Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-08-01 20:26 UTC

robertknight / rten

ONNX neural network inference engine

RustNo license detected★ 329 stars⑂ 24 forkssince Aug 2022View on GitHub ↗
#machine-learning#onnx#rust

robertknight/rten holds a health index of 69 out of 100, placing it in the Moderate band. It scores highest on Vitality (88/100) and lowest on Community & Adoption (55/100). It was last updated today. A single contributor accounts for most of its recent work.

69
overall / 100
Moderate

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

69
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

Ownership

Robert KnightPersonal account
451 followers177 public repossince Mar 2008Shortest Path Software

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 publish
crates.iorten0.25.0233,184320 days ago
crates.iorten-cli0.25.037270 days ago
crates.iorten-base0.25.0232,22360 days ago
crates.iorten-gemm0.25.0230,30760 days ago
crates.iorten-onnx0.25.0225,11630 days ago
crates.iorten-simd0.25.0234,638160 days ago
crates.iorten-text0.25.0579210 days ago

Metrics by category

Vitality

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

88Excellent · 22% of overall

Development activity

94Excellent
How it's scored
36/36Push recency — last push 0 days ago
30.5/36Commit cadence — 44/52 weeks with commits
18/18Commit volume — 1,245 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_year1,245
human_commit_share1
days_since_last_push0
active_weeks_last_year44

Release discipline

80Good
How it's scored
16.2/27Ships releases — 11 version tags (no GitHub releases)
36/36Release recency — latest release 0 days ago
19.8/27Release cadence — a release every ~50 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count11
latest_release_tagv0.25.0
releases_from_tagsyes
days_since_latest_release0
mean_days_between_releases50
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.

Community & Adoption

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

55Moderate · 18% of overall

Popularity & adoption

54Moderate
How it's scored
40.8/60Stars — 329 stars
11.3/25Forks — 24 forks
1.7/15Watchers — 3 watchers
Inputs used
forks24
stars329
watchers3
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

25Critical
How it's scored
22.5/22.5README
0/22.5License — no license file detected
0/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseno
has_contributingno
has_issue_templateno
has_code_of_conductno
has_pull_request_templateno

Ecosystem adoption (downloads)

100Excellent
How it's scored
80/80Monthly downloads — 1,156,084 downloads/month across crates
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesrten, rten-cli, rten-base, rten-gemm, rten-onnx, rten-simd, rten-text
dependents—
ecosystemscrates
total_downloads5,131,549
monthly_downloads1,156,084
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?

63Moderate · 24% of overall

Maintainer resilience (bus factor)

26Critical
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.1/22.5Commit distribution — top contributor authored 100% of commits
6.8/13.5Contributor breadth — 5 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled5
top_contributor_share0.995

Issue & PR responsiveness

72Good
How it's scored
33.7/46.8Issue resolution — 72% of issues closed
37.8/38.3PR acceptance — 1,221/1,236 decided PRs merged
0/15OpenSSF Scorecard: Code-Review — Found 0/17 approved changesets -- score normalized to 0
Inputs used
merged_prs1,221
open_issues42
closed_issues108
issue_closed_ratio0.72
closed_unmerged_prs15

Ownership & stewardship

68Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
19.1/25Owner reach — 451 followers of robertknight
25/25Track record — 177 public repos, account ~18 yr old
Inputs used
followers451
owner_typeUser
is_verified—
owner_loginrobertknight
public_repos177
account_age_days6,721
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 7 package(s) on crates
35/35Publish recency — latest publish 0 days ago
20/20Version history — 32 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesrten, rten-cli, rten-base, rten-gemm, rten-onnx, rten-simd, rten-text
ecosystemscrates
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

75Good · 20% of overall

Engineering practices

68Moderate
How it's scored
24/24CI workflows — 1 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 12 out of 12 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

85Excellent
How it's scored
30/30README
25/25Documentation directory
0/15Documentation / homepage site
10/10Repository description
10/10Topics — 3 topics
10/10Wiki
Inputs used
topicsmachine-learning, onnx, rust
has_wikiyes
homepage—
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

59Moderate · 16% of overall

Security posture

51Moderate
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 — 12 out of 12 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 0/17 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 6 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
0/2.5License — license file not 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
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
4.5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities — 3 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.1
Excluded from scoring (no data or not applicable): packaging, signed_releases. Remaining weights renormalized.

Dependency advisories

89Excellent
How it's scored
26.6/35Direct dependencies free of known advisories — 1 affected: memmap2 0.9.10 (unknown)
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
40/40No advisories left outstanding — no advisory has been public longer than 90 days
Inputs used
sourceosv
advisories3
affected_packages3
assessed_packages128
unassessed_packages22
affected_by_severityhigh 1, unknown 2
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 128 resolved dependencies against OSV. 22 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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

67Moderate · 0% of overall

Agent context & guidance

40At risk
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 97 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
legible_history_share0.97
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

76Good
How it's scored
18/18One-command bootstrap — Makefile, js-examples/image-classification/Makefile, rten-convert/Makefile
22/22Automated tests
0/11Lint / format config
11/11Static type checking — Rust (statically typed)
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 46 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock, package-lock.json
has_dockerfileno
typed_languageyes
bootstrap_filesMakefile, js-examples/image-classification/Makefile, rten-convert/Makefile
has_devcontainerno
has_linter_configno
typecheck_configs—
agent_commit_share0.46
toolchain_manifestsCargo.toml, rten-base/Cargo.toml, rten-bench/Cargo.toml, rten-cli/Cargo.toml, rten-examples/Cargo.toml, rten-gemm/Cargo.toml, rten-generate/Cargo.toml, rten-imageio/Cargo.toml, rten-imageproc/Cargo.toml, rten-model-file/Cargo.toml, rten-onnx/Cargo.toml, rten-parallel/Cargo.toml, rten-serialize/Cargo.toml, rten-shape-inference/Cargo.toml, rten-simd/Cargo.toml, rten-tensor/Cargo.toml, rten-testing/Cargo.toml, rten-text/Cargo.toml, rten-vecmath/Cargo.toml
dependency_bot_commit_share0

Code legibility for models

97Excellent
How it's scored
45/45Type-checkable code — Rust (statically typed)
52.4/55Manageable file sizes — 14/300 source files over 60KB
Inputs used
primary_languageRust
largest_source_bytes472,621
source_files_sampled300
oversized_source_files14

Key facts

329GitHub stars
5contributors
1,245commits, last 12 months
0days since last push
11releases
1bus factor
42open issues
crates.io, npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch npm package 'rten' from its registry
  • deps.dev does not index crates:rten@0.25.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 24 ⇿
0Stars
24Forks
10Releases

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.

048121620242422024-042025-052026-07
Major 0Minor 8Patch 2

Each point covers 3 days.

OpenSSF Scorecard 5.1 / 10
5.1aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-08-01 20:26 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests12 out of 12 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 0/17 approved changesets -- score normalized to 0
10Contributorsproject has 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
0Licenselicense file not detected
10Maintained30 commit(s) and 26 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
9Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Direct dependencies 89
RegistryPackageVersion constraintManifest
crates.iofastrand—Cargo.toml
crates.iofastrand-contrib—Cargo.toml
crates.ioflatbuffers—Cargo.toml
crates.iomemmap20.9.4Cargo.toml
crates.ionum_cpus1.16.0Cargo.toml
crates.iorayon—Cargo.toml
crates.iorten-base0.25.0Cargo.toml
crates.iorten-gemm0.25.0Cargo.toml
crates.iorten-model-file0.25.0Cargo.toml
crates.iorten-onnx0.25.0Cargo.toml
crates.iorten-parallel0.25.0Cargo.toml
crates.iorten-shape-inference0.25.0Cargo.toml
crates.iorten-simd0.25.0Cargo.toml
crates.iorten-tensor0.25.0Cargo.toml
crates.iorten-vecmath0.25.0Cargo.toml
crates.iorustc-hash—Cargo.toml
crates.iorustfft—Cargo.toml
crates.iosmallvec—Cargo.toml
crates.iotypeid—Cargo.toml
crates.ioargh—rten-cli/Cargo.toml
crates.iofastrand—rten-cli/Cargo.toml
crates.iorten0.25.0rten-cli/Cargo.toml
crates.iorten-base0.25.0rten-cli/Cargo.toml
crates.iorten-serialize0.25.0rten-cli/Cargo.toml
crates.iorten-tensor0.25.0rten-cli/Cargo.toml
PyPIflatbuffers—rten-convert/pyproject.toml
PyPIonnx—rten-convert/pyproject.toml
PyPInumpy—rten-convert/pyproject.toml
crates.ioargh—rten-examples/Cargo.toml
crates.iofastrand—rten-examples/Cargo.toml
crates.iohound3.5.1rten-examples/Cargo.toml
crates.ioimage—rten-examples/Cargo.toml
crates.iopng0.18rten-examples/Cargo.toml
crates.ioserde—rten-examples/Cargo.toml
crates.ioserde_derive—rten-examples/Cargo.toml
crates.ioserde_json—rten-examples/Cargo.toml
crates.iorten0.25.0rten-examples/Cargo.toml
crates.iorten-generate—rten-examples/Cargo.toml
crates.iorten-imageio—rten-examples/Cargo.toml
crates.iorten-imageproc—rten-examples/Cargo.toml
crates.iorten-tensor—rten-examples/Cargo.toml
crates.iorten-text—rten-examples/Cargo.toml
crates.iorustfft—rten-examples/Cargo.toml
crates.iosmallvec—rten-examples/Cargo.toml
crates.iorayon—rten-gemm/Cargo.toml
crates.iorten-base0.25.0rten-gemm/Cargo.toml
crates.iorten-parallel0.25.0rten-gemm/Cargo.toml
crates.iorten-simd0.25.0rten-gemm/Cargo.toml
crates.iorten-tensor0.25.0rten-gemm/Cargo.toml
crates.iofastrand—rten-generate/Cargo.toml
crates.iorten0.25.0rten-generate/Cargo.toml
crates.iorten-base0.25.0rten-generate/Cargo.toml
crates.iorten-simd0.25.0rten-generate/Cargo.toml
crates.iorten-text0.25.0rten-generate/Cargo.toml
crates.iorten-tensor0.25.0rten-generate/Cargo.toml
crates.iorten-vecmath0.25.0rten-generate/Cargo.toml
crates.iopng0.18rten-imageio/Cargo.toml
crates.iorten-base0.25.0rten-imageio/Cargo.toml
crates.iorten-tensor0.25.0rten-imageio/Cargo.toml
crates.ioimage—rten-imageio/Cargo.toml
crates.iorten-tensor0.25.0rten-imageproc/Cargo.toml
crates.ioserde—rten-imageproc/Cargo.toml
crates.ioserde_derive—rten-imageproc/Cargo.toml
crates.ioflatbuffers—rten-model-file/Cargo.toml
crates.iorten-base0.25.0rten-model-file/Cargo.toml
crates.iorayon—rten-parallel/Cargo.toml
crates.iorten-base0.25.0rten-parallel/Cargo.toml
crates.iorten-base0.25.0rten-serialize/Cargo.toml
crates.iorten-tensor0.25.0rten-serialize/Cargo.toml
crates.iosafetensors0.8.0rten-serialize/Cargo.toml
crates.iozip8.6.0rten-serialize/Cargo.toml
crates.iorten-tensor0.25.0rten-shape-inference/Cargo.toml
crates.iosmallvec—rten-shape-inference/Cargo.toml
crates.iorayon—rten-tensor/Cargo.toml
crates.iorten-base0.25.0rten-tensor/Cargo.toml
crates.iorten-parallel0.25.0rten-tensor/Cargo.toml
crates.ioserde—rten-tensor/Cargo.toml
crates.iosmallvec—rten-tensor/Cargo.toml
crates.iotypeid—rten-tensor/Cargo.toml
crates.iofancy-regex0.18.0rten-text/Cargo.toml
crates.iorten-base0.25.0rten-text/Cargo.toml
crates.iorustc-hash—rten-text/Cargo.toml
crates.ioserde—rten-text/Cargo.toml
crates.ioserde_derive—rten-text/Cargo.toml
crates.ioserde_json—rten-text/Cargo.toml
crates.iounicode_categories0.1.1rten-text/Cargo.toml
crates.iounicode-normalization0.1.22rten-text/Cargo.toml
crates.iorten-base0.25.0rten-vecmath/Cargo.toml
crates.iorten-simd0.25.0rten-vecmath/Cargo.toml
All dependencies 150

Full resolved dependency set from the GitHub dependency graph: 40 direct and 110 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.ioargh0.1.19direct
crates.iofancy-regex—direct
crates.iofancy-regex0.18.0direct
crates.iofastrand2.3.0direct
crates.iofastrand-contrib0.1.0direct
crates.ioflatbuffers24.12.23direct
crates.iohound—direct
crates.iohound3.5.1direct
crates.ioimage0.25.10direct
crates.iomemmap20.9.10direct
crates.ionum_cpus1.17.0direct
crates.iopng—direct
crates.iopng0.18.1direct
crates.iorayon1.12.0direct
crates.iorten—direct
crates.iorten-base—direct
crates.iorten-parallel—direct
crates.iorten-serialize—direct
crates.iorten-simd—direct
crates.iorten-tensor—direct
crates.iorten-text—direct
crates.iorten-vecmath—direct
crates.iorustc-hash2.1.2direct
crates.iorustfft6.4.1direct
crates.iosafetensors—direct
crates.iosafetensors0.8.0direct
crates.ioserde1.0.228direct
crates.ioserde_derive1.0.228direct
crates.ioserde_json1.0.150direct
crates.iosmallvec1.15.2direct
crates.iotypeid1.0.3direct
crates.iounicode-normalization—direct
crates.iounicode-normalization0.1.25direct
crates.iounicode_categories—direct
crates.iounicode_categories0.1.1direct
crates.iozip—direct
crates.iozip8.6.0direct
PyPIflatbuffers—direct
PyPInumpy—direct
PyPIonnx—direct
crates.ioadler22.0.1indirect
crates.ioaho-corasick1.1.4indirect
crates.ioallocator-api20.2.21indirect
crates.ioargh_derive0.1.19indirect
crates.ioargh_shared0.1.19indirect
crates.ioautocfg1.5.0indirect
crates.iobit-set0.8.0indirect
crates.iobit-vec0.8.0indirect
crates.iobitflags1.3.2indirect
crates.iobitflags2.10.0indirect
crates.iobumpalo3.19.0indirect
crates.iobytemuck1.24.0indirect
crates.iobyteorder-lite0.1.0indirect
crates.iocfg-if1.0.4indirect
crates.iocrc32fast1.5.0indirect
crates.iocrossbeam-deque0.8.6indirect
crates.iocrossbeam-epoch0.9.18indirect
crates.iocrossbeam-utils0.8.21indirect
crates.ioeither1.15.0indirect
crates.ioequivalent1.0.2indirect
crates.iofdeflate0.3.7indirect
crates.ioflate21.1.5indirect
crates.iofoldhash0.2.0indirect
crates.iohashbrown0.16.1indirect
crates.iohashbrown0.17.1indirect
crates.iohermit-abi0.5.2indirect
crates.ioimage-webp0.2.4indirect
crates.ioindexmap2.14.0indirect
crates.ioitoa1.0.15indirect
crates.iolibc0.2.177indirect
crates.iolibm0.2.16indirect
crates.iolibz-rs-sys0.5.5indirect
crates.iolog0.4.33indirect
crates.iomemchr2.7.6indirect
crates.iominiz_oxide0.8.9indirect
crates.iomoxcms0.8.1indirect
crates.ionum-complex0.4.6indirect
crates.ionum-integer0.1.46indirect
crates.ionum-traits0.2.19indirect
crates.ioonce_cell1.21.3indirect
crates.ioprimal-check0.3.4indirect
crates.ioproc-macro21.0.103indirect
crates.iopxfm0.1.25indirect
crates.ioquick-error2.0.1indirect
crates.ioquote1.0.42indirect
crates.iorayon-core1.13.0indirect
crates.ioregex-automata0.4.14indirect
crates.ioregex-syntax0.8.8indirect
crates.iorustc_version0.4.1indirect
crates.iorustversion1.0.22indirect
crates.iosemver1.0.27indirect
crates.ioserde_core1.0.228indirect
crates.iosimd-adler320.3.7indirect
crates.iostrength_reduce0.2.4indirect
crates.iosyn2.0.110indirect
crates.iotinyvec1.10.0indirect
crates.iotinyvec_macros0.1.1indirect
crates.iotranspose0.2.3indirect
crates.iotyped-path0.12.3indirect
crates.iounicode-ident1.0.22indirect
crates.iowasm-bindgen0.2.105indirect
crates.iowasm-bindgen-macro0.2.105indirect
crates.iowasm-bindgen-macro-support0.2.105indirect
crates.iowasm-bindgen-shared0.2.105indirect
crates.iozlib-rs0.5.5indirect
crates.iozmij1.0.21indirect
crates.iozopfli0.8.3indirect
crates.iozune-core0.5.0indirect
crates.iozune-jpeg0.5.5indirect
npm../..1.0.0indirect
npm@emnapi/runtime0.44.0indirect
npm@img/sharp-darwin-arm640.33.1indirect
npm@img/sharp-darwin-x640.33.1indirect
npm@img/sharp-libvips-darwin-arm641.0.0indirect
npm@img/sharp-libvips-darwin-x641.0.0indirect
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PyPImypy1.10.0indirect
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Dependency advisories 3

This repository publishes no package the index resolves, so its own dependency graph was assessed — 128 packages, which also include development and test pins that never ship: 3 carry known advisories, of which 1 are direct. 22 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
sharp0.33.1indirecthigh10.35.0
memmap20.9.10directunknown10.9.11
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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          "headline": "Fix two soundness issues in LaneMut",
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          "headline": "Merge pull request #1411 from robertknight/tensor-lane-rev",
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          "headline": "Merge pull request #1410 from robertknight/move-scatter-ops",
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          "body": "Move Scatter, ScatterElements and ScatterND, along with the\n`scatter_elements` and `scatter_nd` functions and their tests, from\n`ops::gather` into a new `ops::scatter` module.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
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          "is_bot": false,
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          "headline": "Fix bias values used by grouped ConvTranspose",
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          "headline": "Merge pull request #1407 from robertknight/conv-transpose-dilations",
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          "body": "The col2im-based implementation maps each input position to an output\nposition as `out_x = in_x * stride + k_x - pad`. Dilation only changes this\nmapping to `out_x = in_x * stride + k_x * dilation - pad`; the GEMM which\ncomputes the column matrix is unaffected. The output shape and padding\ncalculations use the effective kernel size `(k - 1) * dilation + 1`.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
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          "headline": "Support dilations in ConvTranspose",
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          "body": "Support negative pads in Pad operator",
          "is_bot": false,
          "headline": "Merge pull request #1406 from robertknight/pad-negative-pads",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
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          "body": "Negative pads are handled by cropping the input before padding it.\n\nA few edge cases were found where other runtimes differ in behavior:\n\n - When the negative padding amount exceeds the size of the axis. PyTorch\n   rejects this, whereas ONNX Runtime returns an output where all elements are\n   the pa\n[…]\nd there are no\n   positive pad values. RTen just returns the cropped input as there is no\n   padding needed. PyTorch errors however.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Support negative pads in Pad operator",
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          "body": "This is needed because crate documentation references docs/security.md via\n`include_str`.",
          "is_bot": false,
          "headline": "Add docs/ to main crate content",
          "author_name": "Robert Knight",
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          "headline": "chore: Release",
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          "headline": "Add missing fields to rten-serialize Cargo.toml file",
          "author_name": "Robert Knight",
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          "headline": "Update changelog version",
          "author_name": "Robert Knight",
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          "body": "Cover PRs merged after https://github.com/robertknight/rten/pull/1374.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update changelog",
          "author_name": "Robert Knight",
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          "body": "Fix constant propagation error when a graph output is also a graph input",
          "is_bot": false,
          "headline": "Merge pull request #1405 from robertknight/graph-input-as-output",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
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          "body": "The constant propagation optimization pass failed with a planning error when a\nmodel had a graph output that is also a graph input. During this pass\n`Graph::partial_run` is called with no inputs provided, which runs the planner\nwith `allow_missing_inputs` set. The planner already allows for operator\n[…]\n_missing_inputs` is set.\n\nThe issue was found while testing fp16 chunk models from\nhttps://huggingface.co/safetype/blackbar-nano/tree/main/onnx.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix constant propagation error when a graph output is also a graph input",
          "author_name": "Robert Knight",
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          "oid": "737d33ab775fa0454033a42837e70f707fe9e46f",
          "body": "Remove 64-output limit for operators",
          "is_bot": false,
          "headline": "Merge pull request #1404 from robertknight/variable-outputs-v2",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
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          "body": "Change the type of the requested-outputs mask in `OpRunContext` and the\ncached used-outputs mask in `OperatorNode` from `BitSet<u64>` to a new\n`OutputMask` type which tracks which of the first 32 outputs are used, plus\nthe total output count. Outputs beyond the first 32 are always treated as\nused. T\n[…]\n keeping the mask small\nand `Copy`. Operators loaded from ONNX models are now limited only by their\nown `max_outputs` value, if any.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Replace output mask with OutputMask type to remove 64-output limit",
          "author_name": "Robert Knight",
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          "oid": "641b1bcdf3eaf96ddeb471151445d5bb527e84e8",
          "body": "Accept any dtype that maps to f32 in Random* operators",
          "is_bot": false,
          "headline": "Merge pull request #1402 from robertknight/random-f16",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T16:34:01Z",
          "body_truncated": false,
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          "oid": "682f1404711f8e931cdd64acb5d8f9ec71c0bff2",
          "body": "The `RandomNormal`, `RandomNormalLike`, `RandomUniform` and\n`RandomUniformLike` operators previously required the `dtype` attribute to\nbe exactly `FLOAT`. Accept any dtype which RTen maps to f32 (float16,\ndouble), since values of these types are converted to f32 when the model is\nloaded.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Accept any dtype that maps to f32 in Random* operators",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
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          "oid": "66fc8f34e431383878a8bae7857627ca54f6d890",
          "body": "Add support for `Gelu` and `FastGelu` contrib (`com.microsoft`) ops",
          "is_bot": false,
          "headline": "Merge pull request #1401 from robertknight/msft-gelu",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T16:27:17Z",
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          "body": "Fix Range shape inference for zero and negative deltas",
          "is_bot": false,
          "headline": "Merge pull request #1400 from robertknight/range-shape-inference-fixes",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T16:26:32Z",
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        },
        {
          "oid": "cbafc4ce82de7bdc9027a3dba14c1af247802053",
          "body": "`com.microsoft.Gelu` is an alias for the standard non-approximate `Gelu`.\n`FastGelu` is the same as `BiasGelu` except that the tanh approximation of\nGelu is used and the bias input is optional.\n\nOutputs verified against ONNX Runtime for all three variants (Gelu,\nFastGelu with and without bias).\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add support for com.microsoft Gelu and FastGelu operators",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T16:17:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "ea1ff12c8505db15a0be9fb56f1b2eee8a75738a",
          "body": "Fix several cases where `Range` shape inference produced incorrect results when\n`start`/`limit`/`delta` are known constants.\n\n - A negative delta produced an empty tensor, because `while val <\n   limit` was true before the first iteration.\n - A zero delta resulted in an infinite loop. Shape inferenc\n[…]\n)` would\n   materialize 100M symbolic expressions. Change this so only the length is\n   inferred for ranges longer than a threshold.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Range shape inference for zero and negative deltas",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T15:57:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "683712332e1ba30a2287601570c151d4a16c993c",
          "body": "Fix padding order mixup for \"same\" padding in ConvTranspose",
          "is_bot": false,
          "headline": "Merge pull request #1399 from robertknight/conv-transpose-same-pad-order",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T08:23:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e01f1d416b44760873fbd22d3f772a240c04618b",
          "body": "`conv_transpose_output_size_and_padding` returned padding sizes in the wrong\norder in the `Padding::Same` branch, which did not match the destructuring\nelsewhere. This issue reveals itself with an asymmetric kernel.",
          "is_bot": false,
          "headline": "Fix padding order mixup for \"same\" padding in ConvTranspose",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T08:00:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "be9ef28b6886ca085b39496895f4d1dfdc3779a7",
          "body": "Fix out-of-bounds write in ConvTranspose",
          "is_bot": false,
          "headline": "Merge pull request #1398 from robertknight/conv-transpose-oob-fix",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T07:50:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6bb61837c84504b04e09ab9b9a3116a308917bb2",
          "body": "When the input sizes and attributes of a ConvTranspose were such that, for some\nkernel positions, no input positions contributed to the output,\n`col2im_input_range` produced an incorrect result. This could result in output\npositions being computed which were too small or too large, leading to an\nout\n[…]\n_stages.onnx](https://huggingface.co/eugenehp/chatterbox/blob/main/onnx/hift_stages.onnx)\nmodels from `eugenehp/chatterbox` during compatibility testing of recent\nONNX models uploaded to Hugging Face.",
          "is_bot": false,
          "headline": "Fix out-of-bounds write in ConvTranspose",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-30T07:41:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "19d7a4ba005d9187d3c0302e47b71029f85aa15d",
          "body": "Split `Extend::extend` into `extend_low` and `extend_high`",
          "is_bot": false,
          "headline": "Merge pull request #1397 from robertknight/simd-split-extend-low-high",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-29T08:00:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ca21851244faeb9176cb1c65b7139edc7f0b067",
          "body": "This method returned a tuple of SIMD vectors. Scalable vectors cannot be tuple\nfields, so this won't work on ISAs such as Arm SVE. Split this into two methods\nwhich each return a single SIMD vector.\n\nPart of https://github.com/robertknight/rten/issues/1396.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Split `Extend::extend` into `extend_low` and `extend_high`",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-29T07:52:57Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "631ecded33f3103fd4e8795360aa921b84d44648",
          "body": "Fix a confusingly-worded error message for `--range`",
          "is_bot": false,
          "headline": "Merge pull request #1395 from robertknight/cli-range-error",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-29T07:16:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "33d2238b219507cd9a72592701ff1777efd46985",
          "body": "Change the error message for unknown input names for `--range` to match the one\nreported for `--size`. This makes them clearer by removing unnecessary words.\nAlso use the present tense for consistency with other messages.",
          "is_bot": false,
          "headline": "Fix a confusingly-worded error message for `--range`",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-29T07:10:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e8c9d04bb7b7aa6751331b491ea7ad3737a69ccf",
          "body": "Accept the opset-20 spelling of GridSample's linear mode",
          "is_bot": false,
          "headline": "Merge pull request #1393 from robertknight/grid-sample-linear",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T21:39:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4919cbb6a3abf210f25c73f8eca4fa948b25da8d",
          "body": "The \"bilinear\" mode was renamed to \"linear\" in opset to 20.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Accept the opset-20 spelling of GridSample's linear mode",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T21:31:13Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b3b516d1da8c81cddece059a2fbbded64ba5a554",
          "body": "Support reading `pads` and `value` from attributes in `Pad`",
          "is_bot": false,
          "headline": "Merge pull request #1392 from robertknight/pad-pre-opset-11",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T21:20:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42929262508db2348a64dafb94b5f0643c410e0a",
          "body": "Support the pre-opset 11 version of the `Pad` operator which took `pads` and\n`value` as attributes instead of inputs. If these attributes exist, promote them\nto inputs.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Support reading `pads` and `value` from attributes in `Pad`",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T21:11:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "d805959c3615e966bbcbb6391ba9e1babd8b272a",
          "body": "…panic\n\nFix panic loading an external tensor with zero length",
          "is_bot": false,
          "headline": "Merge pull request #1391 from robertknight/external-data-zero-length-…",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T20:47:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "804ccc208d3e1dc881e7cd43979ac9d60669b81b",
          "body": "Fix a panic when loading a tensor from an external data file where the length is\nempty. https://github.com/robertknight/rten/pull/1383 made a change which caused\n`cast_slice` to return a slice whose start pointer is outside the range of the\ninput slice if the input is empty. When such a slice was pa\n[…]\ncase for empty slices so\nthe result is always `Some`. If the slice pointer lies outside storage, it uses\nzero as the storage offset.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix panic loading an external tensor with zero length",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T20:40:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4829d9b869ef9983211d0602fc3131921c2431bd",
          "body": "Fix handling of negative indices in GatherND fast path",
          "is_bot": false,
          "headline": "Merge pull request #1390 from robertknight/gather-nd-negative",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T19:46:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69783b3e398aa0eb4aed701239ed334aed6175c9",
          "body": "The non-contiguous path uses tensor slicing methods which handle\nnegative indices, but the contiguous path computed the offset to copy\nfrom using `*idx as usize * stride`, which is wrong for negative\nindices. The resulting offset would usually be out of bounds, causing\nthe operator to return an \"Invalid index\" error.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix handling of negative indices in GatherND fast path",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T19:40:46Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "fb92f92c5f91620732a32043c5bc44497854cb58",
          "body": "Fix GatherND panic when output is empty",
          "is_bot": false,
          "headline": "Merge pull request #1389 from robertknight/gather-nd-panic",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T19:20:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ddf1a20cfc9fc8af4e2369669e78ec71d14f076",
          "body": "`gather_nd` computes `out_slice_len` as the product of input dimensions that are\nnot indexed, then splits the output buffer with `chunks_mut(out_slice_len)`.\nThis panics if `out_slice_len` is empty.\n\nFix this with an early exit if the output is empty.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix GatherND panic when output is empty",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T19:06:12Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "17a6e7d31d4a3923ca8ea28104f23ffc8d5da224",
          "body": null,
          "is_bot": false,
          "headline": "Use `TensorBase::init_if_empty` to eliminate `unsafe` blocks",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T19:06:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "12bd69a5ad78fcb43dffa82a4a3b01945f9aaedc",
          "body": "Add a safe method to convert an uninitialized tensor to an initialized one, if\nit is empty.\n\nThis will be useful for a pattern that appears a few times in rten ops where\noperators exit early if the output is empty.",
          "is_bot": false,
          "headline": "Add `TensorBase::init_if_empty`",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-27T18:55:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0c58578784242742a9ed06c33c5242f1194daf1f",
          "body": "Support upper-case letters in Einsum equations",
          "is_bot": false,
          "headline": "Merge pull request #1387 from robertknight/einsum-upper-case",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-26T10:08:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20d4e09a1e980995486e33e064de935b56a63af2",
          "body": "`numpy.einsum` and ONNX Runtime both accept upper-case letters as\ndimension labels and treat them as distinct from lower-case ones, even\nthough the ONNX spec says that labels must be lower-case. Some models\nuse them.\n\nAccept any ASCII letter as a label and order the implicit output term by\nASCII cod\n[…]\ny used\nupper-case letters to avoid conflicting with equation labels. These now\nuse non-alphanumeric characters instead.\n\nFixes #1386\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Support upper-case letters in Einsum equations",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-26T10:02:30Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8a25c96dd56ebd467b35ab1c6473c4620ca8362b",
          "body": "Fix incorrect use of `Vec::set_len` in `TensorBase::append`",
          "is_bot": false,
          "headline": "Merge pull request #1384 from robertknight/append-fix",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-26T08:37:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4489182d838bd287a4c849c6b3161b443b1497a3",
          "body": "When `TensorBase::append` was used to extend a tensor along an axis other than\nzero, it could incorrectly extend the storage length to include uninitialized\nelements.\n\nIf a tensor was allocated with capacity for (2, 4) and initial shape (2,\n0) and then a new column was appended, the storage length w\n[…]\nage type\nwhich permits initialized and uninitialized elements to be interleaved, or use a\ntensor with `MaybeUninit<T>` storage and defer marking storage as initialized\nuntil the tensor is fully grown.",
          "is_bot": false,
          "headline": "Fix incorrect use of `Vec::set_len` in `TensorBase::append`",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-26T08:27:16Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "70050b5111bf2144da91decf0edc60f06c35ea5c",
          "body": "Preserve value type when replacing values with inferred constants",
          "is_bot": false,
          "headline": "Merge pull request #1382 from robertknight/shape-inference-type-fix",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T15:37:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1b3d2b4ca9a7e80d4e45bd87cc7f295824758c0e",
          "body": "Fix `cast_slice` issue causing loading of empty f16 tensors to fail",
          "is_bot": false,
          "headline": "Merge pull request #1383 from robertknight/empty-slice-cast-fix",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T15:27:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b606f76f3de7336da8fcd8aae973b8576f51e2ca",
          "body": "When `cast_slice` is called on the slice corresponding to an empty `Vec`, the\ncast could fail because empty containers use a dangling pointer with value 0x1,\nwhich caused the check for the slice being suitably aligned for the destination\ntype to fail. Change these functions to check for an empty sli\n[…]\normally holds because `raw_data` is allocated by\nthe system allocator which always uses some minimal alignment (typically 16\nbytes).\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix `cast_slice` issue causing loading of empty f16 tensors to fail",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T15:21:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d7a349f37185ba87a689da4f98be01c999bc2045",
          "body": "Fix a bug where the optimizer could replace float values with integer constants\ninferred by shape inference. Changing the type of the value caused subsequent\noperations to fail.\n\nWhen constructing shape inference inputs, float values that are exact integers\nare converted to integer constants in symb\n[…]\nhe original value\ntype from the graph node. If the inferred value is out of range for the type,\nreplacement is skipped.\n\nFixes #1381\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Preserve value type when replacing values with inferred constants",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T15:00:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f0348516ae4803c78dd6b885e5a62c9c32c089a0",
          "body": "Support all tensor data types in ConstantOfShape `value` attribute",
          "is_bot": false,
          "headline": "Merge pull request #1380 from robertknight/constant-of-shape-more-dtypes",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T13:19:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66a679210aede0ca3144b6f0f42f7fe4619b1b26",
          "body": "The ONNX deserializer for `ConstantOfShape` parsed this attribute with a bespoke\nhelper which only supported float, int32, int64 and bool tensors, rejecting\nanything else with an error. It also only supported `TensorProto` initializers\nwhere the data was stored in the `raw_data` field. This prevente\n[…]\ndtypes and data sources\n(`TensorProto.raw_data`, other fields on `TensorProto`, external data) that are\nsupported for model weights.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Support all tensor data types in ConstantOfShape `value` attribute",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T13:12:50Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "14d6334a5ff96f881f2b1395aea3b88a352a4b1d",
          "body": "Generate `use_cache_branch` input with declared shape in CLI",
          "is_bot": false,
          "headline": "Merge pull request #1379 from robertknight/use-cache-shape",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T12:36:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d14f4ea03389a908af976256eb6ce43ac217cd91",
          "body": "Validate `Conv` channel counts before the pointwise fast path",
          "is_bot": false,
          "headline": "Merge pull request #1378 from robertknight/conv-pointwise-validation",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T12:34:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c82fd93d639626b0b8d85ab35220350257d08b07",
          "body": "The input generator has a special case for inputs named `use_cache_branch`, but\nthis case did not respect the input's declared shape and always generated a\nscalar. Fix this by using the declared shape.\n\nThis fixes an issue with models that have a `use_cache_branch` input which is a\nsingle-element vector.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Generate `use_cache_branch` input with the declared shape",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T12:28:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c3b64b0e93f2ec90a2cdf743bc05552d7af07ca6",
          "body": "The checks which validate that the input and kernel channel counts are\ncompatible happened after the pointwise convolution fast path was called. As a\nresult it was possible to trigger a panic in the pointwise fast path if there\nwas a channel count mismatch.\n\nFix this by moving the checks before the pointwise dispatch.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Validate `Conv` channel counts before the pointwise fast path",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T12:26:03Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "956714adf7514dfbb3ae817a9c75dc0ee974be32",
          "body": "Add `ConvIntegerToFloat` fusion",
          "is_bot": false,
          "headline": "Merge pull request #1377 from robertknight/conv-integer-to-float",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T10:51:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9e3492d92f7afa09e354949872e667b1feb50599",
          "body": "Quantized models produced by dynamic quantization convert the output of\n`ConvInteger` back to float via `Cast` followed by a `Mul` with the product of\nthe input and weight scales. Fuse the `ConvInteger`, `Cast` and final `Mul` into\na single `ConvIntegerToFloat` operator, mirroring the existing\n`MatM\n[…]\n as a scalar. Previously such a scale took the\nper-column path and failed unless the output's last dimension also had a\nsize of one.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add ConvIntegerToFloat fusion",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T10:44:39Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "62a05ac43576d75eb410ce5a17d7e7969d9e3cbb",
          "body": "Add `--range` option in CLI to set range of generated input values",
          "is_bot": false,
          "headline": "Merge pull request #1376 from robertknight/cli-input-range",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T07:03:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d074795bd8b3ac2328e577e4f3621108f0ee8c5e",
          "body": "Models can have inputs which are used as indices (eg. by `Gather`) but whose\nnames don't match the existing `*_ids` heuristic. Generating values from the\ndefault range for the dtype then results in model inference failing.\n\nAdd a `--range` option specifying the range of randomly generated values for\n[…]\nize`, is factored\nout into a new `name_value` module. `RandomInputGenerator` and its tests\nmove into a new `input_generator` module.\n\nCo-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add `--range` option in CLI to set range of generated input values",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-25T06:55:08Z",
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          "oid": "d64d54be081df20fdff02640f1f6f72dd54835ee",
          "body": "Fix false-positive internal-overlap panic for size-1 dimensions",
          "is_bot": false,
          "headline": "Merge pull request #1375 from robertknight/fix-overlap-size1-dim",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-23T19:48:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad1a583a1cb7cd5d6a78901d383ddd5246412583",
          "body": "Fix an issue where `may_have_internal_overlap` could incorrectly return true if\na non-contiguous tensor had a leading 1-sized dim with a stride that was smaller\nthan the sum of `(size - 1) * stride)` of following dims. For a 1-sized dim the\nonly valid index is 0 so the stride should be ignored. Such\n[…]\nis model a combination of in-place Concat + Slice + Mul ops trigger this\nvia `TensorBase::{append -> clip_dim -> inner_iter_mut}`.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix false-positive internal-overlap panic for size-1 dimensions",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-23T19:40:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1cb60bcd2732c8be5281779fb11e0b353e7dcdd6",
          "body": "Update change log",
          "is_bot": false,
          "headline": "Merge pull request #1374 from robertknight/changelog-update",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-23T07:04:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7d309d05976beae869a69948dd09d4a7db4ad83",
          "body": "Add entries for PRs merged since the last update (#1292 - #1372).\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Update change log",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-23T06:51:36Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b116d14977080bd514db7529bf64c7791bb33ed7",
          "body": "Use correct associated types in `from_shape_and_strides` impl",
          "is_bot": false,
          "headline": "Merge pull request #1372 from robertknight/use-shape-stride-types",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-22T06:57:42Z",
          "body_truncated": false,
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        },
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          "oid": "8219d82b6cc7b5e71c527925a878c8a837048957",
          "body": "Use `Shape`/`Strides` associated types instead of `Index` in `<NdLayout\nas MutLayout>::from_shape_and_strides`.",
          "is_bot": false,
          "headline": "Use correct associated types in `from_shape_and_strides` impl",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-22T06:50:08Z",
          "body_truncated": false,
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        },
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          "oid": "9f002caed607f0f0680161cd6ca1ae1ee2adf46f",
          "body": "Fix `MutLayout::index_axis` for empty tensors",
          "is_bot": false,
          "headline": "Merge pull request #1370 from robertknight/empty-tensor-fuzz",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-21T19:33:40Z",
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          "oid": "5136bb27f102b21b4095b7ea06b1d2b3ee833411",
          "body": "Fix an issue where the default implementation of `MutLayout::index_axis` could\nreturn invalid storage offsets for empty tensors.\n\nThis bug is similar to https://github.com/robertknight/rten/pull/1364 and was\nfound by asking Claude to search for similar issues.\n\nThis bug was reachable via `TensorBase::axis_iter` and several other methods.",
          "is_bot": false,
          "headline": "Fix `MutLayout::index_axis` for empty tensors",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-21T19:24:30Z",
          "body_truncated": false,
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          "oid": "4d5525434b2bbba83112ec79530af8873fe497f6",
          "body": "Fix two bugs in Einsum broadcasting",
          "is_bot": false,
          "headline": "Merge pull request #1369 from robertknight/einsum-broadcast-fix",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-21T08:34:43Z",
          "body_truncated": false,
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        },
        {
          "oid": "f40b8d3363df51b6a8602144e852216006fb92ca",
          "body": "Fix two bugs in broadcasting of 1-sized dimensions:\n\n - Broadcasting did not happen for a reduced label which became the `K`\n   dimension of a matmul. The `Einsum` op relied on `matmul` to do\n   broadcasting of dims, but this only works for batch dims, not the `K`\n   dimension.\n\n - The broadcast siz\n[…]\nor steps with multiple reduced dimensions used `max`,\n   which is correct for 1 vs N but not for 1 vs 0, where the result is 0\n   rather than 1.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix two bugs in Einsum broadcasting",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-21T08:29:11Z",
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        {
          "oid": "02df184e8286196249e05d2454ba523abfa28456",
          "body": "Fix Einsum errors when equations with 3+ terms contain repeated labels or ellipses",
          "is_bot": false,
          "headline": "Merge pull request #1368 from robertknight/einsum-fuzz-1",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-21T07:45:34Z",
          "body_truncated": false,
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        },
        {
          "oid": "1058dd04375bf3440a257b6286710037cf16107f",
          "body": "The multi-input einsum path planner constructed intermediate step\noutputs from the raw input terms, in which ellipses have not yet been\nexpanded to digit labels. The literal \".\" characters were then treated\nas dimension labels, mismatching the expanded terms used for the\nsteps' inputs. Depending on \n[…]\nllers, as the counts\nare now derived from the expanded terms, so remove it.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum handling of ellipses in equations with 3+ terms",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-21T07:38:48Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "2ece80906c2b28038c5376a21aa5899720ab985f",
          "body": "The multi-input einsum path planner tracked, for each reduced\ndimension, the number of terms which have yet to use it. The counts\nwere initialized per term but decremented once per label occurrence, so\na term with a repeated label (eg. \"ii\" in \"ii,j,i->\") subtracted too\nmuch. This underflowed the co\n[…]\nls instead, and deduplicate\nlabels when building intermediate step outputs.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum errors when equations with 3+ terms contain repeated labels",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-21T07:12:29Z",
          "body_truncated": true,
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        },
        {
          "oid": "6797c1f1213126747a41fe5f36ff9e1b458c2817",
          "body": "Support Einsum equations with an empty left-hand side",
          "is_bot": false,
          "headline": "Merge pull request #1366 from robertknight/einsum-empty-lhs",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T22:00:05Z",
          "body_truncated": false,
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        },
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          "oid": "3e6ee08185f0fdd3ed4b90257e1eeaea4d0d2cc8",
          "body": "The equation parser rejected equations where the left-hand side is\nempty (\"\" or \"->\"), but these are valid: they consist of a single\nempty term corresponding to a scalar input, and both numpy and ONNX\nRuntime accept them. Empty terms were already accepted when the\nleft-hand side contains a comma (eg\n[…]\ngle empty term. Equations with\nthe wrong number of terms for the provided inputs are still rejected,\nby input validation rather than the parser.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Support Einsum equations with an empty left-hand side",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T21:52:01Z",
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          "body": "Fix reduction op fast path computing wrong size for reduced chunks",
          "is_bot": false,
          "headline": "Merge pull request #1365 from robertknight/reduce-one-fix",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T21:11:22Z",
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        {
          "oid": "245d2e0de9f3dcd6cd915d65db017c642b0e8344",
          "body": "The fast path in `reduce` for reducing over trailing dimensions of a\ncontiguous tensor computed the chunk length from the stride of the\ninnermost non-reduced dimension. This is incorrect for views where a\n1-sized dimension has a non-standard stride, which can happen when\npermuting 1-sized dimensions\n[…]\neduced dimensions\ninstead.\n\nThis affected Einsum equations which reduce an input with a 1-sized\nkept dimension, eg. \"ba->a\" with a [2, 1] input.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix reduction ops computing wrong chunk size for some contiguous views",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T21:03:59Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "501f83bbbcbd68ec079196f2eac3dd5c1aae23bd",
          "body": "Fix panic in `TensorBase::inner_iter` if the inner views are empty",
          "is_bot": false,
          "headline": "Merge pull request #1364 from robertknight/inner-iter-empty-views",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T20:37:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "43c54282427b9b6f50d7724bd05645b71e985b17",
          "body": "InnerIter computed each inner view's storage range as `offset..offset +\ninner_data_len`, where the offsets are enumerated from the outer dims' strides.\nFor non-empty tensors, layout validity guarantees these ranges lie within the\nstorage. For an empty tensor that guarantee is vacuous: any strides ar\n[…]\nslice range 1..1 for\nstorage length 0\").\n\nWhen the inner views are empty, use zeroed outer strides so that every view's\nstorage range is `0..0`.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix InnerIter panic when iterating empty views",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T20:32:16Z",
          "body_truncated": true,
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        },
        {
          "oid": "977363f7eb75090864d4189c5f483ae04412908a",
          "body": "Fix several panics and incorrect outputs in Einsum operator",
          "is_bot": false,
          "headline": "Merge pull request #1362 from robertknight/einsum-panic",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T17:50:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb51bbbb42bc62dadb64f94437d181942491c881",
          "body": "`einsum_matmul` requires that the reduced dimension appears in both\nterms, so `!term1.contains(*c)` and `!term2.contains(*c)` already\nexclude it as an `N` / `M` candidate and the `*c != matmul_k` checks\ncould never change the result.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove dead reduced-dim guards in Einsum matmul dimension selection",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T17:33:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "e8ef6ccf82fd336f02e346d3c8ad772e71e8b6d8",
          "body": "The general reduction path in `einsum_step` handled a reduced dimension\npresent in only one term by broadcasting the other input along it, then\nmultiplying and reducing. This materializes a temporary of size\n`prod(output dims) * reduced size` and does the corresponding amount of\nmultiply-add work, w\n[…]\n, so the single-reduced-dimension case now always maps onto a\nmatmul and the general path's expansion only handles 1-sized broadcast\ndimensions.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Sum out Einsum dimensions which appear in only one term before combining",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T17:33:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9d8a3a868dfe95db2e414d8f34bff13b9145a0cf",
          "body": "`einsum_matmul` denotes inserted 1-sized M/N dimensions with upper-case\nletters, but used `is_ascii_lowercase` to test whether a dimension was\nreal. Ellipsis dimensions are expanded to digit labels, which are\nneither upper nor lower case, so when the matmul N (or M) dimension was\nan ellipsis dimensi\n[…]\ninserted: it was omitted from the output order and\n`remove_axis` panicked on the real, non-1-sized axis. Test for\nupper-case (inserted) instead.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum panic when RHS non-shared dimensions come from an ellipsis",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T17:33:47Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "eabc48d00edad2e643e82bb135b1713bc11fc0c5",
          "body": "The general reduction path in `einsum_step` computed the combined size\nof the reduced dimensions from the pre-expansion LHS view. If the LHS\nwas the input lacking a reduced dimension (eg. \"ik,ij->ik\" or\n\"ik,ijk->i\"), its 1-sized inserted axis was expanded to match the RHS,\nand reshaping the expanded tensor with the stale size panicked with an\nelement count mismatch. Compute the size from the expanded shape\ninstead.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum panic when only the RHS contains a reduced dimension",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T17:33:47Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "cb18bcac8542885ca6f0e262f8d9ec1dbaa0248f",
          "body": "…ed dims\n\nWhen a single-input Einsum equation reduced two or more dimensions and\nkept at least one output dimension (eg. \"ijk->i\"), the reduction axis\nlist was computed as `[-1, 0, 1, ...]` instead of the last N axes of the\npermuted view, so output dimensions were summed instead of reduced ones,\nsilently producing a result with the wrong shape and values.\n\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum reducing wrong axes when a single input has multiple reduc…",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T16:46:09Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "df27ad8896ae9fef766cee8f3497b462ed70e56a",
          "body": "`einsum_step` routed any step with exactly one reduced dimension to\n`einsum_matmul`, which assumes that dimension is shared by both terms and\ncan be used as the `K` dimension of a matmul. For an equation such as\n`ij,ik->ik`, where the reduced dimension occurs in the LHS only, this\nbuilt the invalid \n[…]\nteps to the general case instead, which permutes the reduced\ndimension into both inputs and expands it, giving the correct result.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum error when a reduced dimension appears in only one term",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T16:46:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d2f809dc76b2a04baf94e99c7bf43591c526f27b",
          "body": "The path in `einsum_step` which handles more than one reduced dimension\npermuted its inputs into a common dimension order as `xp` and `yp`, but\nthen made the *original* views contiguous and reshaped those, silently\ndiscarding the permutation.\n\nThis produced incorrect results, with no error, for any \n[…]\n Equations where the permutation happened\nto be a no-op, such as `bhwc,bhwc->`, were unaffected, which is why this\nwent unnoticed.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum ignoring input permutation when reducing several dimensions",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T16:46:01Z",
          "body_truncated": true,
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        },
        {
          "oid": "95223a51c29c113e41ce9655a575c176ebc297fa",
          "body": "`einsum_matmul` chose a single dimension from the RHS term as the `N`\ndimension of the matmul, and took the batch dimensions from the LHS term\nonly. If the RHS had more than one dimension that did not appear in the\nLHS, the extra dimensions were assigned to neither `N` nor a batch\ndimension, and wer\n[…]\ng model is `mf,bft->bmt`, taken from the\nmusicfm-int8.onnx model at\nhttps://huggingface.co/akineAItech/CUE-Uttaro-SongFormer-ONNX.\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Einsum panic when one input has several non-shared dimensions",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-19T16:45:57Z",
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        },
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          "oid": "fde83df574655d7360ece4e7633421bda09e135d",
          "body": "…removal\n\nPrevent optimizer removing values captured by subgraphs",
          "is_bot": false,
          "headline": "Merge pull request #1360 from robertknight/fix-fusion-captured-value-…",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-18T21:50:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a9389c7c2c53d1445a34f58c8e7a2db479776b9",
          "body": "Fix an issue where fusions like `CastElimination` could remove values that were\nstill referenced by subgraphs. Identity fusions like this one replace references\nto an operator's output with an operator's input in the current graph, but\nfailed to check for subgraphs referencing the removed operator's\n[…]\nis just to detect when a fusion would remove\na captured value and skip it.\n\nFixes https://github.com/robertknight/rten/issues/1359\n\nCo-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Prevent optimizer removing values captured by subgraphs",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-18T21:44:44Z",
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          "oid": "9b80a5761595a27489b3d1c6cf940623421d6c65",
          "body": "Support broadcasting scale/bias in LayerNormalization, RMSNormalization",
          "is_bot": false,
          "headline": "Merge pull request #1357 from robertknight/layer-norm-scalar-scale",
          "author_name": "Robert Knight",
          "author_login": "robertknight",
          "committed_at": "2026-07-17T19:59:51Z",
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                    "code": "stars",
                    "params": {
                      "count": 329
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "24 forks",
                "points": 11.3,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 24
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "3 watchers",
                "points": 1.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "critical",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 25,
            "inputs": {
              "has_readme": true,
              "has_license": false,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "no license file detected",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "license_absent",
                    "params": {}
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "excellent",
            "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": 100,
            "inputs": {
              "packages": [
                "rten",
                "rten-cli",
                "rten-base",
                "rten-gemm",
                "rten-onnx",
                "rten-simd",
                "rten-text"
              ],
              "dependents": null,
              "ecosystems": "crates",
              "total_downloads": 5131549,
              "monthly_downloads": 1156084
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "1,156,084 downloads/month across crates",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 1156084,
                      "ecosystems": "crates"
                    }
                  }
                ],
                "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": 63,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 5,
              "top_contributor_share": 0.995
            },
            "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 100% of commits",
                "points": 0.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "5 contributors",
                "points": 6.8,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 5
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 72,
            "inputs": {
              "merged_prs": 1221,
              "open_issues": 42,
              "closed_issues": 108,
              "issue_closed_ratio": 0.72,
              "closed_unmerged_prs": 15
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "72% of issues closed",
                "points": 33.7,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 72
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "1221/1236 decided PRs merged",
                "points": 37.8,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 1221,
                      "decided": 1236
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/17 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": 68,
            "inputs": {
              "followers": 451,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "robertknight",
              "public_repos": 177,
              "account_age_days": 6721
            },
            "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": "451 followers of robertknight",
                "points": 19.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 451,
                      "login": "robertknight"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "177 public repos, account ~18 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 177
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 18
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "rten",
                "rten-cli",
                "rten-base",
                "rten-gemm",
                "rten-onnx",
                "rten-simd",
                "rten-text"
              ],
              "ecosystems": "crates",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "7 package(s) on crates",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 7,
                      "ecosystems": "crates"
                    }
                  }
                ],
                "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": "32 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 32
                    }
                  }
                ],
                "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": "good",
        "name": "Engineering Quality",
        "value": 75,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "1 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "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": "12 out of 12 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": 85,
            "inputs": {
              "topics": [
                "machine-learning",
                "onnx",
                "rust"
              ],
              "has_wiki": true,
              "homepage": null,
              "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": null,
                "points": 0,
                "status": "missed",
                "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": "3 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 59,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 51,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.1
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "12 out of 12 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 0/17 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 6 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file not detected",
                "points": 0,
                "status": "missed",
                "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 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "3 existing vulnerabilities detected",
                "points": 5.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 128 resolved dependencies against OSV; 22 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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 128
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 22
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 89,
            "inputs": {
              "source": "osv",
              "advisories": 3,
              "affected_packages": 3,
              "assessed_packages": 128,
              "unassessed_packages": 22,
              "affected_by_severity": "high 1, unknown 2",
              "direct_affected_packages": 1
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "1 affected: memmap2 0.9.10 (unknown)",
                "points": 26.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 1,
                      "packages": "memmap2 0.9.10 (unknown)"
                    }
                  }
                ],
                "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 has been public longer than 90 days",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "advisories_none_stale",
                    "params": {
                      "days": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "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": 128,
              "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": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 3
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 67,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.97,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "97 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 97,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 76,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "Cargo.lock",
                "package-lock.json"
              ],
              "has_dockerfile": false,
              "typed_language": true,
              "bootstrap_files": [
                "Makefile",
                "js-examples/image-classification/Makefile",
                "rten-convert/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0.46,
              "toolchain_manifests": [
                "Cargo.toml",
                "rten-base/Cargo.toml",
                "rten-bench/Cargo.toml",
                "rten-cli/Cargo.toml",
                "rten-examples/Cargo.toml",
                "rten-gemm/Cargo.toml",
                "rten-generate/Cargo.toml",
                "rten-imageio/Cargo.toml",
                "rten-imageproc/Cargo.toml",
                "rten-model-file/Cargo.toml",
                "rten-onnx/Cargo.toml",
                "rten-parallel/Cargo.toml",
                "rten-serialize/Cargo.toml",
                "rten-shape-inference/Cargo.toml",
                "rten-simd/Cargo.toml",
                "rten-tensor/Cargo.toml",
                "rten-testing/Cargo.toml",
                "rten-text/Cargo.toml",
                "rten-vecmath/Cargo.toml"
              ],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, js-examples/image-classification/Makefile, rten-convert/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, js-examples/image-classification/Makefile, rten-convert/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "Rust (statically typed)",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "statically_typed_language",
                    "params": {
                      "language": "Rust"
                    }
                  }
                ],
                "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": "46 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 46,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 97,
            "inputs": {
              "primary_language": "Rust",
              "largest_source_bytes": 472621,
              "source_files_sampled": 300,
              "oversized_source_files": 14
            },
            "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": "14/300 source files over 60KB",
                "points": 52.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 300,
                      "oversized": 14
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch npm package 'rten' from its registry",
    "deps.dev does not index crates:rten@0.25.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-08-01T20:26:58.064570Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/r/robertknight/rten.svg",
  "full_name": "robertknight/rten",
  "license_state": "absent",
  "license_spdx": null
}

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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