Public record
Software health reportschema 0.26.0 · metrics 2.10.0 · 2026-07-22 19:07 UTC

GuillaumeLessard / qector-decoder

Production-grade Rust/Python quantum error correction decoder. 25+ decoder families: MWPM Blossom, Union-Find, BP-OSD, LDPC/qLDPC, belief-matching, CUDA/GPU batch decoding, AutoDecoder 7-tier fallback. PyMatching/Stim/Sinter compatible. Ed25519 license verification. Benchmark evidence included.

PythonCustom license★ 3 stars⑂ 0 forkssince Jun 2026View on GitHub ↗

GuillaumeLessard/qector-decoder holds a health index of 53 out of 100, placing it in the Moderate band. It scores highest on Engineering Quality (72/100) and lowest on Community & Adoption (33/100). It was last updated today. A single contributor accounts for most of its recent work.

53
overall / 100
Moderate

Software health index

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

53
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

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

The weighted overall 52 is calibrated to 53 on the published index scale (record calibration 2026-08-02).

Ownership

QECTOROrganization
1 follower2 public repossince Jun 2026

This repository is backed by an organization — shared, accountable stewardship that can outlive any single maintainer.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIqector-decoder-v30.6.6-1810 days agoquantumerror-correctiondecoderunion-findqecrustmwpmstimpymatchingldpcqldpc

Metrics by category

Vitality

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

69Good · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
2.8/36Commit cadence4/52 weeks with commits
18/18Commit volume128 commits in the last year
0/10OpenSSF Scorecard: Maintainedproject was created within the last 90 days. Please review its contents carefully
Inputs used
commits_last_year128
human_commit_share1
days_since_last_push0
active_weeks_last_year4
How it's scored
16.2/27Ships releases18 version tags (no GitHub releases)
36/36Release recencylatest release 0 days ago
27/27Release cadencea release every ~2.3 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count18
latest_release_tagv0.6.7
releases_from_tagsyes
days_since_latest_release0
mean_days_between_releases2.3
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?

33At Risk · 17% of overall
How it's scored
4.9/60Stars3 stars
0/25Forks0 forks
0/15Watchers1 watchers
Inputs used
forks0
stars3
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
16.9/22.5Licenselicense file present, not a recognized license
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_services
has_pull_request_templateno

Sustainability & Governance

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

36Weak · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
0.3/22.5Commit distributiontop contributor authored 99% of commits
2.7/13.5Contributor breadth2 contributors
3/10OpenSSF Scorecard: Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.986
How it's scored
0/42Issue resolutionno issues or no data
0/30PR acceptanceno decided pull requests or no data
0/13Newcomer PR acceptanceno first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-ReviewFound 0/30 approved changesets -- score normalized to 0
Inputs used
merged_prs0
open_issues0
closed_issues0
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio
closed_unmerged_prs0
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Excluded from scoring (no data or not applicable): Issue resolution, PR acceptance, Newcomer PR acceptance. Remaining weights renormalized.
How it's scored
30/30Ownership backingorganization-owned
0/20Verified domainverified-domain status not read for this organization
2.2/25Owner reach1 followers of GuillaumeLessard
3.6/25Track record2 public repos, account ~0 yr old
Inputs used
followers1
owner_typeOrganization
is_verified
owner_loginGuillaumeLessard
public_repos2
account_age_days28
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable1 package(s) on pypi
35/35Publish recencylatest publish 10 days ago
20/20Version history18 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesqector-decoder-v3
ecosystemspypi
any_deprecatedno
min_days_since_publish10

Engineering Quality

Are baseline engineering and documentation practices in place?

72Good · 19% of overall
How it's scored
24/24CI workflows2 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Testsno data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configno
has_precommit_configno
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://qector.store
10/10Repository description
10/10Topics19 topics
0/10Wiki
Inputs used
topicsdecoder, mwpm, python, rust-lang, union-find, qector, cuda, ldpc-bp-decoder, pymatching, qec, stim, belief-propagation, blossom, error-correction, gpu-acceleration, hpc, quantum-computing, simulation, surface-code
has_wikino
homepagehttps://qector.store
docs_sitehttps://qector.store
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

47Weak · 16% of overall
How it's scored
7.5/7.5Binary-Artifactsno binaries found in the repo
0/7.5Branch-Protectionbranch protection not enabled on development/release branches
0/2.5CI-Testsno data
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0/7.5Code-ReviewFound 0/30 approved changesets -- score normalized to 0
0.8/2.5Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
0/10Dangerous-Workflowno data
0/7.5Dependency-Update-Toolno update tool detected
0/5Fuzzingproject is not fuzzed
2.2/2.5Licenselicense file detected
0/7.5Maintainedproject was created within the last 90 days. Please review its contents carefully
0/5Packagingno data
0/5Pinned-Dependenciesno data
0/5SASTno data
5/5Security-Policysecurity policy file detected
0/7.5Signed-Releasesno data
0/7.5Token-Permissionsno data
6/7.5Vulnerabilities2 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated11
scorecard_versionv5.5.0
checks_inconclusive7
scorecard_aggregate3.4
Excluded from scoring (no data or not applicable): CI-Tests, Dangerous-Workflow, Packaging, Pinned-Dependencies, SAST, Signed-Releases, Token-Permissions. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisoriesno direct dependency carries a known advisory
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
0/40No advisories left outstandingno advisory carries a publication date
Inputs used
sourceosv
advisories2
affected_packages2
assessed_packages247
unassessed_packages21
affected_by_severityunknown 2
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 247 resolved dependencies against OSV. 21 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.

AI Readiness

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

61Moderate · 4% of overall
How it's scored
0/45Agent instructionsno CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
29.9/40Legible commit history56 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.56
agent_instruction_files
agent_instruction_max_bytes
How it's scored
12.6/18One-command bootstrapCargo.toml (toolchain convention, no task runner)
22/22Automated tests
0/11Lint / format config
11/11Static type checkingpython/qector_decoder_v3/py.typed
10/10Reproducible environmentDockerfile, lockfile
0/10Demonstrated agent practiceno agent-authored commits among the last 100
0/8Automated maintenanceno automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependenciesno data
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock
has_dockerfileyes
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configno
typecheck_configspython/qector_decoder_v3/py.typed
agent_commit_share0
toolchain_manifestsCargo.toml
dependency_bot_commit_share0
Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.
How it's scored
27/45Type-checkable codePython with type-check config (python/qector_decoder_v3/py.typed)
54.5/55Manageable file sizes2/213 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes65,517
source_files_sampled213
oversized_source_files2
How it's scored
40/40API schema (OpenAPI/GraphQL/proto)proto/qector.proto
0/20MCP servernot applicable to this kind of software
40/40Runnable examplesexamples
Inputs used
example_dirsexamples
has_mcp_signalno
api_schema_filesproto/qector.proto
interfaces_expected_of
Excluded from scoring (no data or not applicable): MCP server. Remaining weights renormalized.

Key facts

3GitHub stars
2contributors
128commits, last 12 months
0days since last push
18releases
1bus factor
0open issues
crates.io, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch crates package 'qector_decoder_v3' from its registry
  • deps.dev does not index pypi:qector-decoder-v3@0.6.6; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 3.4 / 10
3.4aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-07-22 19:07 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
n/aCI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
3Contributorsproject has 1 contributing companies or organizations -- score normalized to 3
n/aDangerous-Workflowinternal error: internal error: invalid GitHub workflow: :254:0: could not parse as YAML: could not find expected ':' [syntax-check]
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
9Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
n/aPackaginginternal error: internal error: invalid GitHub workflow: :254:0: could not parse as YAML: could not find expected ':' [syntax-check]
n/aPinned-Dependenciesinternal error: internal error: invalid GitHub workflow: :254:0: could not parse as YAML: could not find expected ':' [syntax-check]
n/aSASTinternal error: internal error: invalid GitHub workflow: :254:0: could not parse as YAML: could not find expected ':' [syntax-check]
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
n/aToken-Permissionsinternal error: internal error: invalid GitHub workflow: :254:0: could not parse as YAML: could not find expected ':' [syntax-check]
8Vulnerabilities2 existing vulnerabilities detected
Direct dependencies 23
RegistryPackageVersion constraintManifest
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crates.ionumpy0.29.0Cargo.toml
crates.iondarray0.17Cargo.toml
crates.iorayon1.12Cargo.toml
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crates.iomemmap20.9Cargo.toml
crates.iothiserror2Cargo.toml
crates.iorand0.8Cargo.toml
crates.ioocl0.19Cargo.toml
crates.iolibloading0.8Cargo.toml
crates.iotonic0.14Cargo.toml
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crates.iorand_distr0.4Cargo.toml
PyPInumpy>=1.24.0,<2.3pyproject.toml
PyPIcryptography>=3.4.0pyproject.toml
All dependencies 268

Full resolved dependency set from the GitHub dependency graph: 25 direct and 243 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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crates.iounicase2.9.0indirect
crates.iounicode-ident1.0.24indirect
crates.iountrusted0.9.0indirect
crates.iovaluable0.1.1indirect
crates.iowant0.3.1indirect
crates.iowasi0.11.1+wasi-snapshot-preview1indirect
crates.iowasip21.0.4+wasi-0.2.12indirect
crates.iowasm-bindgen0.2.125indirect
crates.iowasm-bindgen-macro0.2.125indirect
crates.iowasm-bindgen-macro-support0.2.125indirect
crates.iowasm-bindgen-shared0.2.125indirect
crates.ioweb-sys0.3.102indirect
crates.iowinapi0.3.9indirect
crates.iowinapi-i686-pc-windows-gnu0.4.0indirect
crates.iowinapi-x86_64-pc-windows-gnu0.4.0indirect
crates.iowindows-core0.62.2indirect
crates.iowindows-implement0.60.2indirect
crates.iowindows-interface0.59.3indirect
crates.iowindows-link0.2.1indirect
crates.iowindows-result0.4.1indirect
crates.iowindows-strings0.5.1indirect
crates.iowindows-sys0.52.0indirect
crates.iowindows-sys0.61.2indirect
crates.iowindows-targets0.52.6indirect
crates.iowindows_aarch64_gnullvm0.52.6indirect
crates.iowindows_aarch64_msvc0.52.6indirect
crates.iowindows_i686_gnu0.52.6indirect
crates.iowindows_i686_gnullvm0.52.6indirect
crates.iowindows_i686_msvc0.52.6indirect
crates.iowindows_x86_64_gnu0.52.6indirect
crates.iowindows_x86_64_gnullvm0.52.6indirect
crates.iowindows_x86_64_msvc0.52.6indirect
crates.iowit-bindgen0.57.1indirect
crates.iozerocopy0.8.52indirect
crates.iozerocopy-derive0.8.52indirect
crates.iozeroize1.9.0indirect
crates.iozmij1.0.21indirect
PyPIbeliefmatchingindirect
PyPIcupy-cuda12xindirect
PyPIfastapiindirect
PyPIhttpxindirect
PyPIhypothesisindirect
PyPIldpcindirect
PyPImatplotlibindirect
PyPImaturinindirect
PyPImypyindirect
PyPIpsutilindirect
PyPIpymatchingindirect
PyPIpytestindirect
PyPIpytest-covindirect
PyPIruffindirect
PyPIscipyindirect
PyPIsinterindirect
PyPIstimindirect
PyPItabulateindirect
PyPIuvicornindirect
Dependency advisories 2

This repository publishes no package the index resolves, so its own dependency graph was assessed — 247 packages, which also include development and test pins that never ship: 2 carry known advisories, of which 0 are direct. 21 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
anyhow1.0.102indirectunknown11.0.103
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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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.

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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 v2.10.0, schema v0.26.0 — full methodology · metrics wiki.

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