Public recordModerate
Software health reportschema 0.11.0 · metrics 1.13.0 · 2026-07-17 03:10 UTC
ebiquity / crystalia-collector
ebiquity/crystalia-collector holds a health index of 52 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (86/100) and lowest on Community & Adoption (34/100). It was last updated 8 days ago. A single contributor accounts for most of its recent work.
52
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.
52
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
UMBC Ebiquity LabOrganization
11 followers30 public repossince Oct 2012
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 | crystalia-collector | 0.1.1 | 317 | 1 | 10 days ago | data-engineeringknowledge-graphprovenance |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
62
Development activity
56Moderate
How it's scored
| 28.8/36 | Push recency — last push 8 days ago |
| 3.5/36 | Commit cadence — 5/52 weeks with commits |
| 15.1/18 | Commit volume — 47 commits in the last year |
| 9/10 | OpenSSF Scorecard: Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9 |
Inputs used
| commits_last_year | 47 |
| human_commit_share | — |
| days_since_last_push | 8 |
| active_weeks_last_year | 5 |
Release discipline
72Good
How it's scored
| 16.2/27 | Ships releases — 1 version tags (no GitHub releases) |
| 36/36 | Release recency — latest release 10 days ago |
| 12.6/27 | Release cadence — cadence unknown (single release) |
| 0/10 | OpenSSF Scorecard: Signed-Releases — no data |
Inputs used
| releases_count | 1 |
| latest_release_tag | v0.1.1 |
| releases_from_tags | yes |
| days_since_latest_release | 10 |
| mean_days_between_releases | — |
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?
34
Popularity & adoption
4Critical
How it's scored
| 0/60 | Stars — 0 stars |
| 0/25 | Forks — 0 forks |
| 4.3/15 | Watchers — 7 watchers |
Inputs used
| forks | 0 |
| stars | 0 |
| watchers | 7 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
64Moderate
How it's scored
| 22.5/22.5 | README |
| 16.9/22.5 | License — license file present, not a recognized license |
| 18/18 | 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 | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
42At risk
How it's scored
| 33.4/80 | Monthly downloads — 317 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | crystalia-collector |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 317 |
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?
36
Maintainer resilience (bus factor)
13Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 3/10 | OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
1Critical
How it's scored
| 0/46.8 | Issue resolution — no issues or no data |
| 0/38.3 | PR acceptance — 0/1 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 1 |
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
Ownership & stewardship
61Moderate
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 7.8/25 | Owner reach — 11 followers of Ebiquity |
| 22.9/25 | Track record — 30 public repos, account ~13 yr old |
Inputs used
| followers | 11 |
| owner_type | Organization |
| is_verified | — |
| owner_login | Ebiquity |
| public_repos | 30 |
| account_age_days | 5,012 |
Package maintenance
84Good
How it's scored
| 25/25 | Published & resolvable — 1 package(s) on pypi |
| 35/35 | Publish recency — latest publish 10 days ago |
| 4/20 | Version history — 1 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | crystalia-collector |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 10 |
Engineering Quality
Are baseline engineering and documentation practices in place?
86
Engineering practices
100Excellent
How it's scored
| 24/24 | CI workflows — 2 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — ruff.toml |
| 9.6/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | yes |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
65Moderate
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 0/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | no |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
39
Security posture
39At risk
How it's scored
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 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 |
| 2.2/2.5 | License — license file detected |
| 6.8/7.5 | Maintained — 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — no SAST tool detected |
| 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 — 27 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 15 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 3 |
| scorecard_aggregate | 3.9 |
Excluded from scoring (no data or not applicable): ci_tests, packaging, 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.
72
Agent context & guidance
75Good
How it's scored
| 45/45 | Agent instructions — CLAUDE.md |
| 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 | CLAUDE.md |
| agent_instruction_max_bytes | 3,447 |
Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.
How it's scored
| 18/18 | One-command bootstrap — Makefile, data_model/Makefile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — ruff.toml |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — devcontainer, Dockerfile, lockfile |
| 0/10 | Demonstrated agent practice — no data |
| 5/8 | Automated maintenance — dependency automation configured, none observed in the sampled commits |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | poetry.lock, uv.lock |
| has_dockerfile | yes |
| typed_language | no |
| bootstrap_files | Makefile, data_model/Makefile |
| has_devcontainer | yes |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — HTML without a type-check config |
| 55/55 | Manageable file sizes — 0/58 source files over 60KB |
Inputs used
| primary_language | HTML |
| largest_source_bytes | 35,641 |
| source_files_sampled | 58 |
| oversized_source_files | 0 |
How it's scored
| 40/40 | API schema (OpenAPI/GraphQL/proto) — data_model/project/graphql/crystalia.graphql, data_model/project/protobuf/crystalia.proto |
| 0/20 | MCP server |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | data_model/project/graphql/crystalia.graphql, data_model/project/protobuf/crystalia.proto |
Key facts
0GitHub stars
1contributors
47commits, last 12 months
8days since last push
1releases
1bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- Could not fetch pypi package 'linkml_crystalia' from its registry
- Could not fetch pypi package 'crystalia-collector-batch-infra' from its registry
More detail
OpenSSF Scorecard 3.9 / 10
3.9aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 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 |
| 9 | License | license file detected |
| 9 | Maintained | 11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9 |
| n/a | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | no SAST tool detected |
| 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 | 27 existing vulnerabilities detected |
Direct dependencies 18
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | linkml-runtime | ^1.1.24 | data_model/pyproject.toml |
| PyPI | pulumi | ^3.107.0 | infrastructure/pyproject.toml |
| PyPI | pydantic | ^2.6.3 | infrastructure/pyproject.toml |
| PyPI | boto3 | ^1.34.61 | infrastructure/pyproject.toml |
| PyPI | pulumi-aws | ^6.29.1 | infrastructure/pyproject.toml |
| PyPI | pulumi-aws-native | ^0.101.0 | infrastructure/pyproject.toml |
| PyPI | pulumi-terraform | ^5.13.4 | infrastructure/pyproject.toml |
| PyPI | typer | >=0.4.0 | pyproject.toml |
| PyPI | toml | >=0.10.2 | pyproject.toml |
| PyPI | boto3 | >=1.18.0 | pyproject.toml |
| PyPI | linkml-runtime | >=1.11 | pyproject.toml |
| PyPI | pydantic | >=2 | pyproject.toml |
| PyPI | rdflib | >=6.0 | pyproject.toml |
| PyPI | hbreader | >=0.9 | pyproject.toml |
| PyPI | sentry-sdk | >=2.0 | pyproject.toml |
| PyPI | structlog | >=24.0 | pyproject.toml |
| PyPI | pydantic-settings | >=2.0 | pyproject.toml |
| PyPI | rich | >=13.0 | pyproject.toml |
All dependencies 200
Full resolved dependency set from the GitHub dependency graph: 19 direct and 181 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| PyPI | boto3 | 1.35.46 | direct |
| PyPI | boto3 | 1.43.42 | direct |
| PyPI | hbreader | 0.9.1 | direct |
| PyPI | linkml-runtime | 1.11.1 | direct |
| PyPI | linkml-runtime | 1.8.3 | direct |
| PyPI | pulumi | 3.137.0 | direct |
| PyPI | pulumi-aws | 6.56.1 | direct |
| PyPI | pulumi-aws-native | 0.101.0 | direct |
| PyPI | pulumi-terraform | 5.13.4 | direct |
| PyPI | pydantic | 2.13.4 | direct |
| PyPI | pydantic | 2.9.2 | direct |
| PyPI | pydantic-settings | 2.14.2 | direct |
| PyPI | rdflib | 7.1.0 | direct |
| PyPI | rdflib | 7.6.0 | direct |
| PyPI | rich | 15.0.0 | direct |
| PyPI | sentry-sdk | 2.64.0 | direct |
| PyPI | structlog | 26.1.0 | direct |
| PyPI | toml | 0.10.2 | direct |
| PyPI | typer | 0.26.8 | direct |
| PyPI | annotated-doc | 0.0.4 | indirect |
| PyPI | annotated-types | 0.7.0 | indirect |
| PyPI | antlr4-python3-runtime | 4.9.3 | indirect |
| PyPI | arpeggio | 2.0.2 | indirect |
| PyPI | arrow | 1.3.0 | indirect |
| PyPI | ast-serialize | 0.6.0 | indirect |
| PyPI | attrs | 24.2.0 | indirect |
| PyPI | attrs | 26.1.0 | indirect |
| PyPI | backports-zstd | 1.6.0 | indirect |
| PyPI | beautifulsoup4 | 4.12.3 | indirect |
| PyPI | bioregistry | 0.11.19 | indirect |
| PyPI | botocore | 1.35.46 | indirect |
| PyPI | botocore | 1.43.42 | indirect |
| PyPI | cachetools | 5.5.0 | indirect |
| PyPI | certifi | 2024.8.30 | indirect |
| PyPI | certifi | 2026.6.17 | indirect |
| PyPI | cfgraph | 0.2.1 | indirect |
| PyPI | chardet | 5.2.0 | indirect |
| PyPI | charset-normalizer | 3.4.0 | indirect |
| PyPI | charset-normalizer | 3.4.9 | indirect |
| PyPI | click | — | indirect |
| PyPI | click | 8.1.7 | indirect |
| PyPI | click | 8.4.2 | indirect |
| PyPI | colorama | 0.4.6 | indirect |
| PyPI | coverage | 7.15.0 | indirect |
| PyPI | crystalia-collector | 0.1.1 | indirect |
| PyPI | curies | 0.14.1 | indirect |
| PyPI | curies | 0.8.0 | indirect |
| PyPI | daff | 1.3.46 | indirect |
| PyPI | debugpy | 1.8.7 | indirect |
| PyPI | deprecated | 1.2.14 | indirect |
| PyPI | deprecated | 1.3.1 | indirect |
| PyPI | dill | 0.3.9 | indirect |
| PyPI | editorconfig | 0.12.4 | indirect |
| PyPI | et-xmlfile | 1.1.0 | indirect |
| PyPI | exceptiongroup | 1.2.2 | indirect |
| PyPI | execnet | 2.1.2 | indirect |
| PyPI | fqdn | 1.5.1 | indirect |
| PyPI | ghp-import | 2.1.0 | indirect |
| PyPI | 3.0.0 | indirect | |
| PyPI | google-api-core | 2.21.0 | indirect |
| PyPI | google-api-python-client | 2.149.0 | indirect |
| PyPI | google-auth | 2.35.0 | indirect |
| PyPI | google-auth-httplib2 | 0.2.0 | indirect |
| PyPI | google-auth-oauthlib | 1.2.1 | indirect |
| PyPI | googleapis-common-protos | 1.65.0 | indirect |
| PyPI | graphviz | 0.20.3 | indirect |
| PyPI | greenlet | 3.1.1 | indirect |
| PyPI | grpcio | 1.66.2 | indirect |
| PyPI | gspread | 6.1.4 | indirect |
| PyPI | gspread-formatting | 1.2.0 | indirect |
| PyPI | html5lib-modern | 1.2 | indirect |
| PyPI | httplib2 | 0.22.0 | indirect |
| PyPI | idna | 3.10 | indirect |
| PyPI | idna | 3.18 | indirect |
| PyPI | importlib-metadata | 8.5.0 | indirect |
| PyPI | iniconfig | 2.0.0 | indirect |
| PyPI | iniconfig | 2.3.0 | indirect |
| PyPI | isodate | 0.7.2 | indirect |
| PyPI | isoduration | 20.11.0 | indirect |
| PyPI | jinja2 | 3.1.4 | indirect |
| PyPI | jmespath | 1.0.1 | indirect |
| PyPI | jmespath | 1.1.0 | indirect |
| PyPI | jsbeautifier | 1.15.1 | indirect |
| PyPI | json-flattener | 0.1.9 | indirect |
| PyPI | jsonasobj | 1.3.1 | indirect |
| PyPI | jsonasobj2 | 1.0.4 | indirect |
| PyPI | jsonpatch | 1.33 | indirect |
| PyPI | jsonpath-ng | 1.7.0 | indirect |
| PyPI | jsonpointer | 3.0.0 | indirect |
| PyPI | jsonschema | 4.23.0 | indirect |
| PyPI | jsonschema | 4.26.0 | indirect |
| PyPI | jsonschema-specifications | 2024.10.1 | indirect |
| PyPI | jsonschema-specifications | 2025.9.1 | indirect |
| PyPI | librt | 0.13.0 | indirect |
| PyPI | linkml | 1.8.4 | indirect |
| PyPI | linkml-dataops | 0.1.0 | indirect |
| PyPI | markdown | 3.7 | indirect |
| PyPI | markdown-it-py | 4.2.0 | indirect |
| PyPI | markupsafe | 3.0.2 | indirect |
| PyPI | mdurl | 0.1.2 | indirect |
| PyPI | mergedeep | 1.3.4 | indirect |
| PyPI | mkdocs | 1.6.1 | indirect |
| PyPI | mkdocs-get-deps | 0.2.0 | indirect |
| PyPI | mkdocs-material | 8.5.11 | indirect |
| PyPI | mkdocs-material-extensions | 1.3.1 | indirect |
| PyPI | mkdocs-mermaid2-plugin | 1.1.1 | indirect |
| PyPI | more-click | 0.1.2 | indirect |
| PyPI | mypy | 2.2.0 | indirect |
| PyPI | mypy-extensions | 1.1.0 | indirect |
| PyPI | oauthlib | 3.2.2 | indirect |
| PyPI | ontodev-cogs | 0.3.3 | indirect |
| PyPI | openpyxl | 3.1.5 | indirect |
| PyPI | packaging | 24.1 | indirect |
| PyPI | packaging | 26.2 | indirect |
| PyPI | parse | 1.20.2 | indirect |
| PyPI | parver | 0.5 | indirect |
| PyPI | pathspec | 0.12.1 | indirect |
| PyPI | pathspec | 1.1.1 | indirect |
| PyPI | platformdirs | 4.3.6 | indirect |
| PyPI | pluggy | 1.5.0 | indirect |
| PyPI | pluggy | 1.6.0 | indirect |
| PyPI | ply | 3.11 | indirect |
| PyPI | prefixcommons | 0.1.12 | indirect |
| PyPI | prefixmaps | 0.2.6 | indirect |
| PyPI | proto-plus | 1.25.0 | indirect |
| PyPI | protobuf | 4.25.5 | indirect |
| PyPI | protobuf | 5.28.3 | indirect |
| PyPI | pyasn1 | 0.6.1 | indirect |
| PyPI | pyasn1-modules | 0.4.1 | indirect |
| PyPI | pydantic-core | 2.23.4 | indirect |
| PyPI | pydantic-core | 2.46.4 | indirect |
| PyPI | pygments | 2.18.0 | indirect |
| PyPI | pygments | 2.20.0 | indirect |
| PyPI | pyjsg | 0.11.10 | indirect |
| PyPI | pymdown-extensions | 10.11.2 | indirect |
| PyPI | pyparsing | 3.2.0 | indirect |
| PyPI | pyparsing | 3.3.2 | indirect |
| PyPI | pyshex | 0.8.1 | indirect |
| PyPI | pyshexc | 0.9.1 | indirect |
| PyPI | pystow | 0.5.6 | indirect |
| PyPI | pystow | 0.8.21 | indirect |
| PyPI | pytest | 8.3.3 | indirect |
| PyPI | pytest | 9.1.1 | indirect |
| PyPI | pytest-cov | 7.1.0 | indirect |
| PyPI | pytest-logging | 2015.11.4 | indirect |
| PyPI | pytest-xdist | 3.8.0 | indirect |
| PyPI | python-dateutil | 2.9.0.post0 | indirect |
| PyPI | python-dotenv | 1.2.2 | indirect |
| PyPI | pytrie | 0.4.0 | indirect |
| PyPI | pyyaml | 6.0.2 | indirect |
| PyPI | pyyaml | 6.0.3 | indirect |
| PyPI | pyyaml-env-tag | 0.1 | indirect |
| PyPI | rdflib-jsonld | 0.6.1 | indirect |
| PyPI | rdflib-shim | 1.0.3 | indirect |
| PyPI | referencing | 0.35.1 | indirect |
| PyPI | referencing | 0.37.0 | indirect |
| PyPI | requests | 2.32.3 | indirect |
| PyPI | requests | 2.34.2 | indirect |
| PyPI | requests-oauthlib | 2.0.0 | indirect |
| PyPI | rfc3339-validator | 0.1.4 | indirect |
| PyPI | rfc3987 | 1.3.8 | indirect |
| PyPI | rpds-py | 0.20.0 | indirect |
| PyPI | rpds-py | 2026.6.3 | indirect |
| PyPI | rsa | 4.9 | indirect |
| PyPI | ruamel-yaml | 0.18.6 | indirect |
| PyPI | ruamel-yaml-clib | 0.2.12 | indirect |
| PyPI | ruff | 0.15.20 | indirect |
| PyPI | ruff | 0.2.2 | indirect |
| PyPI | s3transfer | 0.10.3 | indirect |
| PyPI | s3transfer | 0.19.0 | indirect |
| PyPI | schemasheets | 0.1.24 | indirect |
| PyPI | semver | 2.13.0 | indirect |
| PyPI | setuptools | 75.2.0 | indirect |
| PyPI | shellingham | 1.5.4 | indirect |
| PyPI | shexjsg | 0.8.2 | indirect |
| PyPI | six | 1.16.0 | indirect |
| PyPI | six | 1.17.0 | indirect |
| PyPI | sortedcontainers | 2.4.0 | indirect |
| PyPI | soupsieve | 2.6 | indirect |
| PyPI | sparqlslurper | 0.5.1 | indirect |
| PyPI | sparqlwrapper | 2.0.0 | indirect |
| PyPI | sqlalchemy | 2.0.36 | indirect |
| PyPI | tabulate | 0.9.0 | indirect |
| PyPI | termcolor | 2.5.0 | indirect |
| PyPI | tomli | 2.0.2 | indirect |
| PyPI | tqdm | 4.66.5 | indirect |
| PyPI | tqdm | 4.68.4 | indirect |
| PyPI | types-python-dateutil | 2.9.0.20241003 | indirect |
| PyPI | typing-extensions | 4.12.2 | indirect |
| PyPI | typing-extensions | 4.16.0 | indirect |
| PyPI | typing-inspection | 0.4.2 | indirect |
| PyPI | uri-template | 1.3.0 | indirect |
| PyPI | uritemplate | 4.1.1 | indirect |
| PyPI | urllib3 | 2.2.3 | indirect |
| PyPI | urllib3 | 2.7.0 | indirect |
| PyPI | watchdog | 5.0.3 | indirect |
| PyPI | webcolors | 24.8.0 | indirect |
| PyPI | wrapt | 1.16.0 | indirect |
| PyPI | wrapt | 2.2.2 | indirect |
| PyPI | zipp | 3.20.2 | indirect |
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"note": null,
"notes": [],
"value": 64,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": true,
"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": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 18,
"status": "met",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
"key": "ecosystem_adoption",
"band": "at_risk",
"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"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 42,
"inputs": {
"packages": [
"crystalia-collector"
],
"dependents": null,
"ecosystems": "pypi",
"total_downloads": null,
"monthly_downloads": 317
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "317 downloads/month across pypi",
"points": 33.4,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 317,
"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",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "at_risk",
"name": "Sustainability & Governance",
"value": 36,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 13,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 1,
"top_contributor_share": 1
},
"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 100% of commits",
"points": 0,
"status": "missed",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 100
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "1 contributors",
"points": 1.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 1
}
}
],
"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": "critical",
"name": "Issue & PR responsiveness",
"note": "Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"issue_resolution"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"merged_prs": 0,
"open_issues": 0,
"closed_issues": 0,
"issue_closed_ratio": null,
"closed_unmerged_prs": 1
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "no issues or no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_issues_or_data",
"params": {}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "0/1 decided PRs merged",
"points": 0,
"status": "missed",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 0,
"decided": 1
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/30 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": 61,
"inputs": {
"followers": 11,
"owner_type": "Organization",
"is_verified": null,
"owner_login": "Ebiquity",
"public_repos": 30,
"account_age_days": 5012
},
"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": "11 followers of Ebiquity",
"points": 7.8,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 11,
"login": "Ebiquity"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "30 public repos, account ~13 yr old",
"points": 22.9,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 30
}
},
{
"code": "account_age_years",
"params": {
"years": 13
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "good",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 84,
"inputs": {
"packages": [
"crystalia-collector"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 10
},
"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 10 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 10
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "1 published versions",
"points": 4,
"status": "partial",
"details": [
{
"code": "published_versions",
"params": {
"count": 1
}
}
],
"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": 86,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_ci_tests"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"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": "ruff.toml",
"points": 16,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ruff.toml"
}
}
],
"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": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
"topics": [],
"has_wiki": true,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": false
},
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"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": "at_risk",
"name": "Security",
"value": 39,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): CI-Tests, Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"ci_tests",
"packaging",
"signed_releases"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 39,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 15,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 3,
"scorecard_aggregate": 3.9
},
"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": "branch protection not enabled on development/release branches",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "no pull request found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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 0/30 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 1 contributing companies or organizations -- score normalized to 3",
"points": 0.8,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "11 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 9",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "no SAST tool detected",
"points": 0,
"status": "missed",
"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": "27 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": 2
},
"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": "good",
"name": "AI Readiness",
"value": 72,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"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": 75,
"inputs": {
"has_llms_txt": false,
"legible_history_share": null,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 3447
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"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": "good",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 73,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"poetry.lock",
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [
"Makefile",
"data_model/Makefile"
],
"has_devcontainer": true,
"has_linter_config": true,
"typecheck_configs": [],
"agent_commit_share": null,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "Makefile, data_model/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Makefile, data_model/Makefile"
}
}
],
"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": "ruff.toml",
"points": 11,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "ruff.toml"
}
}
],
"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": "devcontainer, Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "devcontainer, Dockerfile, 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": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
{
"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
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],
"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."
}
],
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},
"warnings": [
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}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.11.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.