Public record
Software health reportschema 0.27.0 · metrics 2.5.0 · 2026-08-01 22:38 UTC

MatthewMckee4 / karva

A Python test framework, written in Rust.

RustMIT★ 31 stars⑂ 6 forkssince Apr 2025View on GitHub ↗

MatthewMckee4/karva holds a health index of 87 out of 100, placing it in the Excellent band. It scores highest on Vitality (90/100) and lowest on Sustainability & Governance (57/100). It was last updated today. A single contributor accounts for most of its recent work.

87
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

87
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe 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.

The weighted overall 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).

Ownership

Matthew MckeePersonal account
48 followers24 public repossince Dec 2022

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIkarva0.0.1a102,875100 days agokarvapytestrusttesting

Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?

90Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
25.6/36Commit cadence — 37/52 weeks with commits
18/18Commit volume — 636 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year636
human_commit_share0.74
days_since_last_push0
active_weeks_last_year37
How it's scored
27/27Ships releases — 10 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~24.1 days
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Inputs used
releases_count10
latest_release_tag0.0.1-alpha.10
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases24.1

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

59Moderate · 17% of overall
How it's scored
24/60Stars — 31 stars
5.8/25Forks — 6 forks
0/15Watchers — 1 watchers
Inputs used
forks6
stars31
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateyes
How it's scored
46.1/80Monthly downloads — 2,875 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageskarva
dependents
ecosystemspypi
total_downloads
monthly_downloads2,875
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

57Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.2/22.5Commit distribution — top contributor authored 99% of commits
9.5/13.5Contributor breadth — 7 contributors
3/10OpenSSF Scorecard: Contributors — project has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled7
top_contributor_share0.989
How it's scored
36.9/42Issue resolution — 88% of issues closed
26.5/30PR acceptance — 741/839 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/29 approved changesets -- score normalized to 0
Inputs used
merged_prs741
open_issues33
closed_issues239
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.879
closed_unmerged_prs98
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): newcomer_pr_acceptance. Remaining weights renormalized.
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
12.2/25Owner reach — 48 followers of MatthewMckee4
17.5/25Track record — 24 public repos, account ~3 yr old
Inputs used
followers48
owner_typeUser
is_verified
owner_loginMatthewMckee4
public_repos24
account_age_days1,338
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 10 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageskarva
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 19% of overall
How it's scored
24/24CI workflows — 5 workflow(s)
24/24Tests present
16/16Linter config
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

80Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://matthewmckee4.github.io/karva/
10/10Repository description
0/10Topics
0/10Wiki
Inputs used
topics
has_wikino
homepagehttps://matthewmckee4.github.io/karva/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

67Good · 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 — 30 out of 30 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 0/29 approved changesets -- score normalized to 0
0.8/2.5Contributors — project has 1 contributing companies or organizations -- score normalized to 3
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 — 30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
3.8/7.5Vulnerabilities — 5 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate5.8
Excluded from scoring (no data or not applicable): packaging. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories10
affected_packages6
assessed_packages336
unassessed_packages3
affected_by_severityhigh 1, moderate 2, low 2, unknown 1
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 336 resolved dependencies against OSV. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

89Excellent · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 74 of 74 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share1
agent_instruction_filesAGENTS.md
agent_instruction_max_bytes4,412
How it's scored
18/18One-command bootstrap — justfile
22/22Automated tests
11/11Lint / format config
11/11Static type checking — python/karva/py.typed
10/10Reproducible environment — lockfile
0/10Demonstrated agent practice — no agent-authored commits among the last 100
8/8Automated maintenance — 23 of the last 100 commits are automated dependency updates
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock
has_dockerfileno
typed_languageyes
bootstrap_filesjustfile
has_devcontainerno
has_linter_configyes
typecheck_configspython/karva/py.typed
agent_commit_share0
toolchain_manifestsCargo.toml, crates/karva/Cargo.toml, crates/karva_benchmark/Cargo.toml, crates/karva_cache/Cargo.toml, crates/karva_cli/Cargo.toml, crates/karva_collector/Cargo.toml, crates/karva_combine/Cargo.toml, crates/karva_coverage/Cargo.toml, crates/karva_dev/Cargo.toml, crates/karva_diagnostic/Cargo.toml, crates/karva_logging/Cargo.toml, crates/karva_macros/Cargo.toml, crates/karva_metadata/Cargo.toml, crates/karva_project/Cargo.toml, crates/karva_python/Cargo.toml, crates/karva_python_semantic/Cargo.toml, crates/karva_runner/Cargo.toml, crates/karva_snapshot/Cargo.toml, crates/karva_static/Cargo.toml, crates/karva_test_semantic/Cargo.toml, crates/karva_version/Cargo.toml, crates/karva_worker/Cargo.toml
dependency_bot_commit_share0.23
How it's scored
45/45Type-checkable code — Rust (statically typed)
54.8/55Manageable file sizes — 1/236 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes86,552
source_files_sampled236
oversized_source_files1

Key facts

31GitHub stars
7contributors
636commits, last 12 months
0days since last push
10releases
1bus factor
33open issues
crates.io, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:karva@0.0.1a10; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 6 ⇿
0Stars
6Forks
8Releases

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.

123456612025-082026-012026-07
Major 0Minor 0Patch 0
OpenSSF Scorecard 5.8 / 10
5.8aggregate

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 · 2026-08-01 22:38 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests30 out of 30 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 0/29 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
5Vulnerabilities5 existing vulnerabilities detected
All dependencies 339

Full resolved dependency set from the GitHub dependency graph: 0 direct and 339 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.ioaho-corasick1.1.4indirect
crates.ioallocator-api20.2.21indirect
crates.ioandroid_system_properties0.1.5indirect
crates.ioanstream1.0.0indirect
crates.ioanstyle1.0.14indirect
crates.ioanstyle-parse1.0.0indirect
crates.ioanstyle-query1.1.5indirect
crates.ioanstyle-wincon3.0.11indirect
crates.ioanyhow1.0.104indirect
crates.ioapprox0.5.1indirect
crates.ioarc-swap1.8.2indirect
crates.ioargfile1.0.0indirect
crates.ioattribute-derive0.10.5indirect
crates.ioattribute-derive-macro0.10.5indirect
crates.ioautocfg1.5.0indirect
crates.iobitflags1.3.2indirect
crates.iobitflags2.11.0indirect
crates.ioblock20.6.2indirect
crates.ioboxcar0.2.14indirect
crates.iobstr1.12.1indirect
crates.iobumpalo3.19.1indirect
crates.iobyteorder1.5.0indirect
crates.iocamino1.2.4indirect
crates.iocastaway0.2.4indirect
crates.iocc1.2.56indirect
crates.iocfg-if1.0.4indirect
crates.iocfg_aliases0.2.1indirect
crates.iochacha200.10.0indirect
crates.iochrono0.4.45indirect
crates.ioclap4.6.4indirect
crates.ioclap_builder4.6.2indirect
crates.ioclap_complete4.6.8indirect
crates.ioclap_complete_command0.6.1indirect
crates.ioclap_complete_nushell4.6.1indirect
crates.ioclap_derive4.6.4indirect
crates.ioclap_lex1.0.0indirect
crates.iocodspeed4.3.0indirect
crates.iocodspeed-divan-compat4.3.0indirect
crates.iocodspeed-divan-compat-macros4.3.0indirect
crates.iocodspeed-divan-compat-walltime4.3.0indirect
crates.iocollection_literals1.0.3indirect
crates.iocolorchoice1.0.4indirect
crates.iocolored2.2.0indirect
crates.iocolored3.1.1indirect
crates.iocompact_str0.9.0indirect
crates.iocondtype1.3.0indirect
crates.ioconsole0.16.4indirect
crates.iocore-foundation-sys0.8.7indirect
crates.iocpufeatures0.3.0indirect
crates.iocrc32fast1.5.0indirect
crates.iocrossbeam-channel0.5.16indirect
crates.iocrossbeam-deque0.8.6indirect
crates.iocrossbeam-epoch0.9.18indirect
crates.iocrossbeam-queue0.3.12indirect
crates.iocrossbeam-utils0.8.21indirect
crates.ioctrlc3.5.2indirect
crates.iodarling0.21.3indirect
crates.iodarling_core0.21.3indirect
crates.iodarling_macro0.21.3indirect
crates.iodashmap6.1.0indirect
crates.ioderive-where1.6.0indirect
crates.iodiff0.1.13indirect
crates.iodirectories6.0.0indirect
crates.iodirs-sys0.5.0indirect
crates.iodispatch20.3.0indirect
crates.iodivan-macros0.1.17indirect
crates.iodunce1.0.5indirect
crates.iodyn-clone1.0.20indirect
crates.ioeither1.15.0indirect
crates.ioencode_unicode1.0.0indirect
crates.ioequivalent1.0.2indirect
crates.ioerrno0.3.14indirect
crates.iofallible-iterator0.3.0indirect
crates.iofallible-streaming-iterator0.1.9indirect
crates.iofastrand2.5.0indirect
crates.iofiletime0.2.27indirect
crates.iofind-msvc-tools0.1.9indirect
crates.iofnv1.0.7indirect
crates.iofoldhash0.1.5indirect
crates.iofs-err3.3.1indirect
crates.iofsevent-sys4.1.0indirect
crates.iofutures-core0.3.32indirect
crates.iofutures-macro0.3.32indirect
crates.iofutures-task0.3.32indirect
crates.iofutures-timer3.0.3indirect
crates.iofutures-util0.3.32indirect
crates.ioget-size-derive20.7.4indirect
crates.ioget-size20.7.4indirect
crates.iogetopts0.2.24indirect
crates.iogetrandom0.2.17indirect
crates.iogetrandom0.4.1indirect
crates.ioglob0.3.3indirect
crates.ioglobset0.4.18indirect
crates.iohashbrown0.14.5indirect
crates.iohashbrown0.15.5indirect
crates.iohashbrown0.16.1indirect
crates.iohashlink0.10.0indirect
crates.ioheck0.5.0indirect
crates.ioiana-time-zone0.1.65indirect
crates.ioiana-time-zone-haiku0.1.2indirect
crates.ioid-arena2.3.0indirect
crates.ioident_case1.0.1indirect
crates.ioignore0.4.31indirect
crates.ioindexmap2.13.0indirect
crates.ioinotify0.11.0indirect
crates.ioinotify-sys0.1.5indirect
crates.ioinsta1.48.0indirect
crates.ioinsta-cmd0.7.0indirect
crates.iointerpolator0.5.0indirect
crates.iointrusive-collections0.9.7indirect
crates.ioinventory0.3.21indirect
crates.iois-macro0.3.7indirect
crates.iois_executable1.0.5indirect
crates.iois_terminal_polyfill1.70.2indirect
crates.ioitertools0.14.0indirect
crates.ioitertools0.15.0indirect
crates.ioitoa1.0.17indirect
crates.iojs-sys0.3.85indirect
crates.iokqueue1.1.1indirect
crates.iokqueue-sys1.0.4indirect
crates.iolazy_static1.5.0indirect
crates.ioleb128fmt0.1.0indirect
crates.iolibc0.2.180indirect
crates.iolibredox0.1.12indirect
crates.iolibsqlite3-sys0.38.1indirect
crates.iolinux-raw-sys0.11.0indirect
crates.iolock_api0.4.14indirect
crates.iolog0.4.29indirect
crates.iomanyhow0.11.4indirect
crates.iomanyhow-macros0.11.4indirect
crates.iomarkdown1.0.0indirect
crates.iomatchers0.2.0indirect
crates.iomatchit0.9.1indirect
crates.iomemchr2.8.0indirect
crates.iomemoffset0.9.1indirect
crates.iomio1.1.1indirect
crates.ionix0.30.1indirect
crates.ionix0.31.1indirect
crates.ionotify8.2.0indirect
crates.ionotify-debouncer-mini0.7.0indirect
crates.ionotify-types2.1.0indirect
crates.ionu-ansi-term0.50.3indirect
crates.ionum-traits0.2.19indirect
crates.ioobjc20.6.3indirect
crates.ioobjc2-encode4.1.0indirect
crates.ioonce_cell1.21.3indirect
crates.ioonce_cell_polyfill1.70.2indirect
crates.iooption-ext0.2.0indirect
crates.ioordermap1.1.0indirect
crates.ioos_str_bytes7.1.1indirect
crates.ioparking_lot0.12.5indirect
crates.ioparking_lot_core0.9.12indirect
crates.iopath-slash0.2.1indirect
crates.iopathdiff0.2.3indirect
crates.iophf0.11.3indirect
crates.iophf_codegen0.11.3indirect
crates.iophf_generator0.11.3indirect
crates.iophf_shared0.11.3indirect
crates.iopin-project-lite0.2.16indirect
crates.iopkg-config0.3.33indirect
crates.ioportable-atomic1.13.1indirect
crates.ioppv-lite860.2.21indirect
crates.iopretty_assertions1.4.1indirect
crates.ioprettyplease0.2.37indirect
crates.ioproc-macro-crate3.4.0indirect
crates.ioproc-macro-utils0.10.0indirect
crates.ioproc-macro21.0.106indirect
crates.iopyo30.29.0indirect
crates.iopyo3-build-config0.29.0indirect
crates.iopyo3-ffi0.29.0indirect
crates.iopyo3-macros0.29.0indirect
crates.iopyo3-macros-backend0.29.0indirect
crates.ioquote1.0.47indirect
crates.ioquote-use0.8.4indirect
crates.ioquote-use-macros0.8.4indirect
crates.ior-efi5.3.0indirect
crates.iorand0.10.0indirect
crates.iorand0.8.5indirect
crates.iorand_chacha0.3.1indirect
crates.iorand_core0.10.0indirect
crates.iorand_core0.6.4indirect
crates.ioredox_syscall0.5.18indirect
crates.ioredox_syscall0.7.1indirect
crates.ioredox_users0.5.2indirect
crates.ioref-cast1.0.26indirect
crates.ioref-cast-impl1.0.26indirect
crates.ioregex1.13.1indirect
crates.ioregex-automata0.4.16indirect
crates.ioregex-lite0.1.9indirect
crates.ioregex-syntax0.8.11indirect
crates.iorelative-path1.9.3indirect
crates.iorstest0.26.1indirect
crates.iorstest_macros0.26.1indirect
crates.ioruff_annotate_snippets0.1.0indirect
crates.ioruff_db0.0.0indirect
crates.ioruff_diagnostics0.0.0indirect
crates.ioruff_macros0.0.0indirect
crates.ioruff_memory_usage0.0.0indirect
crates.ioruff_notebook0.0.0indirect
crates.ioruff_options_metadata0.0.0indirect
crates.ioruff_python_ast0.0.0indirect
crates.ioruff_python_parser0.0.0indirect
crates.ioruff_python_stdlib0.0.0indirect
crates.ioruff_python_trivia0.0.0indirect
crates.ioruff_source_file0.0.0indirect
crates.ioruff_text_size0.0.0indirect
crates.iorusqlite0.40.1indirect
crates.iorustc-hash2.1.1indirect
crates.iorustc_version0.4.1indirect
crates.iorustix1.1.3indirect
crates.iorustversion1.0.22indirect
crates.ioryu1.0.23indirect
crates.iosalsa0.26.0indirect
crates.iosalsa-macro-rules0.26.0indirect
crates.iosalsa-macros0.26.0indirect
crates.iosame-file1.0.6indirect
crates.ioschemars1.2.2indirect
crates.ioschemars_derive1.2.2indirect
crates.ioscopeguard1.2.0indirect
crates.iosemver1.0.28indirect
crates.ioserde1.0.228indirect
crates.ioserde_core1.0.228indirect
crates.ioserde_derive1.0.228indirect
crates.ioserde_derive_internals0.30.0indirect
crates.ioserde_json1.0.150indirect
crates.ioserde_spanned1.1.1indirect
crates.ioserde_with3.16.1indirect
crates.ioserde_with_macros3.16.1indirect
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Dependency advisories 6

This repository publishes no package the index resolves, so its own dependency graph was assessed — 336 packages, which also include development and test pins that never ship: 6 carry known advisories, of which 0 are direct. 3 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
thin-vec0.2.14indirecthigh20.2.16
pytest9.0.2indirectmoderate29.0.3
serde_with3.16.1indirectmoderate13.21.0
rand0.10.0indirectlow20.10.1
rand0.8.5indirectlow20.10.1
crossbeam-epoch0.9.18indirectunknown10.9.20

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

Raw JSON report machine-readable
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      "created_at": "2025-04-07T22:25:42Z",
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        },
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          "tag": "0.0.1-alpha.1",
          "kind": "prerelease",
          "published_at": "2025-12-27T20:46:26Z"
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      ],
      "recent_commits": [
        {
          "oid": "749252deef6b0eeb38b4d0fb850f66956dfcdbba",
          "body": "Prepare release v0.0.1-alpha.10.\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Matthew Mckee <matthewmckee04@yahoo.co.uk>",
          "is_bot": true,
          "headline": "Release v0.0.1-alpha.10 (#1116)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-08-01T22:16:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e21ed2f94f0c1075956ba94f74eb07d123ea5c7",
          "body": "## Summary\n\nRedesign the Zensical documentation with a focused homepage, Karva\nbranding, responsive layouts, clearer navigation, and improved code,\nwarning, and benchmark presentation. Keep the custom homepage as the\ndeployed source instead of regenerating it from the README.\n\n## Test Plan\n\nBuilt the docs, ran `pinact run` and `uvx prek run -a`, and checked\ndesktop, phone, and tablet layouts.",
          "is_bot": false,
          "headline": "Redesign Zensical documentation site (#1115)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T22:00:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "ed34119fdc1b01b21fa29e880040e2863920aecb",
          "body": "## Summary\n\nDisambiguates duplicate explicit parameter IDs with deterministic\npytest-compatible suffixes, including existing numeric suffix\ncollisions. Closes #1084.\n\n## Test Plan\n\nRan `just test -p karva test_parametrize_disambiguates_duplicate_ids`,\ntargeted Clippy, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Disambiguate duplicate parameter IDs (#1097)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T18:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "body": "## Summary\n\nResolve missing test fixtures before generating parametrized variants,\nso unavailable plugin fixtures and typos produce one diagnostic for the\nbase test instead of one error per case. Closes #1088.\n\n## Test Plan\n\nFocused fixture and parametrization integration tests; `uvx prek run\n-a`.",
          "is_bot": false,
          "headline": "Collapse missing fixtures before parameter expansion (#1102)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T18:09:10Z",
          "body_truncated": false,
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        },
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          "body": "## Summary\n\nAdd typed `karva.warns` and `karva.deprecated_call` context managers\nwith regex matching, nested warning handling, filter restoration, and\nrecorded warning access. Document their pytest-compatible use. Closes\n#955.\n\n## Test Plan\n\nRan `just test -p karva fixture_support`, built the docs, and ran `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Add warning assertion helpers (#1108)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T18:08:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
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          "oid": "ce8ff7d0ef4508e7487cd862f1b16dc4a6a58793",
          "body": "## Summary\n\nRun supported external project benchmarks from one catalog against\ncomplete test directories. Report every workload regardless of test\noutcome, calibrate iterations for full-directory runtimes, bound GitHub\ncomments, and upload complete Markdown reports as an artifact. Remove\nunsupported Pydantic and synthetic workloads from the PR matrix. Closes\n#1106.\n\n## Test Plan\n\nRan project matrix generation, `just test -p karva_benchmark`, `pinact\nrun`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Keep PR benchmark reports bounded and comparable (#1112)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
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          "body_truncated": false,
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          "body": "## Summary\n\nMaps the new `extensions/functions` label to a dedicated Functions\nchangelog section.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Add functions changelog section (#1114)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T17:14:38Z",
          "body_truncated": false,
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        },
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          "oid": "438f7f6c8e038228ae80372fcaf144407b3b0977",
          "body": "## Summary\n\nAdd nextest-compatible flaky-result policy globally and per test,\nincluding CLI and environment override precedence. Preserve flaky retry\nhistory while failing terminal, JSON, and JSONL results, with\nconfigurable global and per-test JUnit failure representation. Closes\n#962.\n\n## Test Plan\n\nFocused integration tests, workspace Clippy, and `uvx prek run -a` pass.",
          "is_bot": false,
          "headline": "Allow flaky tests to fail the run (#1113)",
          "author_name": "Matthew Mckee",
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          "body_truncated": false,
          "is_coding_agent": false
        },
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          "body": "## Summary\n\nAdds typed `karva.approx` comparisons for numeric scalars, complex\nnumbers, decimals, ordered sequences, mappings, and optional array-like\nobjects without a pytest runtime dependency. Documents direct\n`pytest.approx` migration and validates supported behavior against\npytest.\n\nCloses #954.\n\n## Test Plan\n\n`just test -p karva test_approx_matches_pytest`, docs build, and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Add karva.approx (#1110)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T16:58:03Z",
          "body_truncated": false,
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          "body": "## Summary\n\nHonor pytest `xfail(condition=...)` keyword conditions for function and\nparametrized-case marks. Fixes #1083.\n\n## Test Plan\n\nFocused integration tests and `uvx prek run -a` pass.",
          "is_bot": false,
          "headline": "Honor keyword xfail conditions (#1107)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T16:26:33Z",
          "body_truncated": false,
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        },
        {
          "oid": "088d92753139a181e9a746a479962410bde5bfff",
          "body": "## Summary\n\nAdd regression coverage confirming that a `pytestmark` list containing\ntwo parametrization marks produces every Cartesian case in declaration\norder.\n\n## Test Plan\n\n`just test -p karva extensions::tags::parametrize` and `uvx prek run\n-a`.",
          "is_bot": false,
          "headline": "Test multiple module-level pytest marks (#1105)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:26:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "abb5b416db3d51986d57903d478d17f3a43239f3",
          "body": "## Summary\n\nMaterialize parametrize values from Python iterators so generators,\n`dict_keys`, and other iterable inputs work with pytest-compatible\nparametrization. Fixes #1087.\n\n## Test Plan\n\nRan the parametrization integration suite and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Accept iterable parametrize values (#1098)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:18:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ada95c6c2e91b89829a232e8757dec31650dd465",
          "body": "## Summary\n\nParse Karva summaries containing collection or test errors and show\nerror counts in benchmark diagnostic comparisons. Popular projects no\nlonger appear as missing results when their suites exit with errors.\n\n## Test Plan\n\n`just test -p karva_benchmark` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Show errors in benchmark diagnostics (#1103)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:17:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3fb05a992f39c773862220324f62f46367018edc",
          "body": "## Summary\n\nApply module-level `pytestmark` parametrization to discovered test\nfunctions and accept both single marks and mark lists. Closes #1086.\n\n## Test Plan\n\n`just test -p karva extensions::tags::parametrize`, focused Clippy, and\n`uvx prek run -a`.",
          "is_bot": false,
          "headline": "Support module-level pytest parametrization (#1099)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:14:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4bd7b48e6634552261ffd434ff908d745e452769",
          "body": "Validates `slow-timeout`, `timeout`, `run-timeout`, and\n`termination-grace-period` during TOML deserialization using fallible\n`Duration` conversion. Invalid non-finite or unsupported values now\nproduce configuration errors instead of silently disabling behavior or\nreaching panic-prone conversion.\n\nTest plan: `just test -p karva_metadata`, strict crate Clippy,\ngenerated-file validation, and `uvx prek run -a`.\n\nCloses #1090",
          "is_bot": false,
          "headline": "Reject invalid timeout values during config parsing (#1100)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:06:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c428792d8f7b22585a8ec7edbf8e72f871c50c1f",
          "body": "## Summary\n\nEscape NUL bytes in value-derived parameterized test names so displayed\nidentities and `KARVA_TEST_NAME` remain printable and valid. Add\nregression coverage for pytest byte values and custom values containing\na real NUL. Closes #1092.\n\n## Test Plan\n\n`just test -p karva_test_semantic`, `just test -p karva\ntest_karva_test_name_env`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Escape NUL bytes in parameterized test names (#1101)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T15:04:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "150d69c22130ce1db00eca50bb1817d74fba57ed",
          "body": "## Summary\n\nAdd pinned Pydantic, FastAPI, and HTTPX suites to PR wall-time and\nmemory benchmarks. Normal test failures remain measurable while Karva\nrunner errors still fail the benchmark.\n\n## Test Plan\n\n`just test -p karva_benchmark`, focused Clippy, three local smoke\ncomparisons, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Benchmark Pydantic, FastAPI, and HTTPX (#1096)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T14:37:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b73952b8cf83e7ee863b98af7ba247280fbda47e",
          "body": "## Summary\n\nMove Karva-maintained fixture helpers from `_vendor` into `_fixtures`,\nwhile preserving their pytest provenance in module documentation and the\nrepository license. Enable Ruff linting for the package, standardize\nPython docstrings on the Google convention, and clean up the resulting\nlint and typing issues.\n\n## Test Plan\n\nVerified with `uvx prek run -a` and `just test -p karva\nextensions::fixtures`.",
          "is_bot": false,
          "headline": "Own Python fixture support (#1095)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T12:52:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0b1983dc0f85886a4582a686cc81613b2b704f5",
          "body": "## Summary\n\nRequire current Ruff and ty versions, format `.pyi` files as regular\nPython, and lint benchmark resources. Enable Ruff docstring rules except\nmodule docstrings and document all resulting public APIs.\n\n## Test Plan\n\nVerified with `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Format and document Python stubs (#1094)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-08-01T12:19:31Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
          "oid": "f9ce0d45d3a79ef1c8e935174b1aeaaf37f4418d",
          "body": "## Summary\n\nGenerate `karva.schema.json` directly from the serde configuration types\nwith `schemars`, matching Ruff and ty while preserving existing\n`OptionsMetadata` for documentation. Wire generation into `generate-all`\nand freshness checks. This implements the core of #1064.\n\n## Next Steps\n\nSchemaStore publication is deferred until Karva has broader adoption and\ntracked in #1091.\n\n## Test Plan\n\n`uvx prek run -a`; JSON Schema metaschema and valid/invalid\nconfiguration samples checked.",
          "is_bot": false,
          "headline": "Generate JSON Schema for karva.toml (#1076)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T23:25:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3dd970ec577fdb03787cc3374a784e80566cae15",
          "body": "## Summary\n\nVerbose runs now parse every Python traceback frame and show each call\nwith its function, file, line, and source span before the final failure.\nDefault output remains compact, and unreadable frame sources fall back\nto an exact path and line. Closes #1038.\n\n## Test Plan\n\n`cargo test -p karva_diagnostic --all-features traceback`, `just test -p\nkarva test_verbose_output_shows_traceback_calls`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Show traceback calls in verbose output (#1075)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T17:39:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7c097959f019b28896a13feb23f33c9de18bca9",
          "body": "## Summary\n\nPreserve fixture definitions rejected during discovery and attach their\nsource-backed rejection reason when another fixture requests them. This\ndistinguishes rejected fixtures from truly missing names, while invalid\nscope values now use backticks for clarity.\n\n## Test plan\n\nVerified with `just test`, workspace Clippy with warnings denied, and\n`uvx prek run -a`.",
          "is_bot": false,
          "headline": "Explain rejected fixture dependencies (#1073)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T17:35:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "37d28ee1901a2caf4ffc8db452fa51f4ea32a9b1",
          "body": "## Summary\n\nRecreate function-scoped fixtures for every retry, retry setup and\nteardown failures, and retain captured output per attempt while\npreserving broader fixture scopes. Closes #980.\n\n## Test Plan\n\n`just test`, strict workspace Clippy, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Give retries fresh fixture lifecycles (#1077)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T17:32:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24e2945af9dac8d7fbabc8a9b8848e106f2e31f1",
          "body": "## Summary\n\nDefault test discovery to `tests/` when that directory exists, while\npreserving project-root fallback and explicit `[src].include` paths.\nDocument the dynamic default in configuration and CLI references.\n\n## Test Plan\n\nFocused tests, Clippy, and pre-commit hooks pass; the full suite hit an\nunrelated shared-venv `karva-worker` race, and its failing case passed\nin isolation.",
          "is_bot": false,
          "headline": "Default test discovery to tests directory (#1074)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T13:32:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "301c9e47c96d2fbb116ed90b0f7540f0dcfe2ebd",
          "body": "## Summary\n\nDocument important user-facing behavior that was only implicit in tests\nor scattered reference entries: collection and async rules, custom tags,\nempty filters, CI reports, run timeouts, hash partitioning, and running\nskipped tests. Add the new guides to navigation so users can find them\nfrom the tutorial.\n\n## Test Plan\n\nBuilt the Zensical site and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Document missing test runner behavior (#1072)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T13:06:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22be441f63ccb2943737bfcda284f998a442d95f",
          "body": "## Summary\n\nReport unresolved fixture dependencies as `missing-fixtures` before\ninvoking the fixture, preserving clear compatibility diagnostics instead\nof surfacing a runtime `TypeError`. Package autouse resolution now uses\nthe package fixture provider so framework fixtures remain visible during\nvalidation. Fixes #1065.\n\n## Test plan\n\nVerified with `just test`, workspace Clippy with warnings denied, and\n`uvx prek run -a`.",
          "is_bot": false,
          "headline": "Report missing fixture dependencies before execution (#1071)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:56:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a6833e5f4f7479c87d80d5849e045c2d6a5d67d1",
          "body": "## Summary\n\nAdds a Usage landing page that routes readers to each task-focused\nsection without repeating the Tutorial. Anchors the generated homepage\nignore rule so nested landing pages remain tracked. Closes #1068.\n\n## Test Plan\n\nBuilt the Zensical documentation and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Add usage overview page (#1070)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:44:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95a2ae368b0a5de257c37aecd5720d25e1417312",
          "body": "## Summary\n\nTreat a skip exception raised while importing a test module as one\nskipped module result, preserving its reason and preventing an\nall-skipped run from becoming a no-tests error. Fixes #1062.\n\n## Test Plan\n\n`uvx prek run -a` and focused integration and no-tests regression tests\npass; `just test` hit an unrelated process-termination permission\nwarning, and that failing test passed in isolation.",
          "is_bot": false,
          "headline": "Fix module-level skip reporting (#1069)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:42:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "170215ce8351303328a89af91dfb33c0edc4b6ae",
          "body": "## Summary\n\nMoves Project Non-Goals from Reference to Usage, where readers can find\nKarva’s intended scope alongside guidance for using it.\n\n## Test Plan\n\nBuilt the Zensical documentation and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Move project non-goals under usage (#1067)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:27:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b5980ca131234e6f305c8ed9f6245344e3142d99",
          "body": "## Summary\n\nAdds a hidden `generate-shell-completion` command that derives scripts\nfrom Karva’s Clap definitions, following Ruff and uv. Documents\ninstallation for every supported shell. Closes #1063.\n\n## Test Plan\n\nRan `just test`, workspace Clippy, the docs build, shell generation\nchecks, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Add shell completion generation (#1066)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T12:20:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "26908a736497cdcd7b46210b7cdbf956dc9b4777",
          "body": "## Summary\n\nReject duplicate test functions and same-module fixture definitions\nduring discovery, reporting both the first definition and the\nconflicting definition before duplicate bodies can run. Fixture\nduplicate checks honor explicit fixture names from Karva and pytest\ndecorators, while collecti\n[…]\nt_modules`, `just test -p karva_collector -p\nkarva_test_semantic`, `cargo clippy -p karva_collector -p\nkarva_test_semantic -p karva --all-targets --all-features -- -D\nwarnings`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Reject duplicate test and fixture definitions (#988)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-31T11:42:41Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "54c904a528e54f70d4c2019ee8afb2e07f99f391",
          "body": "## Summary\n\nRender string-valued test arguments with Python `repr()` so test names\ndistinguish strings from other values while preserving explicit IDs and\nexisting formatting for non-string objects. Preserve closing quotes when\nlong values are truncated.\n\n## Test Plan\n\nVerified the Karva suite during snapshot regeneration, reran focused\nquoting, truncation, and snapshot tests, and ran `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Quote string values in test names (#1061)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:55:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23a20da1b5e66241adf1ac4e5ef4b1b8114d0565",
          "body": "## Summary\n\nUpdate release workflows to install Seal 0.0.1-alpha.8. GitHub Actions\nbot exclusion is already present on `main` via #1058.\n\n## Test Plan\n\nRan `pinact run` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Update Seal to alpha 8 (#1059)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:44:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d57a530b26ccdb5eadb02aeb4bce825ac48e177",
          "body": "## Summary\n\nCI for #1059 downloaded Python 3.14.6 inside nextest timeout windows.\nPin integration-test Python to 3.14.4 and install it before nextest so\nsubprocesses reuse prepared interpreter.\n\n## Test Plan\n\nRan `pinact run` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Pin CI Python to 3.14.4 (#1060)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "697986868961af6cd18d8b96ba247717e50d28b5",
          "body": "## Summary\n\nAdd sequence and callable `ids` support to `karva.tags.parametrize` and\nretain explicit IDs from pytest decorators and `pytest.param`. Callable\ngenerators run once per parameter value and fall back to the\nvalue-derived segment when returning `None`, matching pytest. IDs\nproduce stable va\n[…]\n and reject empty or duplicate resolved\nvalues. This addresses top-level parametrize IDs from #961.\n\n## Test Plan\n\nRan `cargo nextest run -p karva extensions::tags::parametrize` and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Support explicit parametrize IDs (#1050)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T15:23:11Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "73b36409aa97c81c20d141eb6e3de5d9321b2c5a",
          "body": "Prepare release v0.0.1-alpha.9.\n\n---------\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>\nCo-authored-by: Matthew Mckee <matthewmckee04@yahoo.co.uk>",
          "is_bot": true,
          "headline": "Release v0.0.1-alpha.9 (#1058)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-30T14:22:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c8b73aafbc7520da0468d61893cff5796d6c12a",
          "body": "## Summary\n\nSplit the semantic package runner into package traversal, fixture\nlifecycle, outcome policy, variant orchestration, and per-attempt\nexecution modules. The refactor makes run-wide and per-test state\nexplicit, documents runner invariants, narrows cache visibility, and\nadds focused duration-policy coverage.\n\n## Test Plan\n\nRan the full nextest suite, workspace Clippy, and `uvx prek run -a`; one\nunrelated process-termination flake passed on isolated rerun.",
          "is_bot": false,
          "headline": "Refactor semantic test runner lifecycle (#1057)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T13:55:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b0677db49ed5c4f7c36a25c2114cca229d934ae3",
          "body": "## Summary\n\nSnapshot result JSON, JSONL, and coverage XML directly so tests preserve\nserializer output instead of parsing and rewriting it. Shared narrow\nInsta filters redact only volatile durations, elapsed times, and\ncoverage timestamps.\n\n## Test Plan\n\n`just test -p karva result_report`, `just test -p karva\ncoverage::test_cov_report_xml`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Test raw reports with snapshot filters (#1056)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T11:27:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e5bd45596cd0018e179ec559aa97e2c472c39ca",
          "body": "## Summary\n\nWidens the timing gap in the fail-slow retry integration test so\nscheduler delays cannot turn a valid retry into a budget failure. The\nold 50 ms margin flaked repeatedly on macOS CI; the new values retain\nthe assertion that retry durations are checked per attempt rather than\nsummed.\n\n## Test Plan\n\nRepeated the focused test with retries disabled and ran `uvx prek run\n-a`.",
          "is_bot": false,
          "headline": "Stabilize fail-slow retry timing test (#1055)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T11:11:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5fee17f8f23dcc255e89935d2c28bc7546cf67d",
          "body": "## Summary\n\nAdd Karva engineering principles while reducing AGENTS.md to\nproject-specific guidance. Trim CONTRIBUTING.md to avoid duplicated\ninstructions and keep durable context focused.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "docs: streamline agent guidance (#1054)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T10:49:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79fd154dfccd648d946ce09217c4769c8ec0c52b",
          "body": "## Summary\n\nAdds one `CI gate` job that aggregates every CI job into a stable\nrequired check. It accepts intentional skips for non-code pull requests\nand fails all unexpected skips or job failures.\n\n## Test Plan\n\nRan `pinact run` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Require aggregate CI gate (#1053)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-30T10:32:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "91a6a65eaad8d567fa63301785253f86277c1d21",
          "body": "## Summary\n\nCloses #984.\n\n- Adds a `fail-slow` config option (`karva.toml`/`pyproject.toml`), a\n`--fail-slow` CLI flag, and an `@karva.tags.fail_slow(seconds)` tag, all\nfollowing the same precedence chain (tag > matching override > profile\ndefault) already used by `timeout`/`slow-timeout`.\n- A test \n[…]\nally verified `@karva.tags.fail_slow`, `--fail-slow`, and\n`[test] fail-slow` config all resolve correctly via `karva show-config`\n\n---------\n\nCo-authored-by: Matthew Mckee <matthewmckee04@yahoo.co.uk>",
          "is_bot": false,
          "headline": "Add fail-slow duration budget for tests (#1052)",
          "author_name": "BitWeaver",
          "author_login": "BitWeaverDev",
          "committed_at": "2026-07-30T10:25:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1804f79e590cf9e3c2f2d3d26836a5d03afa2f8f",
          "body": "## Summary\n\nRestore the required release tag input so each workflow dispatch selects\nthe version to publish. Remove the obsolete Seal version-file entry and\nupdate release documentation to match.\n\n## Test Plan\n\n`pinact run` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Restore release version input (#1051)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-28T21:54:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6041858836a75d7787bdf24b9e34849d783d0a6e",
          "body": "## Summary\n\nReplace the coverage.py data writer added in #884 with direct Rust\nwrites through `rusqlite`. This removes interpreter probing, subprocess\nstartup, JSON copying, and the private Python module while preserving\nthe schema, contexts, and branch arcs.\n\n## Test Plan\n\n`just test`; strict workspace Clippy; `uvx prek run -a`; coverage.py CLI\ncompatibility check.",
          "is_bot": false,
          "headline": "Write coverage.py data directly from Rust (#1040)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-26T18:56:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bca10385d09af58287fce53df43231cee2b372bf",
          "body": "Bumps [ignore](https://github.com/BurntSushi/ripgrep) from 0.4.28 to\n0.4.30.\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a\nhref=\"https://github.com/BurntSushi/ripgrep/commit/227381db0ee83dfa4341f1e27ff9617c0f5ad992\"><code>227381d</code></a>\nignore-0.4.30</li>\n<li><a\nhref=\"https://github.com/Burnt\n[…]\n...ignore-0.4.30\">compare\nview</a></li>\n</ul>\n</details>\n<br />\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 ignore from 0.4.28 to 0.4.30 (#1048)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:21:56Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2de026b8354795709ed486dcfa875e2610e2d7ab",
          "body": "Bumps the actions group with 4 updates:\n[actions/checkout](https://github.com/actions/checkout),\n[actions/setup-python](https://github.com/actions/setup-python),\n[j178/prek-action](https://github.com/j178/prek-action) and\n[taiki-e/install-action](https://github.com/taiki-e/install-action).\n\nUpdates \n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\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 the actions group with 4 updates (#1049)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:40Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "22c3051c12919c093261004f1b6908f2e07713c5",
          "body": "Bumps [clap](https://github.com/clap-rs/clap) from 4.6.1 to 4.6.2.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/clap-rs/clap/releases\">clap's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v4.6.2</h2>\n<h2>[4.6.2] - 2026-07-15</h2>\n<h3>Fixes</h3>\n<ul>\n<li><em>(h\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 clap from 4.6.1 to 4.6.2 (#1047)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8470ba2660c6de3d7508393d5b1d4138841e53a1",
          "body": "Bumps [fastrand](https://github.com/smol-rs/fastrand) from 2.4.1 to\n2.5.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/smol-rs/fastrand/releases\">fastrand's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v2.5.0</h2>\n<ul>\n<li>Update <code>getrandom</code> to 0.\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 fastrand from 2.4.1 to 2.5.0 (#1046)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "061e81e62cfa54d40699d255e14bc55fe2458fd7",
          "body": "Bumps [uuid](https://github.com/uuid-rs/uuid) from 1.23.4 to 1.24.0.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/uuid-rs/uuid/releases\">uuid's\nreleases</a>.</em></p>\n<blockquote>\n<h2>v1.24.0</h2>\n<h2>What's Changed</h2>\n<ul>\n<li>feat(fmt): support encod\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 uuid from 1.23.4 to 1.24.0 (#1045)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6a5f45a1be642988b114c6bf779315225c79ade9",
          "body": "Bumps [which](https://github.com/harryfei/which-rs) from 8.0.4 to 8.0.5.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/harryfei/which-rs/releases\">which's\nreleases</a>.</em></p>\n<blockquote>\n<h2>8.0.5</h2>\n<h2>What's Changed</h2>\n<ul>\n<li>Fix absolute pat\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 which from 8.0.4 to 8.0.5 (#1044)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "d3a10f27763a35a4db0a6483a16a5246d3d316af",
          "body": "Bumps the pre-commit-hooks group with 4 updates:\n[https://github.com/zizmorcore/zizmor-pre-commit](https://github.com/zizmorcore/zizmor-pre-commit),\n[https://github.com/astral-sh/ty-pre-commit](https://github.com/astral-sh/ty-pre-commit),\n[https://github.com/astral-sh/ruff-pre-commit](https://github\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\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 the pre-commit-hooks group with 4 updates (#1043)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:19:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b84e51f0f9e810a9995d5679c5e3f0e676a2e7a1",
          "body": "…oup (#1042)\n\nBumps the python-dev-dependencies group with 1 update:\n[zensical](https://github.com/zensical/zensical).\n\nUpdates `zensical` from 0.0.50 to 0.0.51\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/zensical/zensical/releases\">zensical's\nreleases<\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\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 zensical from 0.0.50 to 0.0.51 in the python-dev-dependencies gr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-26T16:18:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7c7ba4a0450e95d2a02d777e727379b1e75b6231",
          "body": "## Summary\n\nModel test outcomes as passed, failed, errored, or skipped; attach\nfixture setup and teardown diagnostics to the affected test; and\npreserve every retry attempt while keeping collection diagnostics\nrun-scoped. Terminal, JSON/JSONL, JUnit, and cache reporting now consume\nthe same canonica\n[…]\n nextest-style error and rerun output\nand plain machine-readable diagnostics.\n\n## Test Plan\n\n`just test`, `cargo clippy --workspace --all-targets --all-features --\n-D warnings`, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Tie failure diagnostics to test results (#1041)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T23:34:15Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f006ad0ced5bc963727c83ba506e56cfae74fc1c",
          "body": "## Summary\n\nRefresh the README installation and usage guidance, add the Discord\nbadge, centralize essential project conventions in AGENTS.md, remove the\nredundant style guide, and drop stale release version targets.\n\n## Test Plan\n\n`cargo insta test --accept -p karva` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Refine project documentation and release metadata (#1039)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T13:07:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f401b56e9edb2ee0396a50e1642aee3c44bf26f",
          "body": "## Summary\n\nReject fixture dependency edges where a longer-lived fixture consumes a\nshorter-lived fixture before any fixture body runs. Scope mismatch\ndiagnostics show the full dependency path and source locations for\nKarva, pytest, dynamic, autouse, and nested fixtures.\n\nFixes #968\n\n## Test Plan\n\nFixture and snapshot integration suites, strict workspace Clippy, and\nall pre-commit hooks pass.",
          "is_bot": false,
          "headline": "Enforce fixture scope compatibility (#1033)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T11:27:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f828f3ca05ce8a1991a2d5d990295d70cf455629",
          "body": "## Summary\n\nValidates Karva and pytest parametrization after collection and before\nfixture setup or test execution. Invalid definitions now use exact\nprimary and secondary AST spans, including aliases, keyword arguments,\nmultiline forms, and stacked decorators, while ambiguous dynamic syntax\nsafely \n[…]\nk to the function. Closes #967.\n\n## Test Plan\n\nRan parametrization integration tests and `uvx prek run -a`; the full\nsuite is blocked by an existing macOS worker-termination warning in\nmax-fail tests.",
          "is_bot": false,
          "headline": "Validate parametrization before test execution (#1032)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T11:18:51Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "181ca259b68a21b9abd95161a6499c5bc3be06b5",
          "body": "Fixes #1031.\n\nSorting collected diagnostics panicked when more than one module failed\nto import. Those failures are span-less, and\n`Diagnostic::ruff_start_ordering` expects a Ruff source file, so the\ncomparator blew up before any errors were shown.\n\nThis change introduces a display ordering helper t\n[…]\n-p karva\ntest_two_failed_imports_both_reported`, the related collection-error\nintegration test, and `cargo test -p karva_diagnostic`.\n\nCo-authored-by: arimu1 <19286898+arimu1@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix diagnostic sort panic with multiple import failures (#1035)",
          "author_name": "dev_Hakaze",
          "author_login": "arimu1",
          "committed_at": "2026-07-25T10:46:48Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5143610679f3d2beba0622e13766365b751a896b",
          "body": "## Summary\n\nThis adds a separate sticky diagnostic comparison comment from the\nexisting benchmark runs. The comment contains a collapsed previous/new\npass, fail, and skip table plus collapsed per-project concise-output\ndiffs only when output changes; volatile durations and memory addresses\nare normalized. Wall-time and memory comparisons share one matrix job\nand one reporting job.\n\n## Test Plan\n\nRan the benchmark tests, focused Clippy, a real requests-project\ncomparison, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Report diagnostic changes from PR benchmarks (#1034)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-25T01:21:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3cc0c8de1892e6c1c6c39ebda879f67df9aebe34",
          "body": "## Summary\n\nAdds clear improvement, regression, and unchanged icons to benchmark\ncomment titles. Wall-time and memory reports always comment; successful\nreports stay compact with every score in a collapsed table, while\nregressions retain full detail.\n\n## Test Plan\n\njust test -p karva_benchmark; cargo clippy --workspace --all-targets\n--all-features -- -D warnings; uvx prek run -a",
          "is_bot": false,
          "headline": "Minimize passing benchmark PR comments (#1029)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T23:41:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e95a27fdbfd5c9db94e7bac9ee2f6be0d1258cc5",
          "body": "## Summary\n\nDocument that pull requests should stay minimal and use labels based on\nuser-facing impact. Internal-only and CI-performance changes now have\nclear label rules.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Document minimal PR and label policy (#1030)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T23:31:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f47529b10efa1455f89a93874ae9a959944bd3ac",
          "body": "## Summary\n\nAdd focused integration coverage for retry behavior combined with\ncoverage contexts, slow-test accounting, JUnit reports, last-failed\nselection, partitioned parametrization, and ignored-test filtering.\nThese tests lock down final outcomes, retained failed-attempt coverage,\naccumulated duration, and selection boundaries without changing\nproduction behavior.\n\n## Test Plan\n\n`just test` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Expand integration test coverage (#1027)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T23:29:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad423a425ab936064040197ecbb4ad0f17cd76a5",
          "body": "## Summary\n\nReset snapshot context before every retry attempt so a failed attempt\ncannot leave the unnamed snapshot counter dirty for the next attempt.\nThis fixes retries failing with a misleading multiple-unnamed-snapshots\nerror and adds focused coverage for snapshot, async, returned-value,\nparametrized, runtime-skip, and max-fail retry interactions. Generated\nsnapshot file assertions now use inline snapshots.\n\n## Test Plan\n\n`just test` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Reset snapshot state between retry attempts (#1025)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T15:50:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "76d22d61e226d00e68d2ecc39377b80b32b0f927",
          "body": "## Summary\n\nRemove the manual release tag input and use the version stored in the\nworkflow. Add a targeted Seal replacement so each release bump updates\nthat tag automatically.\n\n## Test Plan\n\n`seal validate config`, `seal bump alpha --dry-run`, `pinact run`, and\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Use bumped version in release workflow (#1026)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-24T11:38:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ca1dc1aa841e1be93743db3a8259723b5dc16c42",
          "body": "## Summary\n\nAdds cross-feature integration coverage around timeout execution,\nincluding snapshots, fixture state, retries, parametrization, skips,\nexpected failures, teardown, and coverage. The new tests exposed three\nrelated thread-boundary bugs: synchronous timeout workers dropped Python\n`ContextV\n[…]\ngates those states and installs thread coverage tracing.\n\nFollow-up to #1018.\n\n## Test Plan\n\n`just test --no-fail-fast`, strict Clippy, `uvx prek run -a`, and\ntargeted Python 3.10 timeout regressions.",
          "is_bot": false,
          "headline": "Expand timeout interaction coverage (#1024)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T23:05:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "671c69dc053e2deb5ee0883ba67f6d41b5ed4f27",
          "body": "Prepare release v0.0.1-alpha.8.\n\nCo-authored-by: github-actions[bot] <41898282+github-actions[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Release v0.0.1-alpha.8 (#1022)",
          "author_name": "github-actions[bot]",
          "author_login": "github-actions[bot]",
          "committed_at": "2026-07-23T18:16:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0ce46d603adc5d6ac69ed674620bf9dedb99a1fe",
          "body": "## Summary\n\nPreserve snapshot context when synchronous tests run in timeout executor\nthreads, so snapshot assertions work with `--timeout`.\n\nFixes #1018\n\n## Test Plan\n\nSnapshot and timeout integration suites, strict Clippy, and all prek\nhooks pass.",
          "is_bot": false,
          "headline": "Preserve snapshot context for timed tests (#1021)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T18:07:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9aad0e0620ec73298247661586817fe1da438ad8",
          "body": "## Summary\n\nAdds a manual release preparation workflow that passes the requested\nversion to `seal bump` and provides scoped credentials for Seal to push\nits release branch and open the pull request. Updates the contributing\nguide with the automated path.\n\n## Test Plan\n\n`pinact run` and `uvx prek run -a`",
          "is_bot": false,
          "headline": "Add release preparation workflow (#1020)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T18:07:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5ed70e36d9f1980d849da07e3be966f1487a684e",
          "body": "## Summary\n\nNormalize CRLF in captured stdout and stderr when formatting command\nsnapshots so snapshot files are stable across Windows and Unix. Document\nthat terminal capability choices such as Rich borders remain subprocess\nbehavior and should be configured or filtered.\n\nCloses #1014.\n\n## Test Plan\n\n`just test`, strict workspace Clippy, the documentation build, and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Normalize command snapshot line endings (#1017)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:58:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4728c766f4ddd5e8edc937fbda87bbb8271caca",
          "body": "## Summary\n\nRestructure `AGENTS.md` and `CONTRIBUTING.md` around the clearer\nworkflow used by Ruff while keeping Karva-specific commands and a\ncompact project map. Contributor guidance now separates agent rules from\nhuman onboarding, testing, documentation, pull request, benchmark,\nrelease, and workflow instructions.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Improve contributor guides (#1019)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:58:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29a9632538b91f5a9794d99ddcebf6f3e96abd2e",
          "body": "## Summary\n\nInline snapshot mismatches now report their diff without writing a\n`.snap.new` file or creating a `snapshots` directory. Empty inline\nsnapshots keep the existing pending/accept workflow, and\n`--snapshot-update` still rewrites stale inline values.\n\nCloses #1012.\n\n## Test Plan\n\n`just test`, strict workspace Clippy, and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Avoid files for inline snapshot mismatches (#1015)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:33:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2e414806b09c74e3aa6f59735539a93e02b88930",
          "body": "## Summary\n\n`karva.Command` intentionally preserves normal subprocess environment\ninheritance, so `FORCE_COLOR` may produce ANSI-styled output in CI.\nDocument the existing public `snapshot_settings(filters=...)` mechanism\nfor normalizing command snapshots without mutating the command\nenvironment.\n\nCloses #1013.\n\n## Test Plan\n\nDocumentation build and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Document ANSI command snapshot filtering (#1016)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-23T17:22:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd7aa86481f7fb9a1f94f2856ea680ab6ab38f97",
          "body": "Bumps the actions group with 2 updates:\n[astral-sh/setup-uv](https://github.com/astral-sh/setup-uv) and\n[taiki-e/install-action](https://github.com/taiki-e/install-action).\n\nUpdates `astral-sh/setup-uv` from 8.3.0 to 8.3.2\n<details>\n<summary>Commits</summary>\n<ul>\n<li><a\nhref=\"https://github.com/ast\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\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 the actions group with 2 updates (#1011)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T13:36:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6a3837cdff34cad67a232a1f0eb6f822b8662e6f",
          "body": "Bumps [anyhow](https://github.com/dtolnay/anyhow) from 1.0.102 to\n1.0.103.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/dtolnay/anyhow/releases\">anyhow's\nreleases</a>.</em></p>\n<blockquote>\n<h2>1.0.103</h2>\n<ul>\n<li>Fix Stacked Borrows violation (UB) in\n\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 anyhow from 1.0.102 to 1.0.103 (#1010)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T13:36:29Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f6cd54170f1a80be02d1942e9b8aaf763a778167",
          "body": "Bumps [quote](https://github.com/dtolnay/quote) from 1.0.45 to 1.0.46.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/dtolnay/quote/releases\">quote's\nreleases</a>.</em></p>\n<blockquote>\n<h2>1.0.46</h2>\n<ul>\n<li>Avoid repeated <code>get_span</code> in <code\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 quote from 1.0.45 to 1.0.46 (#1009)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T13:36:26Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "482ba667813fab4dfe39e05cef0ed26f5204831f",
          "body": "Bumps [regex](https://github.com/rust-lang/regex) from 1.12.4 to 1.13.0.\n<details>\n<summary>Changelog</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/rust-lang/regex/blob/master/CHANGELOG.md\">regex's\nchangelog</a>.</em></p>\n<blockquote>\n<h1>1.13.0 (2026-07-09)</h1>\n<p>This release includes\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 regex from 1.12.4 to 1.13.0 (#1008)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T13:36:23Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "c6ec7763753e5078695ff40df2e040724593be84",
          "body": "…oup (#1007)\n\nBumps the python-dev-dependencies group with 1 update:\n[zensical](https://github.com/zensical/zensical).\n\nUpdates `zensical` from 0.0.46 to 0.0.50\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/zensical/zensical/releases\">zensical's\nreleases<\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\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 zensical from 0.0.46 to 0.0.50 in the python-dev-dependencies gr…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T13:36:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "b617b5dc787825fafc2e4cd42735ef4d778c6338",
          "body": "Bumps [crossbeam-channel](https://github.com/crossbeam-rs/crossbeam)\nfrom 0.5.15 to 0.5.16.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/crossbeam-rs/crossbeam/releases\">crossbeam-channel's\nreleases</a>.</em></p>\n<blockquote>\n<h2>crossbeam-channel 0.5.16\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\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 crossbeam-channel from 0.5.15 to 0.5.16 (#1006)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-07-20T13:36:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "ab9fcced332d3401c3146101a86b65a2c9a8f1d3",
          "body": "Bumps the pre-commit-hooks group with 2 updates:\n[https://github.com/astral-sh/ty-pre-commit](https://github.com/astral-sh/ty-pre-commit)\nand\n[https://github.com/astral-sh/ruff-pre-commit](https://github.com/astral-sh/ruff-pre-commit).\n\nUpdates `https://github.com/astral-sh/ty-pre-commit` from v0.0.\n[…]\n of the specified dependency and ignore\nconditions\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump the pre-commit-hooks group with 2 updates (#1005)",
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          "body": "Bumps [rust-toolchain](https://github.com/rust-lang/rust) from 1.97.0 to\n1.97.1.\n<details>\n<summary>Release notes</summary>\n<p><em>Sourced from <a\nhref=\"https://github.com/rust-lang/rust/releases\">rust-toolchain's\nreleases</a>.</em></p>\n<blockquote>\n<h2>Rust 1.97.1</h2>\n<p><!-- raw HTML omitted --><\n[…]\nnless you reopen the\nPR or upgrade to it yourself)\n\n\n</details>\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
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          "headline": "Bump rust-toolchain from 1.97.0 to 1.97.1 (#1004)",
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          "body": "## Summary\n\nRun `cargo update --workspace` before Seal creates a release commit so\nworkspace package versions are refreshed in `Cargo.lock` without\nupgrading already locked dependencies.\n\n## Test Plan\n\nValidated `seal.toml`, ran Cargo’s workspace update dry run, and ran\n`uvx prek run -a`.",
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          "headline": "Update Cargo.lock during releases (#998)",
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          "body": "## Summary\n\nMake `capfd` redirect file descriptors 1 and 2 so it captures subprocess\nand native output as documented. Closes #1000.\n\n## Test Plan\n\nFocused capfd integration tests, strict workspace Clippy, and the full\nprek hook suite.",
          "is_bot": false,
          "headline": "Capture subprocess output with capfd (#1002)",
          "author_name": "Matthew Mckee",
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          "body": "## Summary\n\nUpdate the release workflow to install Seal 0.0.1-alpha.6. That Seal\nrelease must be published before the workflow is dispatched.\n\n## Test Plan\n\nRan `pinact run` and `uvx prek run -a`.",
          "is_bot": false,
          "headline": "Use Seal alpha.6 in release CI (#999)",
          "author_name": "Matthew Mckee",
          "author_login": "MatthewMckee4",
          "committed_at": "2026-07-16T03:29:40Z",
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          "body": "Prepare release v0.0.1-alpha.7.",
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          "headline": "Release v0.0.1-alpha.7 (#997)",
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          "body": "## Summary\n\nEnable Seal’s merged pull-request workflow so version bumps\nautomatically open or update a GitHub pull request after pushing the\nrelease branch.\n\n## Test Plan\n\n`uvx prek run -a`",
          "is_bot": false,
          "headline": "Enable Seal pull request creation (#996)",
          "author_name": "Matthew Mckee",
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          "body": "## Summary\n\nDetect fixture dependency cycles during runtime resolution and report\nthe complete annotated chain instead of recursing or producing a\nmissing-fixture error. Cyclic fixtures and affected test bodies are not\nexecuted. Fixes #960.\n\n## Test Plan\n\nRan the fixture integration suite, strict workspace Clippy, and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Report fixture dependency cycles (#995)",
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          "body": "## Summary\n\nPreserve Python function signature order in generated test names,\nsnapshot identities, environment names, and failure diagnostics while\nkeeping unknown arguments deterministic. Fixes #993.\n\n## Test Plan\n\nVerified with the integration suite, strict workspace Clippy, and `uvx\nprek run -a`.",
          "is_bot": false,
          "headline": "Preserve argument order in test names (#994)",
          "author_name": "Matthew Mckee",
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          "body_truncated": false,
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          "body": "## Summary\n\nKeep parameter values and fixture names in snapshot identity without\nembedding runtime fixture values, and percent-escape path separators\ncentrally so snapshots remain stable across machines. Fixes #989.\n\n## Test Plan\n\nVerified with the snapshot integration suite, strict workspace Clippy,\nand uvx prek run -a.",
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          "headline": "Stabilize snapshot file names (#992)",
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          "headline": "Hide framework fixture values from test names (#991)",
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                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "moderate",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 58,
            "inputs": {
              "packages": [
                "karva"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 2875
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "2,875 downloads/month across pypi",
                "points": 46.1,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 2875,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "at_risk",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 22,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 7,
              "top_contributor_share": 0.989
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "1 contributor(s) cover half of all commits",
                "points": 9,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 99% of commits",
                "points": 0.2,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 99
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "7 contributors",
                "points": 9.5,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 3,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 73,
            "inputs": {
              "merged_prs": 741,
              "open_issues": 33,
              "closed_issues": 239,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.879,
              "closed_unmerged_prs": 98,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "88% of issues closed",
                "points": 36.9,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 88
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "741/839 decided PRs merged",
                "points": 26.5,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 741,
                      "decided": 839
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "moderate",
            "name": "Ownership & stewardship",
            "note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "verified_domain"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "followers": 48,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "MatthewMckee4",
              "public_repos": 24,
              "account_age_days": 1338
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "personal (user) account",
                "points": 10,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_personal",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": "not applicable to user accounts",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_applicable_to_user_accounts",
                    "params": {}
                  }
                ],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "48 followers of MatthewMckee4",
                "points": 12.2,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 48,
                      "login": "MatthewMckee4"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "24 public repos, account ~3 yr old",
                "points": 17.5,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 24
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 3
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "karva"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "10 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 88,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "exceptional",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "5 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 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": 80,
            "inputs": {
              "topics": [],
              "has_wiki": false,
              "homepage": "https://matthewmckee4.github.io/karva/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://matthewmckee4.github.io/karva/",
                "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",
                "details": [],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 67,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.8
            },
            "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": "30 out of 30 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 0/29 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 1 contributing companies or organizations -- score normalized to 3",
                "points": 0.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 26 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 8",
                "points": 4,
                "status": "partial",
                "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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "5 existing vulnerabilities detected",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 336 resolved dependencies against OSV; 3 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 336
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 3
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 10,
              "affected_packages": 6,
              "assessed_packages": 336,
              "unassessed_packages": 3,
              "affected_by_severity": "high 1, moderate 2, low 2, unknown 1",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 336,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "exceptional",
            "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"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 7
            },
            "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": "excellent",
        "name": "AI Readiness",
        "value": 89,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 1,
              "agent_instruction_files": [
                "AGENTS.md"
              ],
              "agent_instruction_max_bytes": 4412
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "74 of 74 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 74,
                      "sampled": 74
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 88,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "justfile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "python/karva/py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [
                "Cargo.toml",
                "crates/karva/Cargo.toml",
                "crates/karva_benchmark/Cargo.toml",
                "crates/karva_cache/Cargo.toml",
                "crates/karva_cli/Cargo.toml",
                "crates/karva_collector/Cargo.toml",
                "crates/karva_combine/Cargo.toml",
                "crates/karva_coverage/Cargo.toml",
                "crates/karva_dev/Cargo.toml",
                "crates/karva_diagnostic/Cargo.toml",
                "crates/karva_logging/Cargo.toml",
                "crates/karva_macros/Cargo.toml",
                "crates/karva_metadata/Cargo.toml",
                "crates/karva_project/Cargo.toml",
                "crates/karva_python/Cargo.toml",
                "crates/karva_python_semantic/Cargo.toml",
                "crates/karva_runner/Cargo.toml",
                "crates/karva_snapshot/Cargo.toml",
                "crates/karva_static/Cargo.toml",
                "crates/karva_test_semantic/Cargo.toml",
                "crates/karva_version/Cargo.toml",
                "crates/karva_worker/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0.23
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "justfile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "justfile"
                    }
                  }
                ],
                "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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "python/karva/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "python/karva/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no 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": "23 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 23,
                      "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 8",
                "points": 8,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "exceptional",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "primary_language": "Rust",
              "largest_source_bytes": 86552,
              "source_files_sampled": 236,
              "oversized_source_files": 1
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Rust (statically typed)",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Rust"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "1/236 source files over 60KB",
                "points": 54.8,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 236,
                      "oversized": 1
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "top": [
        "library"
      ],
      "labels": [
        "library"
      ],
      "scores": {
        "library": 8
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "description",
          "label": "library",
          "source": "description:library",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.5.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "deps.dev does not index pypi:karva@0.0.1a10; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T22:38:37.640655Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/MatthewMckee4/karva.svg",
  "full_name": "MatthewMckee4/karva",
  "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 v2.5.0, schema v0.27.0 — full methodology · metrics wiki.

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