JuliaStats/Statistics.jl holds a health index of 56 out of 100, placing it in the Moderate band. It scores highest on Sustainability & Governance (77/100) and lowest on AI Readiness (27/100). It was last updated 72 days ago. 9 contributors account for most of its recent work.
56
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.
56
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.
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.
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.
Key facts
90GitHub stars
87contributors
3commits, last 12 months
72days since last push
7releases
9bus factor
54open issues
—package ecosystems
Data collection warnings
Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
More detail
Star and fork history 0 ★ / 50 ⇿
0Stars
50Forks
6Releases
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.
Major 0Minor 5Patch 1
Each point covers 6 days.
OpenSSF Scorecard 4.8 / 10
4.8aggregate
Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-26 23:05 UTC
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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"body": "This test should accept whether or not someone makes this error\r\nexplicit.",
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"headline": "relax test for mapreduce_empty (#156)",
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"headline": "Drop support for v1.9 in CI (#157)",
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"body": "Before #145 `Date` and `DateTime` were supported with `quantile` as long\r\nas the cut point falls between two equal values. Restore this behavior\r\nas some code may rely on this given that it is the most common situation\r\nwith large datasets.",
"is_bot": false,
"headline": "Fix `quantile` with `Date` and `DateTime` (#153)",
"author_name": "Milan Bouchet-Valat",
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"oid": "b8ea3d20eae974a28c09b90d775d45bd49632dd0",
"body": "…. (#150)\n\nCo-authored-by: Chunji Wang <chunji.wang@samsung.com>\r\nCo-authored-by: Vincent Yu <v@v-yu.com>",
"is_bot": false,
"headline": "Prevent overflow in `mean(::AbstractRange)` and relax type constraint…",
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"body": "This reverts commit 14438ab59ec5ea76d6eea844f03040c692d3b1f3.\r\n`mean` will not be moved to Base as Statistics will remain an (upgradable)\r\nstdlib.\r\n\r\nKeep version at 1.11.0 though, and `median` where it is as the new place\r\nis more logical.",
"is_bot": false,
"headline": "Revert \"Prepare standalone package, step 2 (#128)\" (#148)",
"author_name": "Milan Bouchet-Valat",
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"body": "It seems more logical and simpler for users to recommend using the\r\nsame function.\r\n\r\nAlso fix checking exception.",
"is_bot": false,
"headline": "Recommend `mean((x, y))` rather than `middle((x, y))` (#147)",
"author_name": "Milan Bouchet-Valat",
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"body": "Prepare for `mean` and `mean!` to be defined in Base after JuliaLang/julia#46501.\r\nRemove `mean` and `mean!` from manual as including them\r\nin two places makes building the Julia manual fail.",
"is_bot": false,
"headline": "Prepare standalone package, step 2 (#128)",
"author_name": "Milan Bouchet-Valat",
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"oid": "35ca0a0fc9debefc5245ffb86721ebd25feda701",
"body": "The `a + γ*(b-a)` introduced by JuliaLang/julia#16572 has the advantage that it\r\nincreases with `γ` even when `a` and `b` are very close, but it has the drawback\r\nthat it is not robust to overflow. This is likely to happen in practice with\r\nsmall integer and floating point types.\r\n\r\nConversely, the \n[…]\nγ`. This can be problematic as it breaks an expected invariant.\r\n\r\nSo keep using the `a + γ*(b-a)` formula when `a ≈ b`, in which case it's almost\r\nlike returning either `a` or `b` but less arbitrary.",
"is_bot": false,
"headline": "Fix overflows in `quantile` (#145)",
"author_name": "Milan Bouchet-Valat",
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"headline": "Fix hint on mean(::Number, ::Number) (#131)",
"author_name": "Lilith Orion Hafner",
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"headline": "documentation fix for quantile (#139)",
"author_name": "Michael Creel",
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"headline": "Merge pull request #142 from vtjnash/jn/test-errors",
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"oid": "7d7e4048dba1d52505e999d26c5edd8fb95811eb",
"body": "We do not care about the actual error code here, but as seen on some of\nthe other tests that needed similar fixes, these obstruct improvements\nto Base error messages.",
"is_bot": false,
"headline": "fix tests for error types",
"author_name": "Jameson Nash",
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"oid": "e9ac70b760dcf87b77affe6c068548a3325d6e2b",
"body": "`std` has no `means` kwarg, the argument is always called `mean`, even\r\nif it contains several values. Since the next paragraph already explains\r\nthe use of mean together with dims, the wrong part can just be deleted.",
"is_bot": false,
"headline": "Fix `std` docstring (#133)",
"author_name": "Sebastian Stock",
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"oid": "20fbe576ec406180b1dddf4c7fbe16458a7aef21",
"body": null,
"is_bot": false,
"headline": "Prepare standalone package for Julia 1.9 (#129)",
"author_name": "Milan Bouchet-Valat",
"author_login": "nalimilan",
"committed_at": "2022-10-04T14:17:25Z",
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"body": "Julia 1.8 throws an error by default when trying to install a package which is in the sysimage.",
"is_bot": false,
"headline": "Fix building docs (#127)",
"author_name": "Milan Bouchet-Valat",
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"oid": "0588f2cf9e43f9f72af5802feaf0af4b652c3257",
"body": "* Restrict `middle(::AbstractRange)` eltype and improve performance\r\n\r\n* Revert eltype restriction\r\n\r\n* Apply suggestions from code review\r\n\r\nCo-authored-by: Milan Bouchet-Valat <nalimilan@club.fr>\r\n\r\n* Fix typo: `r` -> `a`\r\n\r\n* Update test/runtests.jl\r\n\r\nCo-authored-by: Milan Bouchet-Valat <nalimilan@club.fr>\r\n\r\n* Fix CI failure\r\n\r\n* Add `middle(0:typemax(Int))` test\r\n\r\nCo-authored-by: Milan Bouchet-Valat <nalimilan@club.fr>",
"is_bot": false,
"headline": "Improve `middle(::AbstractRange)` performance (#116)",
"author_name": "Vincent Yu",
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"body": null,
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"headline": "Allow for quantile to operate over an entire Matrix (#108)",
"author_name": "this-josh",
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"oid": "e133202ca7fae6fb54d9a0435757a22e47d76c39",
"body": "This PR removes an unmatched parenthesis in the end of an expression in the docstring for `var`.",
"is_bot": false,
"headline": "Remove unmatched parenthesis (#112)",
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"body": null,
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"headline": "Update deploydocs URL (#111)",
"author_name": "Viral B. Shah",
"author_login": "ViralBShah",
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"body": null,
"is_bot": false,
"headline": "Update URLs in README",
"author_name": "Viral B. Shah",
"author_login": "ViralBShah",
"committed_at": "2022-06-06T23:33:23Z",
"body_truncated": false,
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{
"oid": "cdd95fea3ce7bf31c68e01412548688fbd505903",
"body": "Use the same wording as for `sum`.",
"is_bot": false,
"headline": "Fix signature in `mean(f, ...)` docstring (#110)",
"author_name": "Milan Bouchet-Valat",
"author_login": "nalimilan",
"committed_at": "2022-05-03T15:35:51Z",
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{
"oid": "61a021bcb330e6c52f2435f2abaffc77875ab6f2",
"body": "`stdm` is missing a \"dims\" argument which is documented but has not actually been added.",
"is_bot": false,
"headline": "Fix missing `stdm` method with dims argument (#81)",
"author_name": "Carlos Parada",
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"body": null,
"is_bot": false,
"headline": "doc: fix code highlight language. (#97)",
"author_name": "Fredrik Ekre",
"author_login": "fredrikekre",
"committed_at": "2021-11-30T11:35:22Z",
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"body": null,
"is_bot": false,
"headline": "adding docu to mean! explain target should not alias with the source",
"author_name": "Jose Manuel de Frutos",
"author_login": "josemanuel22",
"committed_at": "2021-11-14T16:52:34Z",
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"oid": "296650a47010208b16a5ce3d0f212672ef27c150",
"body": null,
"is_bot": false,
"headline": "adding docu to mean! explain target should not alias with the source",
"author_name": "Jose Manuel de Frutos",
"author_login": "josemanuel22",
"committed_at": "2021-11-14T16:42:48Z",
"body_truncated": false,
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{
"oid": "5256d570d0a554780ed80949c79116f47eac6382",
"body": "`dot` currently throws when the input contains `missing`,\r\nwhich is breaking as they were previously accepted.\r\nUse `adjoint(y) * x` instead of `dot(y, x)`, as the former falls back\r\nto the latter for arrays of `Number`s but to\r\n`sum(uu*vv for (uu, vv) in zip(u, v))` for other types.",
"is_bot": false,
"headline": "Fix `cov` and `cor` in the presence of missing values (#94)",
"author_name": "Milan Bouchet-Valat",
"author_login": "nalimilan",
"committed_at": "2021-10-27T14:52:43Z",
"body_truncated": false,
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{
"oid": "52998f2c611f69d1ff49aebbb8208328775334f4",
"body": "74897fe unintentionnally changed the behavior of `cov`,\r\nwhich now allows passing two empty vectors instead of throwing an error.\r\nThis is inconsistent with `cor`. If we wanted to return a value, `NaN`\r\nwould be more appropriate and consistent with `var`,\r\nbut for now make this an error again.\r\n\r\nAl\n[…]\nsimilar functions.\r\nUnfortunately it turns out we are quite inconsistent already, as\r\n`cor` and `cov` allow empty matrices already, but `cov` returns `-0.0`\r\nwhile `cor`, `std` and `var` return `NaN`.",
"is_bot": false,
"headline": "Throw an error when passing empty input to `cov` (#93)",
"author_name": "Milan Bouchet-Valat",
"author_login": "nalimilan",
"committed_at": "2021-10-26T20:26:12Z",
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{
"oid": "dba9cc0098cc41af8241aca613172bd0046bc664",
"body": "Convert === 0/0 into isnan",
"is_bot": false,
"headline": "Merge pull request #92 from pchintalapudi/pc/fixnan",
"author_name": "Valentin Churavy",
"author_login": "vchuravy",
"committed_at": "2021-10-26T17:05:33Z",
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"oid": "fde112ce68a37cce687e1e766773ee08ddc97a0d",
"body": null,
"is_bot": false,
"headline": "Convert === 0/0 into isnan",
"author_name": "Prem Chintalapudi",
"author_login": null,
"committed_at": "2021-10-18T19:14:40Z",
"body_truncated": false,
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{
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"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "3 out of 16 merged PRs checked by a CI test -- score normalized to 1",
"points": 0.2,
"status": "partial",
"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 9/15 approved changesets -- score normalized to 6",
"points": 4.5,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 102 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "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": "1 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 0",
"points": 0,
"status": "missed",
"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": "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": "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"
],
"review_only_matches": 0,
"assessed_self_published_locations": 18
},
"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": 27,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 37,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.702,
"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": "66 of 94 human commits state their intent (structured subject or explanatory body)",
"points": 37.4,
"status": "partial",
"details": [
{
"code": "legible_history",
"params": {
"legible": 66,
"sampled": 94
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 30,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0.06
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no agent-authored commits among the last 100",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_authored_commits",
"params": {
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "6 of the last 100 commits are automated dependency updates",
"points": 8,
"status": "met",
"details": [
{
"code": "dependency_bot_commits",
"params": {
"count": 6,
"sampled": 100
}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "critical",
"name": "Code legibility for models",
"note": "Excluded from scoring (no data or not applicable): Manageable file sizes. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"manageable_file_sizes"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 1,
"inputs": {
"primary_language": "Julia",
"largest_source_bytes": null,
"source_files_sampled": 0,
"oversized_source_files": 0
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Julia without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Julia"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "no source files detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_source_files",
"params": {}
}
],
"max_points": 55
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T23:05:43.688556Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/j/JuliaStats/Statistics.jl.svg",
"full_name": "JuliaStats/Statistics.jl",
"license_state": "custom",
"license_spdx": null
}
Related records
Inspected repositories sharing catalogue tags or ecosystems with JuliaStats/Statistics.jl. Read them side by side →
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 v0.27.0 — full methodology · metrics wiki.
