Software health reportschema 0.18.0 · metrics 1.13.0 · 2026-07-21 12:48 UTC

JuliaGPU / KernelAbstractions.jl

Heterogeneous programming in Julia

JuliaMIT★ 511 stars⑂ 87 forkssince Jan 2020View on GitHub ↗

#gpu-computing #heterogeneous-parallel-programming #julia #julia-package #julialang

JuliaGPU/KernelAbstractions.jl holds a health index of 69 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (86/100) and lowest on AI Readiness (23/100). It was last updated today. A single contributor accounts for most of its recent work.

overall / 100

Moderate

Software 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.

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

JuliaGPUOrganization

299 followers60 public repossince Apr 2014

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?

82Good · 22% of overall

Development activity

76Good

How it's scored

36/36	Push recency — last push 0 days ago
13.8/36	Commit cadence — 20/52 weeks with commits
16.6/18	Commit volume — 69 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 5 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	0
active_weeks_last_year	20

Release discipline

92Excellent

How it's scored

27/27	Ships releases — 90 releases published
36/36	Release recency — latest release 21 days ago
19.8/27	Release cadence — a release every ~58.1 days
0/10	OpenSSF Scorecard: Signed-Releases — no data

Inputs used

releases_count	90
latest_release_tag	v0.9.42
releases_from_tags	no
days_since_latest_release	21
mean_days_between_releases	58.1

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?

59Moderate · 18% of overall

Popularity & adoption

66Moderate

How it's scored

43.9/60	Stars — 511 stars
16.1/25	Forks — 87 forks
6.5/15	Watchers — 16 watchers

Inputs used

forks	87
stars	511
watchers	16
growth_state	organic
growth_factor_pct	100

Community health

50Moderate

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
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?

59Moderate · 24% of overall

Maintainer resilience (bus factor)

43At risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
10.6/22.5	Commit distribution — top contributor authored 53% of commits
13.5/13.5	Contributor breadth — 57 contributors
10/10	OpenSSF Scorecard: Contributors — project has 74 contributing companies or organizations

Inputs used

bus_factor	1
contributors_sampled	57
top_contributor_share	0.527

Issue & PR responsiveness

64Moderate

How it's scored

21.3/46.8	Issue resolution — 46% of issues closed
32/38.3	PR acceptance — 391/468 decided PRs merged
10.5/15	OpenSSF Scorecard: Code-Review — Found 14/20 approved changesets -- score normalized to 7

Inputs used

merged_prs	391
open_issues	132
closed_issues	110
issue_closed_ratio	0.455
closed_unmerged_prs	77

Ownership & stewardship

73Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
17.8/25	Owner reach — 299 followers of JuliaGPU
25/25	Track record — 60 public repos, account ~12 yr old

Inputs used

followers	299
owner_type	Organization
is_verified	—
owner_login	JuliaGPU
public_repos	60
account_age_days	4,476

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 20% of overall

Engineering practices

94Excellent

How it's scored

24/24	CI workflows — 4 workflow(s)
24/24	Tests present
16/16	Linter config
9.6/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 22 out of 22 merged PRs checked by a CI test -- score normalized to 10

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	yes

Documentation

75Good

How it's scored

30/30	README
25/25	Documentation directory
0/15	Documentation / homepage site
10/10	Repository description
10/10	Topics — 5 topics
0/10	Wiki

Inputs used

topics	gpu-computing, heterogeneous-parallel-programming, julia, julia-package, julialang
has_wiki	no
homepage	—
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?

59Moderate · 16% of overall

Security posture

59Moderate

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
2.2/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 22 out of 22 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
5.2/7.5	Code-Review — Found 14/20 approved changesets -- score normalized to 7
2.5/2.5	Contributors — project has 74 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
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 — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5	Vulnerabilities — 0 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	5.9

Excluded from scoring (no data or not applicable): 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.

23Critical · 0% of overall

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)

42At risk

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
11/11	Lint / format config
0/11	Static type checking
0/10	Reproducible environment
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	—
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	0

Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.

Code legibility for models

1Critical

How it's scored

0/45	Type-checkable code — Julia without a type-check config
0/55	Manageable file sizes — no source files detected

Inputs used

primary_language	Julia
largest_source_bytes	—
source_files_sampled	0
oversized_source_files	0

Excluded from scoring (no data or not applicable): Manageable file sizes. Remaining weights renormalized.

Machine-readable interfaces

40At risk

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto)
0/20	MCP server
40/40	Runnable examples — examples

Inputs used

example_dirs	examples
has_mcp_signal	no
api_schema_files	—

Key facts

511GitHub stars

57contributors

69commits, last 12 months

0days since last push

90releases

1bus factor

132open issues

—package ecosystems

More detail

Star and fork history 511 ★ / 87 ⇿

511Stars

87Forks

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Each point covers 6 days.

OpenSSF Scorecard 5.9 / 10

5.9aggregate

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).Scorecard v5.5.0 · 2026-07-21 12:47 UTC

10	Binary-Artifacts	no binaries found in the repo
3	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	22 out of 22 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
7	Code-Review	Found 14/20 approved changesets -- score normalized to 7
10	Contributors	project has 74 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 5 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
10	Vulnerabilities	0 existing vulnerabilities detected

All dependencies 0

Full resolved dependency set from the GitHub dependency graph: 0 direct and 0 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation

Dependency advisories not assessed

Advisory matching could not run for this report: No resolved dependencies to assess

Raw JSON report machine-readable

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              "cap": null,
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      {
        "key": "community",
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        "metrics": [
          {
            "key": "popularity",
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              "has_readme": true,
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              {
                "key": "issue_template",
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            "key": "maintainer_resilience",
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                "key": "commit_distribution",
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                "key": "contributor_breadth",
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                "key": "openssf_scorecard_contributors",
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          },
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            "key": "responsiveness",
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              "merged_prs": 391,
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              "closed_unmerged_prs": 77
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                "key": "issue_resolution",
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                  {
                    "code": "issues_closed_share",
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                      "share": 46
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                "max_points": 46.75
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                "key": "pr_acceptance",
                "name": "PR acceptance",
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                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
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                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
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                "points": 10.5,
                "status": "partial",
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                "max_points": 15
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 73,
            "inputs": {
              "followers": 299,
              "owner_type": "Organization",
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                "key": "ownership_backing",
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                    "code": "owner_organization",
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                "max_points": 30
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              {
                "key": "verified_domain",
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                "points": 0,
                "status": "missed",
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                "max_points": 20
              },
              {
                "key": "owner_reach",
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                "detail": "299 followers of JuliaGPU",
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                    "code": "owner_followers",
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                      "login": "JuliaGPU"
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                "max_points": 25
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              {
                "key": "track_record",
                "name": "Track record",
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                "details": [
                  {
                    "code": "public_repos",
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                      "count": 60
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
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                ],
                "max_points": 25
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            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
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      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 86,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
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            "note": null,
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            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
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                    "code": "ci_workflows",
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                      "count": 4
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                "max_points": 24
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              {
                "key": "tests_present",
                "name": "Tests present",
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                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
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              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
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              {
                "key": "editorconfig",
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              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "good",
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            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
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                "julialang"
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              "has_wiki": false,
              "homepage": null,
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            "components": [
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                "points": 30,
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                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
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                "points": 25,
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              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
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                "points": 0,
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              {
                "key": "repository_description",
                "name": "Repository description",
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
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                "details": [
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              {
                "key": "wiki",
                "name": "Wiki",
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                "points": 0,
                "status": "missed",
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
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      {
        "key": "security",
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        "name": "Security",
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        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
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            "notes": [
              {
                "code": "excluded_no_data",
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              {
                "code": "weights_renormalized",
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            "value": 59,
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            "components": [
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                "key": "binary_artifacts",
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                "key": "branch_protection",
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                "key": "ci_tests",
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                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
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              },
              {
                "key": "code_review",
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                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 74 contributing companies or organizations",
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                "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": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 5 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": {}
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                ],
                "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": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 21
            },
            "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": 23,
        "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"
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                }
              },
              {
                "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": {}
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                ],
                "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": "at_risk",
            "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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 42,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
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              "has_linter_config": true,
              "typecheck_configs": [],
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              "toolchain_manifests": [],
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            },
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              {
                "key": "automated_maintenance",
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                "detail": "dependency automation configured, none observed in the sampled commits",
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              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
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            ]
          },
          {
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                "params": {
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              "oversized_source_files": 0
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                ],
                "max_points": 45
              },
              {
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            "notes": [],
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              },
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            ]
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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."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-21T12:48:04.713362Z",
  "schema_version": "0.18.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/JuliaGPU/KernelAbstractions.jl.svg",
  "full_name": "JuliaGPU/KernelAbstractions.jl",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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 v0.18.0 — full methodology · metrics wiki.

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