Public recordModerate
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-24 17:46 UTC
FahrenheitResearch / arwen
ArWen: GPU-native WRF-ARW-class regional weather model, verified against WRF v4.6.1
FahrenheitResearch/arwen holds a health index of 56 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (83/100) and lowest on Security (32/100). It was last updated today. A single contributor accounts for most of its recent work.
56
overall / 100Software health index
Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.
56
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
Score profile
Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.
The weighted overall 54 is calibrated to 56 on the published index scale (record calibration 2026-08-02).
Ownership
FahrenheitResearchPersonal account
13 followers84 public repossince Jul 2024
This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.
Package ecosystems
| Registry | Package | Version | Downloads / mo | Versions | Last publish | Tags |
|---|---|---|---|---|---|---|
| PyPI | gpuwm | 2.5.3 | 5,598 | 41 | 0 days ago | wrfwpsgribnetcdfweathercuda |
| PyPI | gpuwm-data | 2.5.3 | 876 | 4 | 0 days ago | wrfrrtmgpthompsonweathergpuwm |
Metrics by category
Vitality
Is the project alive — is code being written and are releases shipping?
69
Development activity
55Moderate
How it's scored
| 36/36 | Push recency — last push 0 days ago |
| 2.8/36 | Commit cadence — 4/52 weeks with commits |
| 16/18 | Commit volume — 59 commits in the last year |
| 0/10 | OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully |
Inputs used
| commits_last_year | 59 |
| human_commit_share | 1 |
| days_since_last_push | 0 |
| active_weeks_last_year | 4 |
Release discipline
90Excellent
How it's scored
| 27/27 | Ships releases — 44 releases published |
| 36/36 | Release recency — latest release 0 days ago |
| 27/27 | Release cadence — a release every ~1.3 days |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Inputs used
| releases_count | 44 |
| latest_release_tag | v2.5.3 |
| releases_from_tags | no |
| days_since_latest_release | 0 |
| mean_days_between_releases | 1.3 |
Community & Adoption
Does the project have users, downloads, attention, and a welcoming setup for contributors?
46
Popularity & adoption
13Critical
How it's scored
| 12.6/60 | Stars — 7 stars |
| 0/25 | Forks — 2 forks |
| 0/15 | Watchers — 0 watchers |
Inputs used
| forks | 2 |
| stars | 7 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Community health
70Good
How it's scored
| 22.5/22.5 | README |
| 22.5/22.5 | License — recognized license (Apache-2.0) |
| 18/18 | CONTRIBUTING guide |
| 0/13.5 | Code of conduct |
| 0/7.2 | Issue template |
| 0/6.3 | PR template |
Inputs used
| has_readme | yes |
| has_license | yes |
| readme_badges | 0 |
| has_contributing | yes |
| has_issue_template | no |
| has_code_of_conduct | no |
| readme_badge_services | — |
| has_pull_request_template | no |
Ecosystem adoption (downloads)
64Moderate
How it's scored
| 50.8/80 | Monthly downloads — 6,474 downloads/month across pypi |
| 0/20 | Registry dependents — not reported by this ecosystem |
Inputs used
| packages | gpuwm, gpuwm-data |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 6,474 |
| unverified_packages_excluded | — |
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?
34
Maintainer resilience (bus factor)
10Critical
How it's scored
| 9/54 | Bus factor — 1 contributor(s) cover half of all commits |
| 0/22.5 | Commit distribution — top contributor authored 100% of commits |
| 1.4/13.5 | Contributor breadth — 1 contributors |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Inputs used
| bus_factor | 1 |
| contributors_sampled | 1 |
| top_contributor_share | 1 |
Issue & PR responsiveness
1Critical
How it's scored
| 0/42 | Issue resolution — no issues or no data |
| 0/30 | PR acceptance — 0/2 decided PRs merged |
| 0/13 | Newcomer PR acceptance — 0/2 first-time contributors' PRs merged in 30d |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
Inputs used
| merged_prs | 0 |
| open_issues | 0 |
| closed_issues | 0 |
| prs_merged_7d | 0 |
| prs_decided_7d | 1 |
| prs_merged_30d | 0 |
| prs_decided_30d | 2 |
| issue_closed_ratio | — |
| closed_unmerged_prs | 2 |
| first_time_authors_30d | 1 |
| first_time_prs_merged_30d | 0 |
| first_time_prs_decided_30d | 2 |
Excluded from scoring (no data or not applicable): Issue resolution. Remaining weights renormalized.
Ownership & stewardship
44Weak
How it's scored
| 10/30 | Ownership backing — personal (user) account |
| 0/20 | Verified domain — not applicable to user accounts |
| 8.2/25 | Owner reach — 13 followers of FahrenheitResearch |
| 17.2/25 | Track record — 84 public repos, account ~2 yr old |
Inputs used
| followers | 13 |
| owner_type | User |
| is_verified | — |
| owner_login | FahrenheitResearch |
| public_repos | 84 |
| account_age_days | 759 |
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.
Package maintenance
100Exceptional
How it's scored
| 25/25 | Published & resolvable — 2 package(s) on pypi |
| 35/35 | Publish recency — latest publish 0 days ago |
| 20/20 | Version history — 41 published versions |
| 20/20 | Not deprecated — active, not deprecated or yanked |
Inputs used
| packages | gpuwm, gpuwm-data |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 0 |
Engineering Quality
Are baseline engineering and documentation practices in place?
83
Engineering practices
88Excellent
How it's scored
| 24/24 | CI workflows — 1 workflow(s) |
| 24/24 | Tests present |
| 16/16 | Linter config — .clippy.toml, .rustfmt.toml, clippy.toml, rustfmt.toml |
| 0/9.6 | Pre-commit hooks |
| 6.4/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — no data |
Inputs used
| has_ci | yes |
| has_tests | yes |
| has_editorconfig | yes |
| has_linter_config | yes |
| has_precommit_config | no |
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.
Documentation
75Good
How it's scored
| 30/30 | README |
| 25/25 | Documentation directory |
| 0/15 | Documentation / homepage site |
| 10/10 | Repository description |
| 0/10 | Topics |
| 10/10 | Wiki |
Inputs used
| topics | — |
| has_wiki | yes |
| homepage | — |
| docs_site | — |
| has_readme | yes |
| has_docs_dir | yes |
| has_description | yes |
Security
Are visible security and supply-chain practices strong, without unresolved high-risk jurisdiction exposure?
32
Security posture
32At Risk
How it's scored
| 0/7.5 | Binary-Artifacts — binaries present in source code |
| 0/7.5 | Branch-Protection — branch protection not enabled on development/release branches |
| 0/2.5 | CI-Tests — no data |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/30 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | License — license file detected |
| 0/7.5 | Maintained — project was created within the last 90 days. Please review its contents carefully |
| 5/5 | Packaging — packaging workflow detected |
| 3/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
| 0/5 | SAST — no SAST tool detected |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 82 existing vulnerabilities detected |
Inputs used
| source | openssf_scorecard |
| checks_evaluated | 17 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 1 |
| scorecard_aggregate | 3.2 |
Excluded from scoring (no data or not applicable): CI-Tests. Remaining weights renormalized.
AI Readiness
How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.
71
Agent context & guidance
57Moderate
How it's scored
| 45/45 | Agent instructions — tools/rustwx/vendor/crates-io/zerocopy/AGENTS.md |
| 0/15 | Machine-readable docs (llms.txt) |
| 11.8/40 | Legible commit history — 13 of 59 human commits state their intent (structured subject or explanatory body) |
Inputs used
| has_llms_txt | no |
| llms_txt_url | — |
| legible_history_share | 0.22 |
| agent_instruction_files | tools/rustwx/vendor/crates-io/zerocopy/AGENTS.md |
| agent_instruction_max_bytes | 3,112 |
How it's scored
| 18/18 | One-command bootstrap — tools/rustwx/vendor/crates-io/bzip2-sys/bzip2-1.0.8/Makefile, tools/rustwx/vendor/crates-io/curve25519-dalek/Makefile, tools/rustwx/vendor/crates-io/matrixmultiply/justfile, tools/rustwx/vendor/crates-io/r-efi/Makefile, tools/rw_wps/vendor/crates-io/bzip2-sys-0.1.13+1.0.8/bzip2-1.0.8/Makefile, tools/rw_wps/vendor/crates-io/matrixmultiply-0.3.11/justfile |
| 22/22 | Automated tests |
| 11/11 | Lint / format config — .clippy.toml, .rustfmt.toml, clippy.toml, rustfmt.toml |
| 0/11 | Static type checking |
| 10/10 | Reproducible environment — lockfile |
| 10/10 | Demonstrated agent practice — 4 of the last 59 commits agent-authored or agent-credited |
| 0/8 | Automated maintenance — no automated dependency updates observed |
| 6/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 6 |
Inputs used
| has_nix | no |
| has_tests | yes |
| lockfiles | Cargo.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | tools/rustwx/vendor/crates-io/bzip2-sys/bzip2-1.0.8/Makefile, tools/rustwx/vendor/crates-io/curve25519-dalek/Makefile, tools/rustwx/vendor/crates-io/matrixmultiply/justfile, tools/rustwx/vendor/crates-io/r-efi/Makefile, tools/rw_wps/vendor/crates-io/bzip2-sys-0.1.13+1.0.8/bzip2-1.0.8/Makefile, tools/rw_wps/vendor/crates-io/matrixmultiply-0.3.11/justfile |
| has_devcontainer | no |
| has_linter_config | yes |
| typecheck_configs | — |
| agent_commit_share | 0.068 |
| toolchain_manifests | tools/grib1_bridge/Cargo.toml, tools/grib1_bridge/vendor/crates-io/autocfg/Cargo.toml, tools/grib1_bridge/vendor/crates-io/bitflags/Cargo.toml, tools/grib1_bridge/vendor/crates-io/byteorder/Cargo.toml, tools/grib1_bridge/vendor/crates-io/chrono/Cargo.toml, tools/grib1_bridge/vendor/crates-io/libc/Cargo.toml, tools/grib1_bridge/vendor/crates-io/log/Cargo.toml, tools/grib1_bridge/vendor/crates-io/num-traits/Cargo.toml, tools/grib1_bridge/vendor/crates-io/openjp2/Cargo.toml, tools/grib1_bridge/vendor/crates-io/proc-macro2/Cargo.toml, tools/grib1_bridge/vendor/crates-io/quote/Cargo.toml, tools/grib1_bridge/vendor/crates-io/smallvec/Cargo.toml, tools/grib1_bridge/vendor/crates-io/sprintf/Cargo.toml, tools/grib1_bridge/vendor/crates-io/syn/Cargo.toml, tools/grib1_bridge/vendor/crates-io/thiserror-impl/Cargo.toml, tools/grib1_bridge/vendor/crates-io/thiserror/Cargo.toml, tools/grib1_bridge/vendor/crates-io/unicode-ident/Cargo.toml, tools/grib1_bridge/vendor/grib-core/Cargo.toml, tools/region_global_dealias/Cargo.toml, tools/rustwx/Cargo.toml, tools/rustwx/crates/netcdf-writer/Cargo.toml, tools/rustwx/crates/obs-regrid/Cargo.toml, tools/rustwx/crates/rustwx-calc/Cargo.toml, tools/rustwx/crates/rustwx-contour/Cargo.toml, tools/rustwx/crates/rustwx-core/Cargo.toml, tools/rustwx/crates/rustwx-ensemble/Cargo.toml, tools/rustwx/crates/rustwx-io/Cargo.toml, tools/rustwx/crates/rustwx-models/Cargo.toml, tools/rustwx/crates/rustwx-products/Cargo.toml, tools/rustwx/crates/rustwx-render/Cargo.toml, tools/rustwx/crates/rustwx-render/verify/Cargo.toml, tools/rustwx/crates/rusty-weather/Cargo.toml, tools/rustwx/crates/rw-fetch/Cargo.toml, tools/rustwx/crates/rw-fieldcmp/Cargo.toml, tools/rustwx/crates/rw-goes/Cargo.toml, tools/rustwx/crates/rw-ingest/Cargo.toml, tools/rustwx/crates/rw-mpas/Cargo.toml, tools/rustwx/crates/rw-netcdf/Cargo.toml, tools/rustwx/crates/rw-nexrad/Cargo.toml, tools/rustwx/crates/rw-obs/Cargo.toml, tools/rustwx/crates/rw-odim/Cargo.toml, tools/rustwx/crates/rw-sat/Cargo.toml, tools/rustwx/crates/rw-store/Cargo.toml, tools/rustwx/crates/rw-wrfbatch/Cargo.toml, tools/rustwx/crates/static-fields/Cargo.toml, tools/rustwx/vendor/crates-io/ab_glyph_rasterizer/Cargo.toml, tools/rustwx/vendor/crates-io/adler2/Cargo.toml, tools/rustwx/vendor/crates-io/aead/Cargo.toml, tools/rustwx/vendor/crates-io/aes-gcm/Cargo.toml, tools/rustwx/vendor/crates-io/aes/Cargo.toml, tools/rustwx/vendor/crates-io/allocator-api2/Cargo.toml, tools/rustwx/vendor/crates-io/android_system_properties/Cargo.toml, tools/rustwx/vendor/crates-io/anyhow/Cargo.toml, tools/rustwx/vendor/crates-io/autocfg/Cargo.toml, tools/rustwx/vendor/crates-io/base16ct/Cargo.toml, tools/rustwx/vendor/crates-io/base64/Cargo.toml, tools/rustwx/vendor/crates-io/base64ct/Cargo.toml, tools/rustwx/vendor/crates-io/bincode/Cargo.toml, tools/rustwx/vendor/crates-io/bitflags-1.3.2/Cargo.toml, tools/rustwx/vendor/crates-io/bitflags/Cargo.toml, tools/rustwx/vendor/crates-io/block-buffer/Cargo.toml, tools/rustwx/vendor/crates-io/bumpalo/Cargo.toml, tools/rustwx/vendor/crates-io/bytemuck/Cargo.toml, tools/rustwx/vendor/crates-io/byteorder-lite/Cargo.toml, tools/rustwx/vendor/crates-io/byteorder/Cargo.toml, tools/rustwx/vendor/crates-io/bytes/Cargo.toml, tools/rustwx/vendor/crates-io/bzip2-sys/Cargo.toml, tools/rustwx/vendor/crates-io/bzip2/Cargo.toml, tools/rustwx/vendor/crates-io/cc/Cargo.toml, tools/rustwx/vendor/crates-io/cfg-if/Cargo.toml, tools/rustwx/vendor/crates-io/chacha20/Cargo.toml, tools/rustwx/vendor/crates-io/chacha20poly1305/Cargo.toml, tools/rustwx/vendor/crates-io/chrono/Cargo.toml, tools/rustwx/vendor/crates-io/cipher/Cargo.toml, tools/rustwx/vendor/crates-io/color_quant/Cargo.toml, tools/rustwx/vendor/crates-io/const-oid/Cargo.toml, tools/rustwx/vendor/crates-io/core-foundation-sys/Cargo.toml, tools/rustwx/vendor/crates-io/cpufeatures/Cargo.toml, tools/rustwx/vendor/crates-io/crc32fast/Cargo.toml, tools/rustwx/vendor/crates-io/crossbeam-deque/Cargo.toml, tools/rustwx/vendor/crates-io/crossbeam-epoch/Cargo.toml, tools/rustwx/vendor/crates-io/crossbeam-utils/Cargo.toml, tools/rustwx/vendor/crates-io/crypto-bigint/Cargo.toml, tools/rustwx/vendor/crates-io/crypto-common/Cargo.toml, tools/rustwx/vendor/crates-io/ctr/Cargo.toml, tools/rustwx/vendor/crates-io/curve25519-dalek-derive/Cargo.toml, tools/rustwx/vendor/crates-io/curve25519-dalek/Cargo.toml, tools/rustwx/vendor/crates-io/dbase/Cargo.toml, tools/rustwx/vendor/crates-io/der/Cargo.toml, tools/rustwx/vendor/crates-io/deranged/Cargo.toml, tools/rustwx/vendor/crates-io/digest/Cargo.toml, tools/rustwx/vendor/crates-io/ecape-rs/Cargo.toml, tools/rustwx/vendor/crates-io/ecdsa/Cargo.toml, tools/rustwx/vendor/crates-io/ed25519-dalek/Cargo.toml, tools/rustwx/vendor/crates-io/ed25519/Cargo.toml, tools/rustwx/vendor/crates-io/either/Cargo.toml, tools/rustwx/vendor/crates-io/elliptic-curve/Cargo.toml, tools/rustwx/vendor/crates-io/equivalent/Cargo.toml, tools/rustwx/vendor/crates-io/errno/Cargo.toml, tools/rustwx/vendor/crates-io/fdeflate/Cargo.toml, tools/rustwx/vendor/crates-io/ff/Cargo.toml, tools/rustwx/vendor/crates-io/fiat-crypto/Cargo.toml, tools/rustwx/vendor/crates-io/find-msvc-tools/Cargo.toml, tools/rustwx/vendor/crates-io/flate2/Cargo.toml, tools/rustwx/vendor/crates-io/foldhash/Cargo.toml, tools/rustwx/vendor/crates-io/font8x8/Cargo.toml, tools/rustwx/vendor/crates-io/fs4/Cargo.toml, tools/rustwx/vendor/crates-io/futures-core/Cargo.toml, tools/rustwx/vendor/crates-io/futures-task/Cargo.toml, tools/rustwx/vendor/crates-io/futures-util/Cargo.toml, tools/rustwx/vendor/crates-io/generic-array/Cargo.toml, tools/rustwx/vendor/crates-io/getrandom-0.2.17/Cargo.toml, tools/rustwx/vendor/crates-io/getrandom/Cargo.toml, tools/rustwx/vendor/crates-io/ghash/Cargo.toml, tools/rustwx/vendor/crates-io/gif/Cargo.toml, tools/rustwx/vendor/crates-io/group/Cargo.toml, tools/rustwx/vendor/crates-io/hashbrown/Cargo.toml, tools/rustwx/vendor/crates-io/hkdf/Cargo.toml, tools/rustwx/vendor/crates-io/hmac/Cargo.toml, tools/rustwx/vendor/crates-io/http/Cargo.toml, tools/rustwx/vendor/crates-io/httparse/Cargo.toml, tools/rustwx/vendor/crates-io/iana-time-zone-haiku/Cargo.toml, tools/rustwx/vendor/crates-io/iana-time-zone/Cargo.toml, tools/rustwx/vendor/crates-io/image/Cargo.toml, tools/rustwx/vendor/crates-io/inout/Cargo.toml, tools/rustwx/vendor/crates-io/itertools/Cargo.toml, tools/rustwx/vendor/crates-io/itoa/Cargo.toml, tools/rustwx/vendor/crates-io/jobserver/Cargo.toml, tools/rustwx/vendor/crates-io/js-sys/Cargo.toml, tools/rustwx/vendor/crates-io/lazy_static/Cargo.toml, tools/rustwx/vendor/crates-io/libc/Cargo.toml, tools/rustwx/vendor/crates-io/libm/Cargo.toml, tools/rustwx/vendor/crates-io/linux-raw-sys/Cargo.toml, tools/rustwx/vendor/crates-io/lock_api/Cargo.toml, tools/rustwx/vendor/crates-io/log/Cargo.toml, tools/rustwx/vendor/crates-io/lru/Cargo.toml, tools/rustwx/vendor/crates-io/lz4_flex/Cargo.toml, tools/rustwx/vendor/crates-io/matrixmultiply/Cargo.toml, tools/rustwx/vendor/crates-io/memchr/Cargo.toml, tools/rustwx/vendor/crates-io/memmap2/Cargo.toml, tools/rustwx/vendor/crates-io/metrust/Cargo.toml, tools/rustwx/vendor/crates-io/miniz_oxide/Cargo.toml, tools/rustwx/vendor/crates-io/moxcms/Cargo.toml, tools/rustwx/vendor/crates-io/ndarray-0.16.1/Cargo.toml, tools/rustwx/vendor/crates-io/ndarray/Cargo.toml, tools/rustwx/vendor/crates-io/netcdf-reader-0.3.0/Cargo.toml, tools/rustwx/vendor/crates-io/netcdf-reader/Cargo.toml, tools/rustwx/vendor/crates-io/num-bigint-dig/Cargo.toml, tools/rustwx/vendor/crates-io/num-complex/Cargo.toml, tools/rustwx/vendor/crates-io/num-conv/Cargo.toml, tools/rustwx/vendor/crates-io/num-integer/Cargo.toml, tools/rustwx/vendor/crates-io/num-iter/Cargo.toml, tools/rustwx/vendor/crates-io/num-traits/Cargo.toml, tools/rustwx/vendor/crates-io/once_cell/Cargo.toml, tools/rustwx/vendor/crates-io/opaque-debug/Cargo.toml, tools/rustwx/vendor/crates-io/openjp2/Cargo.toml, tools/rustwx/vendor/crates-io/owned_ttf_parser/Cargo.toml, tools/rustwx/vendor/crates-io/p256/Cargo.toml, tools/rustwx/vendor/crates-io/p384/Cargo.toml, tools/rustwx/vendor/crates-io/parking_lot/Cargo.toml, tools/rustwx/vendor/crates-io/parking_lot_core/Cargo.toml, tools/rustwx/vendor/crates-io/paste/Cargo.toml, tools/rustwx/vendor/crates-io/pem-rfc7468/Cargo.toml, tools/rustwx/vendor/crates-io/percent-encoding/Cargo.toml, tools/rustwx/vendor/crates-io/pin-project-lite/Cargo.toml, tools/rustwx/vendor/crates-io/pkcs1/Cargo.toml, tools/rustwx/vendor/crates-io/pkcs5/Cargo.toml, tools/rustwx/vendor/crates-io/pkcs8/Cargo.toml, tools/rustwx/vendor/crates-io/pkg-config/Cargo.toml, tools/rustwx/vendor/crates-io/png-0.17.16/Cargo.toml, tools/rustwx/vendor/crates-io/png/Cargo.toml, tools/rustwx/vendor/crates-io/poly1305/Cargo.toml, tools/rustwx/vendor/crates-io/polyval/Cargo.toml, tools/rustwx/vendor/crates-io/portable-atomic-util/Cargo.toml, tools/rustwx/vendor/crates-io/portable-atomic/Cargo.toml, tools/rustwx/vendor/crates-io/powerfmt/Cargo.toml, tools/rustwx/vendor/crates-io/ppv-lite86/Cargo.toml, tools/rustwx/vendor/crates-io/primeorder/Cargo.toml, tools/rustwx/vendor/crates-io/proc-macro2/Cargo.toml, tools/rustwx/vendor/crates-io/puffin/Cargo.toml, tools/rustwx/vendor/crates-io/pxfm/Cargo.toml, tools/rustwx/vendor/crates-io/quote/Cargo.toml, tools/rustwx/vendor/crates-io/r-efi/Cargo.toml, tools/rustwx/vendor/crates-io/rand/Cargo.toml, tools/rustwx/vendor/crates-io/rand_chacha/Cargo.toml, tools/rustwx/vendor/crates-io/rand_core/Cargo.toml, tools/rustwx/vendor/crates-io/rawpointer/Cargo.toml, tools/rustwx/vendor/crates-io/rayon-core/Cargo.toml, tools/rustwx/vendor/crates-io/rayon/Cargo.toml, tools/rustwx/vendor/crates-io/redox_syscall/Cargo.toml, tools/rustwx/vendor/crates-io/rfc6979/Cargo.toml, tools/rustwx/vendor/crates-io/ring/Cargo.toml, tools/rustwx/vendor/crates-io/rsa/Cargo.toml, tools/rustwx/vendor/crates-io/rustc_version/Cargo.toml, tools/rustwx/vendor/crates-io/rustix/Cargo.toml, tools/rustwx/vendor/crates-io/rustls-pki-types/Cargo.toml, tools/rustwx/vendor/crates-io/rustls-rustcrypto/Cargo.toml, tools/rustwx/vendor/crates-io/rustls-webpki-0.102.8/Cargo.toml, tools/rustwx/vendor/crates-io/rustls-webpki/Cargo.toml, tools/rustwx/vendor/crates-io/rustls/Cargo.toml, tools/rustwx/vendor/crates-io/rusttype/Cargo.toml, tools/rustwx/vendor/crates-io/rustversion/Cargo.toml, tools/rustwx/vendor/crates-io/scopeguard/Cargo.toml, tools/rustwx/vendor/crates-io/sec1/Cargo.toml, tools/rustwx/vendor/crates-io/semver/Cargo.toml, tools/rustwx/vendor/crates-io/serde/Cargo.toml, tools/rustwx/vendor/crates-io/serde_core/Cargo.toml, tools/rustwx/vendor/crates-io/serde_derive/Cargo.toml, tools/rustwx/vendor/crates-io/serde_json/Cargo.toml, tools/rustwx/vendor/crates-io/sha2/Cargo.toml, tools/rustwx/vendor/crates-io/shapefile/Cargo.toml, tools/rustwx/vendor/crates-io/shlex/Cargo.toml, tools/rustwx/vendor/crates-io/signature/Cargo.toml, tools/rustwx/vendor/crates-io/simd-adler32/Cargo.toml, tools/rustwx/vendor/crates-io/slab/Cargo.toml, tools/rustwx/vendor/crates-io/smallvec/Cargo.toml, tools/rustwx/vendor/crates-io/spin/Cargo.toml, tools/rustwx/vendor/crates-io/spki/Cargo.toml, tools/rustwx/vendor/crates-io/sprintf/Cargo.toml, tools/rustwx/vendor/crates-io/subtle/Cargo.toml, tools/rustwx/vendor/crates-io/syn-2.0.119/Cargo.toml, tools/rustwx/vendor/crates-io/syn/Cargo.toml, tools/rustwx/vendor/crates-io/thiserror-impl/Cargo.toml, tools/rustwx/vendor/crates-io/thiserror/Cargo.toml, tools/rustwx/vendor/crates-io/time-core/Cargo.toml, tools/rustwx/vendor/crates-io/time/Cargo.toml, tools/rustwx/vendor/crates-io/ttf-parser/Cargo.toml, tools/rustwx/vendor/crates-io/twox-hash/Cargo.toml, tools/rustwx/vendor/crates-io/typenum/Cargo.toml, tools/rustwx/vendor/crates-io/unicode-ident/Cargo.toml, tools/rustwx/vendor/crates-io/universal-hash/Cargo.toml, tools/rustwx/vendor/crates-io/untrusted/Cargo.toml, tools/rustwx/vendor/crates-io/ureq-proto/Cargo.toml, tools/rustwx/vendor/crates-io/ureq/Cargo.toml, tools/rustwx/vendor/crates-io/utf8-zero/Cargo.toml, tools/rustwx/vendor/crates-io/version_check/Cargo.toml, tools/rustwx/vendor/crates-io/wasi/Cargo.toml, tools/rustwx/vendor/crates-io/wasm-bindgen-macro-support/Cargo.toml, tools/rustwx/vendor/crates-io/wasm-bindgen-macro/Cargo.toml, tools/rustwx/vendor/crates-io/wasm-bindgen-shared/Cargo.toml, tools/rustwx/vendor/crates-io/wasm-bindgen/Cargo.toml, tools/rustwx/vendor/crates-io/webpki-roots-0.26.11/Cargo.toml, tools/rustwx/vendor/crates-io/webpki-roots/Cargo.toml, tools/rustwx/vendor/crates-io/weezl/Cargo.toml, tools/rustwx/vendor/crates-io/windows-core/Cargo.toml, tools/rustwx/vendor/crates-io/windows-implement/Cargo.toml, tools/rustwx/vendor/crates-io/windows-interface/Cargo.toml, tools/rustwx/vendor/crates-io/windows-link/Cargo.toml, tools/rustwx/vendor/crates-io/windows-result/Cargo.toml, tools/rustwx/vendor/crates-io/windows-strings/Cargo.toml, tools/rustwx/vendor/crates-io/windows-sys-0.52.0/Cargo.toml, tools/rustwx/vendor/crates-io/windows-sys/Cargo.toml, tools/rustwx/vendor/crates-io/windows-targets/Cargo.toml, tools/rustwx/vendor/crates-io/windows_aarch64_gnullvm/Cargo.toml, tools/rustwx/vendor/crates-io/windows_aarch64_msvc/Cargo.toml, tools/rustwx/vendor/crates-io/windows_i686_gnu/Cargo.toml, tools/rustwx/vendor/crates-io/windows_i686_gnullvm/Cargo.toml, tools/rustwx/vendor/crates-io/windows_i686_msvc/Cargo.toml, tools/rustwx/vendor/crates-io/windows_x86_64_gnu/Cargo.toml, tools/rustwx/vendor/crates-io/windows_x86_64_gnullvm/Cargo.toml, tools/rustwx/vendor/crates-io/windows_x86_64_msvc/Cargo.toml, tools/rustwx/vendor/crates-io/wrf-core/Cargo.toml, tools/rustwx/vendor/crates-io/wx-core/Cargo.toml, tools/rustwx/vendor/crates-io/wx-field/Cargo.toml, tools/rustwx/vendor/crates-io/wx-math/Cargo.toml, tools/rustwx/vendor/crates-io/wx-radar/Cargo.toml, tools/rustwx/vendor/crates-io/x25519-dalek/Cargo.toml, tools/rustwx/vendor/crates-io/zerocopy-derive/Cargo.toml, tools/rustwx/vendor/crates-io/zerocopy/Cargo.toml, tools/rustwx/vendor/crates-io/zeroize/Cargo.toml, tools/rustwx/vendor/crates-io/zeroize_derive/Cargo.toml, tools/rustwx/vendor/crates-io/zmij/Cargo.toml, tools/rustwx/vendor/crates-io/zstd-safe/Cargo.toml, tools/rustwx/vendor/crates-io/zstd-sys/Cargo.toml, tools/rustwx/vendor/crates-io/zstd/Cargo.toml, tools/rustwx/vendor/ecape-rs/Cargo.toml, tools/rustwx/vendor/metrust/Cargo.toml, tools/rustwx/vendor/netcrust/Cargo.toml, tools/rustwx/vendor/netcrust/vendor/hdf5-reader/Cargo.toml, tools/rustwx/vendor/wx-core/Cargo.toml, tools/rustwx/vendor/wx-field/Cargo.toml, tools/rustwx/vendor/wx-math/Cargo.toml, tools/rustwx/vendor/wx-radar/Cargo.toml, tools/rw_wps/Cargo.toml, tools/rw_wps/crates/mapped-engine/Cargo.toml, tools/rw_wps/crates/rw-wps/Cargo.toml, tools/rw_wps/vendor/crates-io/adler2-2.0.1/Cargo.toml, tools/rw_wps/vendor/crates-io/allocator-api2-0.2.21/Cargo.toml, tools/rw_wps/vendor/crates-io/anstream-1.0.0/Cargo.toml, tools/rw_wps/vendor/crates-io/anstyle-1.0.14/Cargo.toml, tools/rw_wps/vendor/crates-io/anstyle-parse-1.0.0/Cargo.toml, tools/rw_wps/vendor/crates-io/anstyle-query-1.1.5/Cargo.toml, tools/rw_wps/vendor/crates-io/anstyle-wincon-3.0.11/Cargo.toml, tools/rw_wps/vendor/crates-io/autocfg-1.5.1/Cargo.toml, tools/rw_wps/vendor/crates-io/bitflags-1.3.2/Cargo.toml, tools/rw_wps/vendor/crates-io/bitflags-2.13.1/Cargo.toml, tools/rw_wps/vendor/crates-io/block-buffer-0.10.4/Cargo.toml, tools/rw_wps/vendor/crates-io/byteorder-1.5.0/Cargo.toml, tools/rw_wps/vendor/crates-io/bzip2-0.5.2/Cargo.toml, tools/rw_wps/vendor/crates-io/bzip2-sys-0.1.13+1.0.8/Cargo.toml, tools/rw_wps/vendor/crates-io/cc-1.4.3/Cargo.toml, tools/rw_wps/vendor/crates-io/cfg-if-1.0.4/Cargo.toml, tools/rw_wps/vendor/crates-io/chrono-0.4.45/Cargo.toml, tools/rw_wps/vendor/crates-io/clap-4.6.6/Cargo.toml, tools/rw_wps/vendor/crates-io/clap_builder-4.6.6/Cargo.toml, tools/rw_wps/vendor/crates-io/clap_derive-4.6.4/Cargo.toml, tools/rw_wps/vendor/crates-io/clap_lex-1.1.0/Cargo.toml, tools/rw_wps/vendor/crates-io/colorchoice-1.0.5/Cargo.toml, tools/rw_wps/vendor/crates-io/cpufeatures-0.2.17/Cargo.toml, tools/rw_wps/vendor/crates-io/crc32fast-1.5.0/Cargo.toml, tools/rw_wps/vendor/crates-io/crossbeam-deque-0.8.7/Cargo.toml, tools/rw_wps/vendor/crates-io/crossbeam-epoch-0.9.20/Cargo.toml, tools/rw_wps/vendor/crates-io/crossbeam-utils-0.8.22/Cargo.toml, tools/rw_wps/vendor/crates-io/crypto-common-0.1.7/Cargo.toml, tools/rw_wps/vendor/crates-io/digest-0.10.7/Cargo.toml, tools/rw_wps/vendor/crates-io/either-1.17.0/Cargo.toml, tools/rw_wps/vendor/crates-io/equivalent-1.0.2/Cargo.toml, tools/rw_wps/vendor/crates-io/find-msvc-tools-0.1.11/Cargo.toml, tools/rw_wps/vendor/crates-io/flate2-1.1.9/Cargo.toml, tools/rw_wps/vendor/crates-io/foldhash-0.2.0/Cargo.toml, tools/rw_wps/vendor/crates-io/generic-array-0.14.7/Cargo.toml, tools/rw_wps/vendor/crates-io/hashbrown-0.16.1/Cargo.toml, tools/rw_wps/vendor/crates-io/hashbrown-0.17.1/Cargo.toml, tools/rw_wps/vendor/crates-io/hdf5-reader-0.3.0/Cargo.toml, tools/rw_wps/vendor/crates-io/heck-0.5.0/Cargo.toml, tools/rw_wps/vendor/crates-io/is_terminal_polyfill-1.70.2/Cargo.toml, tools/rw_wps/vendor/crates-io/itoa-1.0.18/Cargo.toml, tools/rw_wps/vendor/crates-io/libc-0.2.189/Cargo.toml, tools/rw_wps/vendor/crates-io/lock_api-0.4.14/Cargo.toml, tools/rw_wps/vendor/crates-io/log-0.4.33/Cargo.toml, tools/rw_wps/vendor/crates-io/lru-0.16.4/Cargo.toml, tools/rw_wps/vendor/crates-io/lru-0.18.2/Cargo.toml, tools/rw_wps/vendor/crates-io/lz4_flex-0.11.6/Cargo.toml, tools/rw_wps/vendor/crates-io/matrixmultiply-0.3.11/Cargo.toml, tools/rw_wps/vendor/crates-io/memchr-2.8.3/Cargo.toml, tools/rw_wps/vendor/crates-io/memmap2-0.9.11/Cargo.toml, tools/rw_wps/vendor/crates-io/miniz_oxide-0.8.9/Cargo.toml, tools/rw_wps/vendor/crates-io/ndarray-0.17.2/Cargo.toml, tools/rw_wps/vendor/crates-io/netcdf-reader-0.3.0/Cargo.toml, tools/rw_wps/vendor/crates-io/num-complex-0.4.6/Cargo.toml, tools/rw_wps/vendor/crates-io/num-integer-0.1.47/Cargo.toml, tools/rw_wps/vendor/crates-io/num-traits-0.2.19/Cargo.toml, tools/rw_wps/vendor/crates-io/once_cell_polyfill-1.70.2/Cargo.toml, tools/rw_wps/vendor/crates-io/openjp2-0.6.1/Cargo.toml, tools/rw_wps/vendor/crates-io/parking_lot-0.12.5/Cargo.toml, tools/rw_wps/vendor/crates-io/parking_lot_core-0.9.12/Cargo.toml, tools/rw_wps/vendor/crates-io/pkg-config-0.3.34/Cargo.toml, tools/rw_wps/vendor/crates-io/portable-atomic-1.15.0/Cargo.toml, tools/rw_wps/vendor/crates-io/portable-atomic-util-0.2.7/Cargo.toml, tools/rw_wps/vendor/crates-io/proc-macro2-1.0.107/Cargo.toml, tools/rw_wps/vendor/crates-io/quote-1.0.47/Cargo.toml, tools/rw_wps/vendor/crates-io/rawpointer-0.2.1/Cargo.toml, tools/rw_wps/vendor/crates-io/rayon-1.12.0/Cargo.toml, tools/rw_wps/vendor/crates-io/rayon-core-1.13.0/Cargo.toml, tools/rw_wps/vendor/crates-io/redox_syscall-0.5.18/Cargo.toml, tools/rw_wps/vendor/crates-io/scopeguard-1.2.0/Cargo.toml, tools/rw_wps/vendor/crates-io/serde-1.0.229/Cargo.toml, tools/rw_wps/vendor/crates-io/serde_core-1.0.229/Cargo.toml, tools/rw_wps/vendor/crates-io/serde_derive-1.0.229/Cargo.toml, tools/rw_wps/vendor/crates-io/serde_json-1.0.151/Cargo.toml, tools/rw_wps/vendor/crates-io/sha2-0.10.9/Cargo.toml, tools/rw_wps/vendor/crates-io/shlex-2.0.1/Cargo.toml, tools/rw_wps/vendor/crates-io/simd-adler32-0.3.10/Cargo.toml, tools/rw_wps/vendor/crates-io/smallvec-1.15.2/Cargo.toml, tools/rw_wps/vendor/crates-io/sprintf-0.1.4/Cargo.toml, tools/rw_wps/vendor/crates-io/strsim-0.11.1/Cargo.toml, tools/rw_wps/vendor/crates-io/syn-3.0.3/Cargo.toml, tools/rw_wps/vendor/crates-io/thiserror-2.0.20/Cargo.toml, tools/rw_wps/vendor/crates-io/thiserror-impl-2.0.20/Cargo.toml, tools/rw_wps/vendor/crates-io/twox-hash-2.1.3/Cargo.toml, tools/rw_wps/vendor/crates-io/typenum-1.20.1/Cargo.toml, tools/rw_wps/vendor/crates-io/unicode-ident-1.0.24/Cargo.toml, tools/rw_wps/vendor/crates-io/utf8parse-0.2.2/Cargo.toml, tools/rw_wps/vendor/crates-io/version_check-0.9.5/Cargo.toml, tools/rw_wps/vendor/crates-io/windows-link-0.2.1/Cargo.toml, tools/rw_wps/vendor/crates-io/windows-sys-0.61.2/Cargo.toml, tools/rw_wps/vendor/crates-io/zmij-1.0.23/Cargo.toml, tools/rw_wps/vendor/netcrust/Cargo.toml, tools/rw_wps/vendor/netcrust/vendor/hdf5-reader/Cargo.toml |
| dependency_bot_commit_share | 0 |
Code legibility for models
51Moderate
How it's scored
| 0/45 | Type-checkable code — Python without a type-check config |
| 50.6/55 | Manageable file sizes — 166/2,061 source files over 60KB |
Inputs used
| primary_language | Python |
| largest_source_bytes | 600,087 |
| source_files_sampled | 2,061 |
| oversized_source_files | 166 |
Machine-readable interfaces
100Exceptional
How it's scored
| 0/40 | API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software |
| 0/20 | MCP server — not applicable to this kind of software |
| 40/40 | Runnable examples — examples |
Inputs used
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
| interfaces_expected_of | — |
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.
Key facts
7GitHub stars
1contributors
59commits, last 12 months
0days since last push
44releases
1bus factor
0open issues
PyPIpackage ecosystems
Data collection warnings
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
- deps.dev does not index pypi:gpuwm@2.5.3; advisories assessed against the repository dependency graph instead
More detail
Star and fork history 0 ★ / 2 ⇿
0Stars
2Forks
26Releases
When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.
Major 1Minor 6Patch 19
OpenSSF Scorecard 3.2 / 10
3.2aggregate
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).
| 0 | Binary-Artifacts | binaries present in source code |
| 0 | Branch-Protection | branch protection not enabled on development/release branches |
| n/a | CI-Tests | no pull request found |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/30 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 0 | Maintained | project was created within the last 90 days. Please review its contents carefully |
| 10 | Packaging | packaging workflow detected |
| 6 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 6 |
| 0 | SAST | no SAST tool detected |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 82 existing vulnerabilities detected |
Direct dependencies 7
| Registry | Package | Version constraint | Manifest |
|---|---|---|---|
| PyPI | numpy | >=2.0 | pyproject.toml |
| PyPI | netCDF4 | >=1.6 | pyproject.toml |
| PyPI | matplotlib | >=3.8 | pyproject.toml |
| PyPI | jsonschema | >=4.0 | pyproject.toml |
| PyPI | scipy | >=1.11 | pyproject.toml |
| PyPI | pyshp | >=2.3 | pyproject.toml |
| PyPI | gpuwm-data | ==2.5.2 | pyproject.toml |
All dependencies not collected
The resolved dependency set could not be collected for this report: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
Raw JSON report machine-readable
Feedback
Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.
Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.
Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.