Public recordModerate
Software health reportschema 0.12.0 · metrics 1.13.0 · 2026-07-18 04:16 UTC
NCBI / Datasets
NCBI Datasets is a new resource that lets you easily gather data from across NCBI databases.
NCBI/Datasets holds a health index of 57 out of 100, placing it in the Moderate band. It scores highest on Vitality (85/100) and lowest on AI Readiness (20/100). It was last updated 7 days ago. A single contributor accounts for most of its recent work.
57
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.
57
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
2,822 followers151 public repossince Mar 2013
This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
85
Development activity
82Good
How it's scored
| 36/36 | Push recency — last push 7 days ago |
| 19.4/36 | Commit cadence — 28/52 weeks with commits |
| 16.6/18 | Commit volume — 69 commits in the last year |
| 10/10 | OpenSSF Scorecard: Maintained — 22 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
Inputs used
| commits_last_year | 69 |
| human_commit_share | — |
| days_since_last_push | 7 |
| active_weeks_last_year | 28 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 100 releases published |
| 36/36 | Release recency — latest release 7 days ago |
| 27/27 | Release cadence — a release every ~6.7 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 100 |
| latest_release_tag | v18.33.1 |
| releases_from_tags | no |
| days_since_latest_release | 7 |
| mean_days_between_releases | 6.7 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
66
Popularity & adoption
68Moderate
How it's scored
| 44.4/60 | Stars — 548 stars |
| 15.2/25 | Forks — 67 forks |
| 8/15 | Watchers — 29 watchers |
Inputs used
| forks | 67 |
| stars | 548 |
| watchers | 29 |
| 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 |
Sustainability & Governance
Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
63
Maintainer resilience (bus factor)
33At risk
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 7.6/22.5 | Commit distribution — top contributor authored 66% of commits |
| 10.8/13.5 | Contributor breadth — 8 contributors |
| 6/10 | OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 8 |
| top_contributor_share | 0.663 |
How it's scored
| 43.4/46.8 | Issue resolution — 93% of issues closed |
| 37.4/38.3 | PR acceptance — 266/272 decided PRs merged |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/15 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 266 |
| open_issues | 22 |
| closed_issues | 290 |
| issue_closed_ratio | 0.929 |
| closed_unmerged_prs | 6 |
Ownership & stewardship
80Good
How it's scored
| 30/30 | Ownership backing — organization-owned |
| 0/20 | Verified domain |
| 24.8/25 | Owner reach — 2,822 followers of ncbi |
| 25/25 | Track record — 151 public repos, account ~13 yr old |
Inputs used
| followers | 2,822 |
| owner_type | Organization |
| is_verified | — |
| owner_login | ncbi |
| public_repos | 151 |
| account_age_days | 4,879 |
Engineering Quality
Are baseline engineering and documentation practices in place?
31
Engineering practices
1Critical
How it's scored
| 0/24 | CI workflows |
| 0/24 | Tests present |
| 0/16 | Linter config |
| 0/9.6 | Pre-commit hooks |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — 0 out of 15 merged PRs checked by a CI test -- score normalized to 0 |
Inputs used
| has_ci | no |
| has_tests | no |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentation
75Good
How it's scored
| 30/30 | README |
| 0/25 | Documentation directory |
| 15/15 | Documentation / homepage site — https://www.ncbi.nlm.nih.gov/datasets |
| 10/10 | Repository description |
| 10/10 | Topics — 2 topics |
| 10/10 | Wiki |
Inputs used
| topics | genomics-data, ncbi |
| has_wiki | yes |
| homepage | https://www.ncbi.nlm.nih.gov/datasets |
| has_readme | yes |
| has_docs_dir | no |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
33
Security posture
33At 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 — 0 out of 15 merged PRs checked by a CI test -- score normalized to 0 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/15 approved changesets -- score normalized to 0 |
| 1.5/2.5 | Contributors — project has 2 contributing companies or organizations -- score normalized to 6 |
| 0/10 | Dangerous-Workflow — no data |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | License — license file detected |
| 7.5/7.5 | Maintained — 22 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — no data |
| 0/5 | Pinned-Dependencies — no data |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — no data |
| 6.8/7.5 | Vulnerabilities — 1 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 14 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 4 |
| scorecard_aggregate | 3.3 |
Excluded from scoring (no data or not applicable): dangerous_workflow, packaging, pinned_dependencies, token_permissions. 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.
20
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)
14Critical
How it's scored
| 0/18 | One-command bootstrap |
| 0/22 | Automated tests |
| 0/11 | 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 |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — no data |
Inputs used
| has_nix | no |
| has_tests | no |
| lockfiles | go.sum |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | — |
Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
Code legibility for models
55Moderate
How it's scored
| 0/45 | Type-checkable code — Jupyter Notebook without a type-check config |
| 55/55 | Manageable file sizes — 0/88 source files over 60KB |
Inputs used
| primary_language | Jupyter Notebook |
| largest_source_bytes | 17,952 |
| source_files_sampled | 88 |
| oversized_source_files | 0 |
Machine-readable interfaces
40At risk
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) |
| 0/20 | MCP server |
| 40/40 | Runnable examples — notebooks |
Inputs used
| example_dirs | notebooks |
| has_mcp_signal | no |
| api_schema_files | — |
Key facts
548GitHub stars
8contributors
69commits, last 12 months
7days since last push
100releases
1bus factor
22open issues
—package ecosystems
More detail
OpenSSF Scorecard 3.3 / 10
3.3aggregate
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 |
| 0 | CI-Tests | 0 out of 15 merged PRs checked by a CI test -- score normalized to 0 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/15 approved changesets -- score normalized to 0 |
| 6 | Contributors | project has 2 contributing companies or organizations -- score normalized to 6 |
| n/a | Dangerous-Workflow | no workflows found |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 22 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10 |
| n/a | Packaging | packaging workflow not detected |
| n/a | Pinned-Dependencies | no dependencies found |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| n/a | Token-Permissions | No tokens found |
| 9 | Vulnerabilities | 1 existing vulnerabilities detected |
All dependencies 49
Full resolved dependency set from the GitHub dependency graph: 0 direct and 49 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
| Registry | Package | Version | Relation |
|---|---|---|---|
| Go | bou.ke/monkey | 1.0.2 | indirect |
| Go | github.com/antihax/optional | 1.0.0 | indirect |
| Go | github.com/araddon/dateparse | 0.0.0-20210429162001-6b43995a97de | indirect |
| Go | github.com/davecgh/go-spew | 1.1.1 | indirect |
| Go | github.com/docker/go-units | 0.4.0 | indirect |
| Go | github.com/docker/go-units | 0.5.0 | indirect |
| Go | github.com/fsnotify/fsnotify | 1.4.9 | indirect |
| Go | github.com/golang/protobuf | 1.5.0 | indirect |
| Go | github.com/gosuri/uilive | 0.0.3 | indirect |
| Go | github.com/gosuri/uilive | 0.0.4 | indirect |
| Go | github.com/gosuri/uiprogress | 0.0.1 | indirect |
| Go | github.com/hashicorp/go-cleanhttp | 0.5.1 | indirect |
| Go | github.com/hashicorp/go-cleanhttp | 0.5.2 | indirect |
| Go | github.com/hashicorp/go-retryablehttp | 0.7.0 | indirect |
| Go | github.com/hashicorp/go-retryablehttp | 0.7.7 | indirect |
| Go | github.com/inconshreveable/mousetrap | 1.1.0 | indirect |
| Go | github.com/magiconair/properties | 1.8.2 | indirect |
| Go | github.com/mattn/go-isatty | 0.0.12 | indirect |
| Go | github.com/mattn/go-isatty | 0.0.20 | indirect |
| Go | github.com/mcuadros/go-lookup | 0.0.0-20200831155250-80f87a4fa5ee | indirect |
| Go | github.com/metakeule/fmtdate | 1.1.2 | indirect |
| Go | github.com/mitchellh/go-homedir | 1.1.0 | indirect |
| Go | github.com/mitchellh/mapstructure | 1.3.3 | indirect |
| Go | github.com/pelletier/go-toml | 1.8.0 | indirect |
| Go | github.com/pmezard/go-difflib | 1.0.0 | indirect |
| Go | github.com/randall77/makefat | 0.0.0-20210315173500-7ddd0e42c844 | indirect |
| Go | github.com/spf13/afero | 1.11.0 | indirect |
| Go | github.com/spf13/afero | 1.3.4 | indirect |
| Go | github.com/spf13/cast | 1.3.1 | indirect |
| Go | github.com/spf13/cobra | 1.0.0 | indirect |
| Go | github.com/spf13/cobra | 1.8.1 | indirect |
| Go | github.com/spf13/jwalterweatherman | 1.1.0 | indirect |
| Go | github.com/spf13/pflag | 1.0.5 | indirect |
| Go | github.com/spf13/viper | 1.7.1 | indirect |
| Go | github.com/stretchr/testify | 1.6.1 | indirect |
| Go | github.com/stretchr/testify | 1.9.0 | indirect |
| Go | github.com/tealeg/xlsx/v3 | 3.2.0 | indirect |
| Go | github.com/thediveo/enumflag/v2 | 2.0.7 | indirect |
| Go | gitlab.com/metakeule/fmtdate | 1.2.2 | indirect |
| Go | golang.org/x/exp | 0.0.0-20250103183323-7d7fa50e5329 | indirect |
| Go | golang.org/x/net | 0.0.0-20200822124328-c89045814202 | indirect |
| Go | golang.org/x/oauth2 | 0.0.0-20200107190931-bf48bf16ab8d | indirect |
| Go | golang.org/x/sys | 0.0.0-20200828194041-157a740278f4 | indirect |
| Go | golang.org/x/sys | 0.28.0 | indirect |
| Go | golang.org/x/text | 0.22.0 | indirect |
| Go | google.golang.org/appengine | 1.6.6 | indirect |
| Go | google.golang.org/protobuf | 1.26.0 | indirect |
| Go | gopkg.in/ini.v1 | 1.60.2 | indirect |
| Go | gopkg.in/yaml.v3 | 3.0.1 | indirect |
Raw JSON report machine-readable
{
"data": {
"repo": {
"topics": [
"genomics-data",
"ncbi"
],
"is_fork": false,
"size_kb": 22254,
"has_wiki": true,
"homepage": "https://www.ncbi.nlm.nih.gov/datasets",
"languages": {
"Go": 277462,
"Shell": 1606,
"Mustache": 38454,
"Starlark": 6569,
"Jupyter Notebook": 356389
},
"pushed_at": "2026-07-10T18:43:59Z",
"created_at": "2020-04-07T18:09:28Z",
"owner_type": "Organization",
"updated_at": "2026-07-17T22:50:52Z",
"description": "NCBI Datasets is a new resource that lets you easily gather data from across NCBI databases.",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "master",
"primary_language": "Jupyter Notebook",
"significant_languages": [
"Jupyter Notebook",
"Go"
]
},
"owner": {
"blog": "http://www.ncbi.nlm.nih.gov",
"name": "NCBI - National Center for Biotechnology Information/NLM/NIH",
"type": "Organization",
"login": "ncbi",
"company": null,
"followers": 2822,
"avatar_url": "https://avatars.githubusercontent.com/u/3812119?v=4",
"created_at": "2013-03-08T19:57:55Z",
"is_verified": null,
"public_repos": 151,
"account_age_days": 4879
},
"activity": {
"releases_count": 100,
"commits_last_year": 69,
"latest_release_at": "2026-07-10T18:44:00Z",
"latest_release_tag": "v18.33.1",
"releases_from_tags": false,
"days_since_last_push": 7,
"active_weeks_last_year": 28,
"days_since_latest_release": 7,
"mean_days_between_releases": 6.7
},
"community": {
"has_readme": true,
"has_license": true,
"has_description": true,
"has_contributing": true,
"health_percentage": 62,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"ecosystem": {
"packages": []
},
"popularity": {
"forks": 67,
"stars": 548,
"watchers": 29,
"open_issues_and_prs": 24
},
"ai_readiness": {
"has_nix": false,
"example_dirs": [
"notebooks"
],
"has_llms_txt": false,
"has_dockerfile": false,
"has_mcp_signal": false,
"bootstrap_files": [],
"api_schema_files": [],
"has_devcontainer": false,
"typecheck_configs": [],
"largest_source_bytes": 17952,
"source_files_sampled": 88,
"oversized_source_files": 0,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"dependencies": {
"manifests": [],
"ecosystems": [],
"dependencies": [],
"all_dependencies": {
"error": null,
"source": "github-sbom",
"packages": [
{
"name": "bou.ke/monkey",
"direct": false,
"version": "1.0.2",
"ecosystem": "go"
},
{
"name": "github.com/antihax/optional",
"direct": false,
"version": "1.0.0",
"ecosystem": "go"
},
{
"name": "github.com/araddon/dateparse",
"direct": false,
"version": "0.0.0-20210429162001-6b43995a97de",
"ecosystem": "go"
},
{
"name": "github.com/davecgh/go-spew",
"direct": false,
"version": "1.1.1",
"ecosystem": "go"
},
{
"name": "github.com/docker/go-units",
"direct": false,
"version": "0.4.0",
"ecosystem": "go"
},
{
"name": "github.com/docker/go-units",
"direct": false,
"version": "0.5.0",
"ecosystem": "go"
},
{
"name": "github.com/fsnotify/fsnotify",
"direct": false,
"version": "1.4.9",
"ecosystem": "go"
},
{
"name": "github.com/golang/protobuf",
"direct": false,
"version": "1.5.0",
"ecosystem": "go"
},
{
"name": "github.com/gosuri/uilive",
"direct": false,
"version": "0.0.3",
"ecosystem": "go"
},
{
"name": "github.com/gosuri/uilive",
"direct": false,
"version": "0.0.4",
"ecosystem": "go"
},
{
"name": "github.com/gosuri/uiprogress",
"direct": false,
"version": "0.0.1",
"ecosystem": "go"
},
{
"name": "github.com/hashicorp/go-cleanhttp",
"direct": false,
"version": "0.5.1",
"ecosystem": "go"
},
{
"name": "github.com/hashicorp/go-cleanhttp",
"direct": false,
"version": "0.5.2",
"ecosystem": "go"
},
{
"name": "github.com/hashicorp/go-retryablehttp",
"direct": false,
"version": "0.7.0",
"ecosystem": "go"
},
{
"name": "github.com/hashicorp/go-retryablehttp",
"direct": false,
"version": "0.7.7",
"ecosystem": "go"
},
{
"name": "github.com/inconshreveable/mousetrap",
"direct": false,
"version": "1.1.0",
"ecosystem": "go"
},
{
"name": "github.com/magiconair/properties",
"direct": false,
"version": "1.8.2",
"ecosystem": "go"
},
{
"name": "github.com/mattn/go-isatty",
"direct": false,
"version": "0.0.12",
"ecosystem": "go"
},
{
"name": "github.com/mattn/go-isatty",
"direct": false,
"version": "0.0.20",
"ecosystem": "go"
},
{
"name": "github.com/mcuadros/go-lookup",
"direct": false,
"version": "0.0.0-20200831155250-80f87a4fa5ee",
"ecosystem": "go"
},
{
"name": "github.com/metakeule/fmtdate",
"direct": false,
"version": "1.1.2",
"ecosystem": "go"
},
{
"name": "github.com/mitchellh/go-homedir",
"direct": false,
"version": "1.1.0",
"ecosystem": "go"
},
{
"name": "github.com/mitchellh/mapstructure",
"direct": false,
"version": "1.3.3",
"ecosystem": "go"
},
{
"name": "github.com/pelletier/go-toml",
"direct": false,
"version": "1.8.0",
"ecosystem": "go"
},
{
"name": "github.com/pmezard/go-difflib",
"direct": false,
"version": "1.0.0",
"ecosystem": "go"
},
{
"name": "github.com/randall77/makefat",
"direct": false,
"version": "0.0.0-20210315173500-7ddd0e42c844",
"ecosystem": "go"
},
{
"name": "github.com/spf13/afero",
"direct": false,
"version": "1.11.0",
"ecosystem": "go"
},
{
"name": "github.com/spf13/afero",
"direct": false,
"version": "1.3.4",
"ecosystem": "go"
},
{
"name": "github.com/spf13/cast",
"direct": false,
"version": "1.3.1",
"ecosystem": "go"
},
{
"name": "github.com/spf13/cobra",
"direct": false,
"version": "1.0.0",
"ecosystem": "go"
},
{
"name": "github.com/spf13/cobra",
"direct": false,
"version": "1.8.1",
"ecosystem": "go"
},
{
"name": "github.com/spf13/jwalterweatherman",
"direct": false,
"version": "1.1.0",
"ecosystem": "go"
},
{
"name": "github.com/spf13/pflag",
"direct": false,
"version": "1.0.5",
"ecosystem": "go"
},
{
"name": "github.com/spf13/viper",
"direct": false,
"version": "1.7.1",
"ecosystem": "go"
},
{
"name": "github.com/stretchr/testify",
"direct": false,
"version": "1.6.1",
"ecosystem": "go"
},
{
"name": "github.com/stretchr/testify",
"direct": false,
"version": "1.9.0",
"ecosystem": "go"
},
{
"name": "github.com/tealeg/xlsx/v3",
"direct": false,
"version": "3.2.0",
"ecosystem": "go"
},
{
"name": "github.com/thediveo/enumflag/v2",
"direct": false,
"version": "2.0.7",
"ecosystem": "go"
},
{
"name": "gitlab.com/metakeule/fmtdate",
"direct": false,
"version": "1.2.2",
"ecosystem": "go"
},
{
"name": "golang.org/x/exp",
"direct": false,
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"points": 0,
"status": "missed",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
"genomics-data",
"ncbi"
],
"has_wiki": true,
"homepage": "https://www.ncbi.nlm.nih.gov/datasets",
"has_readme": true,
"has_docs_dir": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": "https://www.ncbi.nlm.nih.gov/datasets",
"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": "2 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 2
}
}
],
"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": 33,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Token-Permissions. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"dangerous_workflow",
"packaging",
"pinned_dependencies",
"token_permissions"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 33,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 14,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 4,
"scorecard_aggregate": 3.3
},
"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": "0 out of 15 merged PRs checked by a CI test -- score normalized to 0",
"points": 0,
"status": "missed",
"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 0/15 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 2 contributing companies or organizations -- score normalized to 6",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no workflows found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"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": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "22 commit(s) and 8 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 not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"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": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "No tokens found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "1 existing vulnerabilities detected",
"points": 6.8,
"status": "partial",
"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": "critical",
"name": "AI Readiness",
"value": 20,
"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": "critical",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance, OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"automated_maintenance",
"openssf_scorecard_pinned_dependencies"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 14,
"inputs": {
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"has_tests": false,
"lockfiles": [
"go.sum"
],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"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": 0,
"status": "missed",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"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": "no dependencies found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
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"largest_source_bytes": 17952,
"source_files_sampled": 88,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Jupyter Notebook without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Jupyter Notebook"
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],
"max_points": 45
},
{
"key": "manageable_file_sizes",
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"detail": "0/88 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
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"sampled": 88,
"oversized": 0
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
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"notebooks"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
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"detail": "notebooks",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
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}
],
"max_points": 40
}
]
}
],
"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": "2026-07-18T04:16:05.598369Z",
"schema_version": "0.12.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/NCBI/Datasets.svg",
"full_name": "NCBI/Datasets",
"license_state": "custom",
"license_spdx": null
}Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.12.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics.