir": true,
"linter_configs": [],
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"security_signals": {
"lockfiles": [
"uv.lock"
],
"scorecard": {
"checks": [
{
"name": "Binary-Artifacts",
"score": 10,
"reason": "no binaries found in the repo",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
},
{
"name": "Branch-Protection",
"score": null,
"reason": "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",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
},
{
"name": "CI-Tests",
"score": 10,
"reason": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
},
{
"name": "CII-Best-Practices",
"score": 0,
"reason": "no effort to earn an OpenSSF best practices badge detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
},
{
"name": "Code-Review",
"score": 0,
"reason": "Found 0/10 approved changesets -- score normalized to 0",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
},
{
"name": "Contributors",
"score": 10,
"reason": "project has 3 contributing companies or organizations -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
},
{
"name": "Dangerous-Workflow",
"score": 10,
"reason": "no dangerous workflow patterns detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
},
{
"name": "Dependency-Update-Tool",
"score": 0,
"reason": "no update tool detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
},
{
"name": "Fuzzing",
"score": 0,
"reason": "project is not fuzzed",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
},
{
"name": "License",
"score": 10,
"reason": "license file detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
},
{
"name": "Maintained",
"score": 10,
"reason": "24 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
},
{
"name": "Packaging",
"score": 10,
"reason": "packaging workflow detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
},
{
"name": "Pinned-Dependencies",
"score": 1,
"reason": "dependency not pinned by hash detected -- score normalized to 1",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
},
{
"name": "SAST",
"score": 10,
"reason": "SAST tool is run on all commits",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
},
{
"name": "Security-Policy",
"score": 0,
"reason": "security policy file not detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
},
{
"name": "Signed-Releases",
"score": null,
"reason": "no releases found",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
},
{
"name": "Token-Permissions",
"score": 0,
"reason": "detected GitHub workflow tokens with excessive permissions",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
},
{
"name": "Vulnerabilities",
"score": 0,
"reason": "25 existing vulnerabilities detected",
"documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
}
],
"commit": "36ac62638ef62a97a3cdbf7b8989daa23b6c5c99",
"ran_at": "2026-07-18T05:30:28Z",
"aggregate_score": 4.8,
"scorecard_version": "v5.5.0"
},
"has_codeql_workflow": false,
"has_security_policy": false,
"has_dependabot_config": false
}
},
"config": {
"disabled_metrics": [],
"disabled_categories": [],
"disabled_components": {}
},
"source": {
"url": "https://github.com/iscc/iscc-sdk",
"host": "github.com",
"name": "iscc-sdk",
"owner": "iscc"
},
"metrics": {
"overall": {
"key": "overall",
"band": "moderate",
"name": "Overall health",
"note": null,
"notes": [],
"value": 64,
"inputs": {
"security": 48,
"vitality": 79,
"community": 38,
"governance": 53,
"engineering": 96
},
"components": []
},
"categories": [
{
"key": "vitality",
"band": "good",
"name": "Vitality",
"value": 79,
"weight": 0.22,
"metrics": [
{
"key": "development_activity",
"band": "moderate",
"name": "Development activity",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"commits_last_year": 89,
"human_commit_share": null,
"days_since_last_push": 8,
"active_weeks_last_year": 12
},
"components": [
{
"key": "push_recency",
"name": "Push recency",
"detail": "last push 8 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "push_recency",
"params": {
"days": 8
}
}
],
"max_points": 36
},
{
"key": "commit_cadence",
"name": "Commit cadence",
"detail": "12/52 weeks with commits",
"points": 8.3,
"status": "partial",
"details": [
{
"code": "commit_cadence_weeks",
"params": {
"weeks": 12
}
}
],
"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "89 commits in the last year",
"points": 17.6,
"status": "partial",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 89
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "24 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 9,
"latest_release_tag": "v0.9.4",
"releases_from_tags": false,
"days_since_latest_release": 8,
"mean_days_between_releases": 16
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "9 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 9
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 8 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 8
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~16 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 16
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "unverified",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": "no_commit_sample",
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": null,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "maintenance record not established from the collected data",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_unverified",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "at_risk",
"name": "Community & Adoption",
"value": 38,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "critical",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 28,
"inputs": {
"forks": 7,
"stars": 21,
"watchers": 1,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "21 stars",
"points": 21.1,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 21
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "7 forks",
"points": 6.5,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 7
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "1 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 1
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"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",
"name": "License",
"detail": "recognized license (Apache-2.0)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "Apache-2.0"
}
}
],
"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
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 53,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 23,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 3,
"top_contributor_share": 0.994
},
"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
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 99% of commits",
"points": 0.1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 99
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "3 contributors",
"points": 4.1,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 3
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 3 contributing companies or organizations -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "at_risk",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 38,
"inputs": {
"merged_prs": 7,
"open_issues": 15,
"closed_issues": 48,
"issue_closed_ratio": 0.762,
"closed_unmerged_prs": 89
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "76% of issues closed",
"points": 35.6,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 76
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "7/96 decided PRs merged",
"points": 2.8,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 7,
"decided": 96
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/10 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"followers": 36,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "iscc",
"public_repos": 39,
"account_age_days": 2723
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "organization-owned",
"points": 30,
"status": "met",
"details": [
{
"code": "owner_organization",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "36 followers of iscc",
"points": 11.3,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 36,
"login": "iscc"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "39 public repos, account ~7 yr old",
"points": 23.7,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 39
}
},
{
"code": "account_age_years",
"params": {
"years": 7
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"iscc-sdk"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 8
},
"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"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 8 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 8
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "42 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 42
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
"name": "Not deprecated",
"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": "excellent",
"name": "Engineering Quality",
"value": 96,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": true,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
}
}
],
"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": null,
"points": 16,
"status": "met",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 9.6,
"status": "met",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 6.4,
"status": "met",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "excellent",
"name": "Documentation",
"note": null,
"notes": [],
"value": 90,
"inputs": {
"topics": [
"media",
"identifier",
"similarity",
"iscc"
],
"has_wiki": false,
"homepage": "https://sdk.iscc.codes",
"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
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://sdk.iscc.codes",
"points": 15,
"status": "met",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "4 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 4
}
}
],
"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": "at_risk",
"name": "Security",
"value": 48,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"branch_protection",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 48,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.8
},
"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",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "2 out of 2 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"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 0/10 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 3 contributing companies or organizations -- score normalized to 10",
"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": "no update tool detected",
"points": 0,
"status": "missed",
"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": "24 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 0.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is run on all commits",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file not detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"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": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "25 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 3
},
"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": 35,
"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": [
"legible_commit_history"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"has_llms_txt": false,
"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",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice",
"automated_maintenance"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 54,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": null
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 1",
"points": 1,
"status": "partial",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 42195,
"source_files_sampled": 51,
"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": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "0/51 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 51,
"oversized": 0
}
}
],
"max_points": 55
}
]
}
],
"description": "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."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-18T05:30:42.123709Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/i/iscc/iscc-sdk.svg",
"full_name": "iscc/iscc-sdk",
"license_state": "standard",
"license_spdx": "Apache-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 v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.