Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-08-22 03:40 UTC

bcivitcioglu / mcising

mcising is a Python package for generating Ising model data using Monte Carlo simulations.

Python · RustMIT★ 1 star⑂ 1 forksince Jun 2024View on GitHub ↗
KindLibraryCommand-line toolhow this is determined

bcivitcioglu/mcising holds a health index of 75 out of 100, placing it in the Good band. It scores highest on Engineering Quality (92/100) and lowest on Community & Adoption (47/100). It was last updated today. A single contributor accounts for most of its recent work.

75
overall / 100
Good

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.

75
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 65 is calibrated to 75 on the published index scale (record calibration 2026-08-02).

Ownership

Burak ÇivitcioğluPersonal account
11 followers16 public repossince Nov 2019

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPImcising0.26.02,513130 days agoising-modelmonte-carlostatistical-mechanicsphysicssimulationfrustrated-magnetism

Metrics by category

Vitality

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

75Good · 21% of overall
How it's scored
36/36Push recencylast push 0 days ago
4.2/36Commit cadence6/52 weeks with commits
15.8/18Commit volume57 commits in the last year
10/10OpenSSF Scorecard: Maintained30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year57
human_commit_share1
days_since_last_push0
active_weeks_last_year6
How it's scored
16.2/27Ships releases5 version tags (no GitHub releases)
36/36Release recencylatest release 0 days ago
27/27Release cadencea release every ~3.4 days
0/10OpenSSF Scorecard: Signed-Releasesno data
Inputs used
releases_count5
latest_release_tagv0.26.0
releases_from_tagsyes
days_since_latest_release0
mean_days_between_releases3.4
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?

47Weak · 17% of overall
How it's scored
0/60Stars1 stars
0/25Forks1 forks
0/15Watchers1 watchers
Inputs used
forks1
stars1
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5Licenserecognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges0
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_services
has_pull_request_templateyes
How it's scored
45.3/80Monthly downloads2,513 downloads/month across pypi
0/20Registry dependentsnot reported by this ecosystem
Inputs used
packagesmcising
dependents
ecosystemspypi
total_downloads
monthly_downloads2,513
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?

55Moderate · 23% of overall
How it's scored
9/54Bus factor1 contributor(s) cover half of all commits
0.5/22.5Commit distributiontop contributor authored 98% of commits
2.7/13.5Contributor breadth2 contributors
0/10OpenSSF Scorecard: Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled2
top_contributor_share0.976
How it's scored
34.4/42Issue resolution82% of issues closed
30/30PR acceptance16/16 decided PRs merged
13/13Newcomer PR acceptance16/16 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-ReviewFound 0/13 approved changesets -- score normalized to 0
Inputs used
merged_prs16
open_issues4
closed_issues18
prs_merged_7d8
prs_decided_7d8
prs_merged_30d16
prs_decided_30d16
issue_closed_ratio0.818
closed_unmerged_prs0
first_time_authors_30d2
first_time_prs_merged_30d16
first_time_prs_decided_30d16
How it's scored
10/30Ownership backingpersonal (user) account
0/20Verified domainnot applicable to user accounts
7.8/25Owner reach11 followers of bcivitcioglu
21/25Track record16 public repos, account ~6 yr old
Inputs used
followers11
owner_typeUser
is_verified
owner_loginbcivitcioglu
public_repos16
account_age_days2,459
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 0 days ago
20/20Version history13 published versions
20/20Not deprecatedactive, not deprecated or yanked
Inputs used
packagesmcising
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

92Excellent · 19% of overall
How it's scored
24/24CI workflows3 workflow(s)
24/24Tests present
16/16Linter configpyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests13 out of 13 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage sitehttps://bcivitcioglu.github.io/mcising
10/10Repository description
0/10Topics
10/10Wiki
Inputs used
topics
has_wikiyes
homepage
docs_sitehttps://bcivitcioglu.github.io/mcising
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

52Moderate · 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
2.5/2.5CI-Tests13 out of 13 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0/7.5Code-ReviewFound 0/13 approved changesets -- score normalized to 0
0/2.5Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflowno dangerous workflow patterns detected
7.5/7.5Dependency-Update-Toolupdate tool detected
0/5Fuzzingproject is not fuzzed
2.5/2.5Licenselicense file detected
7.5/7.5Maintained30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
5/5Packagingpackaging workflow detected
0/5Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0/5SASTSAST tool is not run on all commits -- score normalized to 0
0/5Security-Policysecurity policy file not detected
0/7.5Signed-Releasesno data
0/7.5Token-Permissionsdetected GitHub workflow tokens with excessive permissions
5.2/7.5Vulnerabilities3 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.9
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
14/35Direct dependencies free of known advisories1 affected: pyo3 0.23.5 (high 7.5)
0/25Indirect dependencies free of known advisoriestransitive set not separable from development and test dependencies in this scope
33.7/40No advisories left outstanding1 advisory-carrying package(s) unaddressed past 90 days; oldest published 507 days ago
Inputs used
sourceosv
advisories5
affected_packages1
assessed_packages131
unassessed_packages13
affected_by_severityhigh 1
direct_affected_packages1
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 131 resolved dependencies against OSV. 13 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.

59Moderate · 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 history37 of 66 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url
legible_history_share0.561
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
11/11Lint / format configpyproject.toml ([tool.ruff])
11/11Static type checkingpython/mcising/py.typed
10/10Reproducible environmentlockfile
0/10Demonstrated agent practiceno agent-authored commits among the last 66
5/8Automated maintenancedependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesCargo.lock, uv.lock
has_dockerfileno
typed_languageno
bootstrap_files
has_devcontainerno
has_linter_configyes
typecheck_configspython/mcising/py.typed
agent_commit_share0
toolchain_manifestsCargo.toml
dependency_bot_commit_share0
How it's scored
27/45Type-checkable codePython with type-check config (python/mcising/py.typed)
55/55Manageable file sizes0/63 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes51,386
source_files_sampled63
oversized_source_files0

Key facts

1GitHub stars
2contributors
57commits, last 12 months
0days since last push
5releases
1bus factor
4open 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 'mcising' from its registry
  • deps.dev does not index pypi:mcising@0.26.0; advisories assessed against the repository dependency graph instead

More detail

OpenSSF Scorecard 4.9 / 10
4.9aggregate

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 · 2026-08-22 03:40 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests13 out of 13 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 0/13 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 21 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
7Vulnerabilities3 existing vulnerabilities detected
Direct dependencies 11
RegistryPackageVersion constraintManifest
crates.iopyo30.23Cargo.toml
crates.ionumpy0.23Cargo.toml
crates.iorand0.8Cargo.toml
crates.iorand_xoshiro0.6Cargo.toml
crates.iorayon1.10Cargo.toml
crates.ioserde1Cargo.toml
crates.ioserde_json1Cargo.toml
PyPIh5py>=3.16.0pyproject.toml
PyPInumpy>=2.2.6pyproject.toml
PyPIrich>=14.3.3pyproject.toml
PyPItyper>=0.24.1pyproject.toml
All dependencies 144

Full resolved dependency set from the GitHub dependency graph: 17 direct and 127 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
crates.ionumpy0.23.0direct
crates.iopyo30.23.5direct
crates.iorand0.8.7direct
crates.iorand_xoshiro0.6.0direct
crates.iorayon1.12.0direct
crates.ioserde1.0.229direct
crates.ioserde_json1.0.151direct
PyPIh5pydirect
PyPIh5py3.16.0direct
PyPInumpydirect
PyPInumpy2.2.6direct
PyPInumpy2.4.6direct
PyPInumpy2.5.1direct
PyPIrichdirect
PyPIrich15.0.0direct
PyPItyperdirect
PyPItyper0.27.1direct
crates.ioautocfg1.5.1indirect
crates.iocfg-if1.0.4indirect
crates.iocrossbeam-deque0.8.7indirect
crates.iocrossbeam-epoch0.9.20indirect
crates.iocrossbeam-utils0.8.22indirect
crates.ioeither1.17.0indirect
crates.iogetrandom0.2.17indirect
crates.ioheck0.5.0indirect
crates.ioindoc2.0.7indirect
crates.ioitoa1.0.18indirect
crates.iolibc0.2.189indirect
crates.iomatrixmultiply0.3.11indirect
crates.iomemchr2.8.3indirect
crates.iomemoffset0.9.1indirect
crates.iondarray0.16.1indirect
crates.ionum-complex0.4.6indirect
crates.ionum-integer0.1.46indirect
crates.ionum-traits0.2.19indirect
crates.ioonce_cell1.21.4indirect
crates.ioportable-atomic1.14.0indirect
crates.ioportable-atomic-util0.2.7indirect
crates.ioppv-lite860.2.21indirect
crates.ioproc-macro21.0.107indirect
crates.iopyo3-build-config0.23.5indirect
crates.iopyo3-ffi0.23.5indirect
crates.iopyo3-macros0.23.5indirect
crates.iopyo3-macros-backend0.23.5indirect
crates.ioquote1.0.47indirect
crates.iorand_chacha0.3.1indirect
crates.iorand_core0.6.4indirect
crates.iorawpointer0.2.1indirect
crates.iorayon-core1.13.0indirect
crates.iorustc-hash2.1.3indirect
crates.iorustversion1.0.23indirect
crates.ioserde_core1.0.229indirect
crates.ioserde_derive1.0.229indirect
crates.iosyn2.0.119indirect
crates.iosyn3.0.3indirect
crates.iotarget-lexicon0.12.16indirect
crates.iounicode-ident1.0.24indirect
crates.iounindent0.2.4indirect
crates.iowasi0.11.1+wasi-snapshot-preview1indirect
crates.iozerocopy0.8.56indirect
crates.iozerocopy-derive0.8.56indirect
crates.iozmij1.0.23indirect
PyPIannotated-doc0.0.5indirect
PyPIast-serialize0.7.0indirect
PyPIbabel2.18.0indirect
PyPIbackrefs8.0indirect
PyPIcertifi2026.7.22indirect
PyPIcfgv3.5.0indirect
PyPIcharset-normalizer3.4.9indirect
PyPIclick8.4.2indirect
PyPIcolorama0.4.6indirect
PyPIcontourpy1.3.2indirect
PyPIcontourpy1.3.3indirect
PyPIcoverage7.15.4indirect
PyPIcycler0.12.1indirect
PyPIdistlib0.4.3indirect
PyPIexceptiongroup1.3.1indirect
PyPIfilelock3.32.2indirect
PyPIfonttools4.63.0indirect
PyPIghp-import2.1.0indirect
PyPIgriffelib2.1.0indirect
PyPIidentify2.6.19indirect
PyPIidna3.18indirect
PyPIimageioindirect
PyPIiniconfig2.3.0indirect
PyPIjinja23.1.6indirect
PyPIkiwisolver1.5.0indirect
PyPIlibrt0.13.0indirect
PyPImarkdown3.10.3indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImatplotlibindirect
PyPImatplotlib3.10.9indirect
PyPImatplotlib3.11.1indirect
PyPImaturinindirect
PyPImaturin1.14.1indirect
PyPImcising0.26.0indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-autorefs1.4.4indirect
PyPImkdocs-get-deps0.2.2indirect
PyPImkdocs-materialindirect
PyPImkdocs-material9.7.7indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocstringsindirect
PyPImkdocstrings1.0.6indirect
PyPImkdocstrings-python2.0.5indirect
PyPImypyindirect
PyPImypy2.3.0indirect
PyPImypy-extensions1.1.0indirect
PyPInodeenv1.10.0indirect
PyPIpackaging26.3indirect
PyPIpaginate0.5.7indirect
PyPIpandas2.3.3indirect
PyPIpandas3.0.5indirect
PyPIpathspec1.1.1indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.11.0indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.6.1indirect
PyPIpygments2.20.0indirect
PyPIpymdown-extensions11.0.1indirect
PyPIpyparsing3.3.2indirect
PyPIpytestindirect
PyPIpytest9.1.1indirect
PyPIpytest-covindirect
PyPIpytest-cov7.1.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.5.1indirect
PyPIpytz2026.3.post1indirect
PyPIpyyaml6.0.3indirect
PyPIpyyaml-env-tag1.1indirect
PyPIrequests2.34.2indirect
PyPIruffindirect
PyPIruff0.16.1indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPItomli2.4.1indirect
PyPItyping-extensions4.16.0indirect
PyPItzdata2026.3indirect
PyPIurllib32.7.0indirect
PyPIvirtualenv21.7.3indirect
PyPIwatchdog6.0.0indirect
Dependency advisories 1

This repository publishes no package the index resolves, so its own dependency graph was assessed — 131 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 1 are direct. 13 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
pyo30.23.5directhigh50.29.0

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

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.

The message is kept through sign-in.

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 statisticsPyPI.