Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-27 12:10 UTC

QuantEcon / QuantEcon.jl

Julia implementation of QuantEcon routines

JuliaBSD-3-Clause★ 552 stars⑂ 308 forkssince Jul 2014View on GitHub ↗

QuantEcon/QuantEcon.jl holds a health index of 68 out of 100, placing it in the Moderate band. It scores highest on Vitality (80/100) and lowest on Security (51/100). It was last updated today. A single contributor accounts for most of its recent work.

68
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.

68
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)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

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

QuantEconOrganization
1,695 followers206 public repossince Sep 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?

80Good · 22% of overall
How it's scored
36/36Push recency — last push 0 days ago
14.5/36Commit cadence — 21/52 weeks with commits
16.7/18Commit volume — 71 commits in the last year
10/10OpenSSF Scorecard: Maintained — 20 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year71
human_commit_share0.89
days_since_last_push0
active_weeks_last_year21
How it's scored
27/27Ships releases — 25 releases published
36/36Release recency — latest release 14 days ago
12.6/27Release cadence — a release every ~278.1 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count25
latest_release_tagv0.18.0
releases_from_tagsno
days_since_latest_release14
mean_days_between_releases278.1
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?

63Moderate · 18% of overall
How it's scored
44.5/60Stars — 552 stars
20.7/25Forks — 308 forks
9.4/15Watchers — 51 watchers
Inputs used
forks308
stars552
watchers51
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (BSD-3-Clause)
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?

64Moderate · 24% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
11.2/22.5Commit distribution — top contributor authored 50% of commits
13.5/13.5Contributor breadth — 34 contributors
10/10OpenSSF Scorecard: Contributors — project has 29 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled34
top_contributor_share0.503
How it's scored
37.2/46.8Issue resolution — 80% of issues closed
35.4/38.3PR acceptance — 211/228 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/21 approved changesets -- score normalized to 0
Inputs used
merged_prs211
open_issues34
closed_issues132
issue_closed_ratio0.795
closed_unmerged_prs17
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
23.2/25Owner reach — 1,695 followers of QuantEcon
25/25Track record — 206 public repos, account ~11 yr old
Inputs used
followers1,695
owner_typeOrganization
is_verified
owner_loginQuantEcon
public_repos206
account_age_days4,339

Engineering Quality

Are baseline engineering and documentation practices in place?

77Good · 20% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 26 out of 26 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://quantecon.org/quantecon-jl/
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepagehttps://quantecon.org/quantecon-jl/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?

51Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 26 out of 26 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/21 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 29 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 20 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.1
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.

56Moderate · 0% of overall
How it's scored
45/45Agent instructions — .github/copilot-instructions.md, AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 70 of 89 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.787
agent_instruction_files.github/copilot-instructions.md, AGENTS.md, CLAUDE.md
agent_instruction_max_bytes16,779
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
0/11Static type checking
0/10Reproducible environment
10/10Demonstrated agent practice — 46 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 7 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfiles
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configs
agent_commit_share0.46
toolchain_manifests
dependency_bot_commit_share0.07
How it's scored
0/45Type-checkable code — Julia without a type-check config
55/55Manageable file sizes — 0/1 source files over 60KB
Inputs used
primary_languageJulia
largest_source_bytes196
source_files_sampled1
oversized_source_files0
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_files

Key facts

552GitHub stars
34contributors
71commits, last 12 months
0days since last push
25releases
1bus factor
34open 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 ★ / 308 ⇿
0Stars
308Forks
24Releases

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.

012525037530692014-092020-072026-05
Major 0Minor 10Patch 14

Each point covers 11 days.

OpenSSF Scorecard 5.1 / 10
5.1aggregate

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 · 2026-07-27 12:10 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests26 out of 26 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/21 approved changesets -- score normalized to 0
10Contributorsproject has 29 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained20 commit(s) and 7 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 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.

RegistryPackageVersionRelation
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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          "is_bot": false,
          "headline": "MAINT: Fix link format in CLAUDE.md",
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          "body": "* PERF: Cache transition CDFs on MarkovChain; add sparse simulate path\n\n- Cache the transition CDFs on the MarkovChain instance, built lazily\n  on the first simulation call. The previous code rebuilt them on\n  every simulate call, via a lazy adjoint whose columns are stride-n\n  views (a pre-0.7 \"tra\n[…]\naccept; Ti<:Integer stays, matching the constraint\nof SparseMatrixCSC itself.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "body": "* Add benchmarks for MarkovChain (markov/mc_tools.jl)\n\nAdd SUITE[\"mc_tools\"], covering gth_solve, the MarkovChain\nconstructor, stationary_distributions, and the simulation routines\n(simulate, simulate!, simulate_indices), for dense and sparse\ntransition matrices. The simulate benchmarks separate the\n[…]\n\nenough (~10us tunes to evals=8), making judge sides run different\nworkloads.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "body": "…orm (#389)\n\n* ENH: Store s_indices; add num_sa_pairs, to_sa_pair_form, to_product_form\n\nFeature synchronization with QuantEcon.py:\n\n- Store the (sorted) state indices on DiscreteDP as the s_indices\n  field (empty for the product form, like a_indices/a_indptr); for\n  unsorted input they are reconstr\n[…]\nional models\nround-trip exactly — regression tests added for all three cases.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "ENH: Store s_indices; add num_sa_pairs, to_sa_pair_form, to_product_f…",
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          "body": "* PERF: Store sparse sa-formulation Q transposed internally\n\nStore the transition probability array of the state-action pair\nformulation, when sparse, in transposed (states-tomorrow x sa-pairs)\norder, so that the transition probabilities of each pair occupy a\ncontiguous CSC column. ddp.Q is the lazy\n[…]\nkov chain from the sparse sa formulation works\nwith stationary_distributions.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "PERF: Store sparse sa-formulation Q transposed internally (#388)",
          "author_name": "Daisuke Oyama",
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          "body": "…(#387)\n\n* DOC: Update agent instructions; add AGENTS.md and CLAUDE.md pointers\n\nUpdate .github/copilot-instructions.md: document the benchmark/ suite\n(not run in CI; keep in sync with internal renames), add contribution\nconventions (commit/PR title prefixes, PR description formatting,\nQuantEcon.py \n[…]\n75728472+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "DOC: Update agent instructions; add AGENTS.md and CLAUDE.md pointers …",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2026-07-09T04:08:28Z",
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          "oid": "f29afabdea7619d6d4467041843754e88d160513",
          "body": "[ci skip]",
          "is_bot": false,
          "headline": "FIX: Fix formatting in copilot instructions",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2026-07-09T03:35:19Z",
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          "oid": "a2c8e9497c29e4432badb88ace2068b439529f27",
          "body": "* PERF: Optimize DiscreteDP kernels and solver loops\n\n- Rewrite the dense RQ_sigma with a direct destination-state-outer loop\n  fill, replacing the hcat splat over strided slices (~27x faster at\n  n=500, m=100); Q_sigma is now returned as a Matrix instead of an\n  Adjoint\n- Add a bellman_operator! me\n[…]\nellman_operator!.\n\nAlso make _max_abs_diff index-agnostic (first(eachindex)).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "PERF: Optimize DiscreteDP kernels and solver loops (#386)",
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          "oid": "994d928ca23464e605896199228ecf8c660b0d87",
          "body": "* FIX: Fix known bugs in DiscreteDP (markov/ddp.jl)\n\n- Copy v_init in DPSolveResult so that solve does not overwrite the\n  caller's array\n- Make MPFI respect a user-supplied v_init; the min-reward\n  initialization is applied only as the default, as in QuantEcon.py\n- Remove a leftover debug println i\n[…]\nropic.com>\n\n* TEST: Test PFI, not VFI, in the policy_iteration beta=1 testset\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "FIX: Fix known bugs in DiscreteDP (markov/ddp.jl) (#385)",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2026-07-08T06:59:26Z",
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          "oid": "1befe049145d38d2797616609a65187d34d0a4f3",
          "body": "* Add benchmark suite, with benchmarks for DiscreteDP\n\nStandard BenchmarkTools/PkgBenchmark format: benchmark/benchmarks.jl\ndefines SUITE; benchmark/ddp.jl covers DiscreteDP as SUITE[\"ddp\"]\n(4 model cases x 9 benchmarks). Establishes a performance baseline for\nthe planned optimization work on src/ma\n[…]\nthat exactly 50 iterations are\n  performed mechanically, not just empirically\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add benchmark suite, with benchmarks for DiscreteDP (#383)",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2026-07-08T05:57:36Z",
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          "oid": "02ece317b175a4020a3b729343a8f34950504c14",
          "body": "…ma and known-bug markers (#384)\n\nAssignments in a testset to names defined in the enclosing scope\noverwrite the shared fixtures: the Backward induction testset was\nclobbering R, Q, beta, s_indices, a_indices, so subsequent testsets ran\nagainst the wrong fixtures (e.g. the beta-validation constructo\n[…]\nODO and adds a \"known issues (broken)\"\ntestset with @test_broken markers for known ddp.jl bugs, to be flipped\nto @test by an upcoming bugfix PR.\n\nCo-authored-by: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix testset fixture leakage in test_ddp.jl; add DDPsa test for RQ_sig…",
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          "committed_at": "2026-07-08T05:36:56Z",
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          "oid": "b18ae739bb053863be3ae0fd6439936ced50b4dd",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 6 to 7.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v6...v7)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 6 to 7 (#382)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-20T02:33:12Z",
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          "oid": "5834a8c4a92f3246ac1da190081be44cd46ce276",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 6 to 7.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 6 to 7 (#381)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-13T02:28:27Z",
          "body_truncated": true,
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        {
          "oid": "386ac70fcd250283dacbdf1f7d2d1c0d90d94047",
          "body": "Bumps [julia-actions/setup-julia](https://github.com/julia-actions/setup-julia) from 2 to 3.\n- [Release notes](https://github.com/julia-actions/setup-julia/releases)\n- [Commits](https://github.com/julia-actions/setup-julia/compare/v2...v3)\n\n---\nupdated-dependencies:\n- dependency-name: julia-actions/\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump julia-actions/setup-julia from 2 to 3 (#380)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-04-18T04:09:10Z",
          "body_truncated": true,
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          "oid": "a858ab956fbb3919f437377f0b84b8a2e7979035",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 5 to 6.\n- [Release notes](https://github.com/codecov/codecov-action/releases)\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/codecov/codecov-action/compare/v\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 5 to 6 (#379)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-03-27T02:02:03Z",
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          "body": "Bumps [julia-actions/cache](https://github.com/julia-actions/cache) from 2 to 3.\n- [Release notes](https://github.com/julia-actions/cache/releases)\n- [Commits](https://github.com/julia-actions/cache/compare/v2...v3)\n\n---\nupdated-dependencies:\n- dependency-name: julia-actions/cache\n  dependency-versi\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump julia-actions/cache from 2 to 3 (#378)",
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          "author_login": "dependabot[bot]",
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          "headline": "v0.17.1",
          "author_name": "Daisuke Oyama",
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          "is_bot": true,
          "headline": "CompatHelper: bump compat for Optim to 2, (keep existing compat) (#377)",
          "author_name": "github-actions[bot]",
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          "committed_at": "2026-01-10T03:33:33Z",
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          "oid": "3df6e75e4082e0979b3dee22d51f4f352a9e36ab",
          "body": "Bumps [julia-actions/setup-julia](https://github.com/julia-actions/setup-julia) from 1 to 2.\n- [Release notes](https://github.com/julia-actions/setup-julia/releases)\n- [Commits](https://github.com/julia-actions/setup-julia/compare/v1...v2)\n\n---\nupdated-dependencies:\n- dependency-name: julia-actions/\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump julia-actions/setup-julia from 1 to 2 (#376)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-19T15:17:53Z",
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          "is_coding_agent": false
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          "oid": "217c20096b6359cd325ad3b2232ed958dac650b2",
          "body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 4 to 6.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/v4...v6)\n\n---\nupdated-dependenc\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/checkout from 4 to 6 (#375)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2025-12-19T15:00:11Z",
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          "is_coding_agent": false
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        {
          "oid": "2f3a501af2c6553013773bac1229983fadd530f8",
          "body": "* Initial plan\n\n* Add Dependabot configuration for GitHub Actions\n\nCo-authored-by: oyamad <7353083+oyamad@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: oyamad <7353083+oyamad@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Add Dependabot configuration for GitHub Actions (#374)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-12-19T14:28:58Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "67c386aac9f180fa75e909fa451cb4d4e84fda97",
          "body": "not in use for a long time",
          "is_bot": false,
          "headline": "Remove .coveralls.yml (#372)",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2025-12-14T07:05:03Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "oid": "b686df7a6cf4c8a71a85fdeaf5add9cf27259e31",
          "body": "* ENH: Add `lcp_lemke`\n\nJulia translation of quantecon/optimize/lcp_lemke.py\n\n* Edits",
          "is_bot": false,
          "headline": "ENH: Add `lcp_lemke` (#371)",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2025-12-06T03:39:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8edd9d49fc0b13683adda018bf39a0e7148310fa",
          "body": null,
          "is_bot": false,
          "headline": "FIX: test_kalman: Construct `Kalman.R` as a 1x1 Matrix (#370)",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2025-11-13T02:08:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43e36348046872b77ba9aff2368f3cd03467985c",
          "body": "Also update Julia compat lower bound to LTS version (1.10)",
          "is_bot": false,
          "headline": "v0.17.0",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2025-11-11T11:05:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49a7d81998bb0a8cbc2e5302cfb874d387bc10c2",
          "body": "Julia translation of quantecon/optimize/pivoting.py",
          "is_bot": false,
          "headline": "ENH: Add pivoting.jl (#368)",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2025-11-11T10:52:52Z",
          "body_truncated": false,
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        {
          "oid": "b200d699f183adb4939d0084afd8673ed13060d4",
          "body": "Previously the functions returned the type `Nothing`. Now they return the singleton value `nothing`, aligning with Julia conventions.\r\n\r\nBREAKING CHANGE: The return value of set_state! and related functions changes from type `Nothing` to value `nothing`. Closes #364",
          "is_bot": false,
          "headline": "fix(kalman)!: return `nothing` instead of `Nothing` (#367)",
          "author_name": "Yugan T",
          "author_login": "YuganThirukumaran",
          "committed_at": "2025-11-11T05:05:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d0b16edf34478d0091dcb6efac33c06e9371d859",
          "body": "* DOC: Minor edits\n\n* Update src/modeltools/utility.jl\n\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "DOC: Minor edits (#366)",
          "author_name": "Daisuke Oyama",
          "author_login": "oyamad",
          "committed_at": "2025-11-05T02:00:33Z",
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          "oid": "a85625307197c328f35838d3cf287d63bb7a8969",
          "body": "…(#363)\n\n* Initial plan\n\n* Update docstrings in modeltools/utility.jl to follow style guide\n\nCo-authored-by: YiningFu2003 <209427035+YiningFu2003@users.noreply.github.com>\n\n---------\n\nCo-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: YiningFu2003 <209427035+YiningFu2003@users.noreply.github.com>",
          "is_bot": false,
          "headline": "DOC: Standardize docstrings in modeltools/utility.jl per style guide …",
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          "author_login": "Copilot",
          "committed_at": "2025-11-04T05:11:09Z",
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          "is_bot": false,
          "headline": "DOC: Update docstrings in modeltools/types.jl to follow style guide (…",
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          "oid": "58f192d6901f0064257baf4836721385c511ca24",
          "body": "…de (#343)\n\n* Initial plan\n\n* Update docstrings formatting in markov_approx.jl\n\nCo-authored-by: YiningFu2003 <209427035+YiningFu2003@users.noreply.github.com>\n\n* Break long docstring lines at 92 characters or less\n\nCo-authored-by: oyamad <7353083+oyamad@users.noreply.github.com>\n\n* Update src/markov\n[…]\nm>\nCo-authored-by: YiningFu2003 <209427035+YiningFu2003@users.noreply.github.com>\nCo-authored-by: oyamad <7353083+oyamad@users.noreply.github.com>\nCo-authored-by: Daisuke Oyama <oyama@e.u-tokyo.ac.jp>",
          "is_bot": false,
          "headline": "DOC: Update docstrings in markov/markov_approx.jl to follow style gui…",
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          "author_login": "Copilot",
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          "oid": "e2d5c3f4b2dcd07f9a9aa604ce2af83806b3ad04",
          "body": "* Initial plan\n\n* Update docstrings in markov/ddp.jl to follow style guide\n\nCo-authored-by: YiningFu2003 <209427035+YiningFu2003@users.noreply.github.com>\n\n* Fix type annotations in solve function docstring\n\nCo-authored-by: oyamad <7353083+oyamad@users.noreply.github.com>\n\n---------\n\nCo-authored-by:\n[…]\n-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: YiningFu2003 <209427035+YiningFu2003@users.noreply.github.com>\nCo-authored-by: oyamad <7353083+oyamad@users.noreply.github.com>",
          "is_bot": false,
          "headline": "DOC: Update docstrings in markov/ddp.jl to follow style guide (#339)",
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          "author_login": "Copilot",
          "committed_at": "2025-11-04T05:08:43Z",
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                  {
                    "code": "public_repos",
                    "params": {
                      "count": 206
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 11
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 77,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                      "count": 4
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                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
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                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
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                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "26 out of 26 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [],
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              "homepage": "https://quantecon.org/quantecon-jl/",
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              "has_docs_dir": true,
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            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://quantecon.org/quantecon-jl/",
                "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": null,
                "points": 0,
                "status": "missed",
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                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
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            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 51,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
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            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.1
            },
            "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": "26 out of 26 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/21 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 29 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": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "20 commit(s) and 7 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": "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": 11
            },
            "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": "moderate",
        "name": "AI Readiness",
        "value": 56,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
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              "legible_history_share": 0.787,
              "agent_instruction_files": [
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                "CLAUDE.md"
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              "agent_instruction_max_bytes": 16779
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": ".github/copilot-instructions.md, AGENTS.md, CLAUDE.md",
                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "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": "70 of 89 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 70,
                      "sampled": 89
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 40,
            "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": 0.46,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.07
            },
            "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": "46 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
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                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "7 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
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                      "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": [],
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              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
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              "largest_source_bytes": 196,
              "source_files_sampled": 1,
              "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": "0/1 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "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",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
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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": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T12:10:57.656478Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/q/QuantEcon/QuantEcon.jl.svg",
  "full_name": "QuantEcon/QuantEcon.jl",
  "license_state": "standard",
  "license_spdx": "BSD-3-Clause"
}

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.

How one result sits in the wider record: aggregate statistics.