Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-14 20:26 UTC

TGSAI / mdio-python

Cloud native, scalable storage engine for various types of energy data.

PythonApache-2.0★ 42 stars⑂ 19 forkssince Aug 2022View on GitHub ↗
KindCommand-line toolLibraryhow this is determined
#dask#energy#machine-learning#segy#zarr#deep-learning

TGSAI/mdio-python holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (96/100) and lowest on Sustainability & Governance (57/100). It was last updated 5 days ago. A single contributor accounts for most of its recent work.

86
overall / 100
Excellent

Software health index

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

86
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 72 is calibrated to 86 on the published index scale (record calibration 2026-08-02).

Ownership

TGS.AIOrganization
19 followers6 public repossince Apr 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPImultidimio1.2.23,714645 days agomdiomultidimioseismicwinddata

Metrics by category

Vitality

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

88Excellent · 21% of overall

Development activity

80Excellent
How it's scored
36/36Push recency — last push 5 days ago
16.6/36Commit cadence — 24/52 weeks with commits
18/18Commit volume — 99 commits in the last year
9/10OpenSSF Scorecard: Maintained — 9 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 9
Inputs used
commits_last_year99
human_commit_share0.91
days_since_last_push5
active_weeks_last_year24

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 65 releases published
36/36Release recency — latest release 5 days ago
27/27Release cadence — a release every ~36.6 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count65
latest_release_tagv1.2.2
releases_from_tagsno
days_since_latest_release5
mean_days_between_releases36.6
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?

61Moderate · 17% of overall

Popularity & adoption

40Weak
How it's scored
26.2/60Stars — 42 stars
10.5/25Forks — 19 forks
3.3/15Watchers — 5 watchers
Inputs used
forks19
stars42
watchers5
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

85Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (Apache-2.0)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges11
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicescodecov.io, github.com, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

60Moderate
How it's scored
47.6/80Monthly downloads — 3,714 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesmultidimio
dependents—
ecosystemspypi
total_downloads—
monthly_downloads3,714
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?

57Moderate · 23% of overall

Maintainer resilience (bus factor)

28At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
4.5/22.5Commit distribution — top contributor authored 80% of commits
8.1/13.5Contributor breadth — 6 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled6
top_contributor_share0.801

Issue & PR responsiveness

60Moderate
How it's scored
34.8/42Issue resolution — 83% of issues closed
17.3/30PR acceptance — 417/724 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/29 approved changesets -- score normalized to 0
Inputs used
merged_prs417
open_issues21
closed_issues101
prs_merged_7d0
prs_decided_7d0
prs_merged_30d1
prs_decided_30d1
issue_closed_ratio0.828
closed_unmerged_prs307
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

54Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
9.4/25Owner reach — 19 followers of TGSAI
15/25Track record — 6 public repos, account ~4 yr old
Inputs used
followers19
owner_typeOrganization
is_verifiedno
owner_loginTGSAI
public_repos6
account_age_days1,623

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 5 days ago
20/20Version history — 64 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesmultidimio
ecosystemspypi
any_deprecatedno
min_days_since_publish5

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://mdio.dev/
10/10Repository description
10/10Topics — 6 topics
0/10Wiki
Inputs used
topicsdask, energy, machine-learning, segy, zarr, deep-learning
has_wikino
homepagehttps://mdio.dev/
docs_sitehttps://mdio.dev/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

58Moderate · 16% of overall

Security posture

48Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — no data
2.5/2.5CI-Tests — 27 out of 27 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 1/29 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
6.8/7.5Maintained — 9 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 9
5/5Packaging — packaging workflow detected
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
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 10 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.8
Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages50
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:multidimio@1.2.2 runtime dependency closure — what installing the published package pulls in — 50 packages. 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.

74Good · 4% of overall

Agent context & guidance

40Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 79 of 91 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.868
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

86Excellent
How it's scored
18/18One-command bootstrap — noxfile.py
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — src/mdio/py.typed
10/10Reproducible environment — devcontainer, lockfile
6/10Demonstrated agent practice — 3 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 9 of the last 100 commits are automated dependency updates
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesnoxfile.py
has_devcontaineryes
has_linter_configyes
typecheck_configssrc/mdio/py.typed
agent_commit_share0.03
toolchain_manifests—
dependency_bot_commit_share0.09

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (src/mdio/py.typed)
55/55Manageable file sizes — 0/163 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes28,508
source_files_sampled163
oversized_source_files0

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalno
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

42GitHub stars
6contributors
99commits, last 12 months
5days since last push
65releases
1bus factor
21open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'multidimio' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download figures for multidimio carried forward from the previous scan (stats endpoint unavailable this scan)

More detail

Star and fork history 0 ★ / 19 ⇿
0Stars
19Forks
56Releases

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.

0481216201922022-082024-082026-07
Major 1Minor 9Patch 43

Each point covers 4 days.

OpenSSF Scorecard 4.8 / 10
4.8aggregate

Independent, tool-agnostic security assessment from the open-source OpenSSF Scorecard. Each check rewards a security practice, not a specific vendor's tool. Checks Scorecard could not determine are marked n/a and excluded from the security score (never counted as zero).Scorecard v5.5.0 · 2026-09-14 20:25 UTC

10Binary-Artifactsno binaries found in the repo
n/aBranch-Protectioninternal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md
10CI-Tests27 out of 27 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 1/29 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
9Maintained9 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 9
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
0Vulnerabilities10 existing vulnerabilities detected
Direct dependencies 14
RegistryPackageVersion constraintManifest
PyPIclick>=8.4.2pyproject.toml
PyPIclick-params>=0.5.0pyproject.toml
PyPIdask>=2026.7.0pyproject.toml
PyPIfsspec>=2025.9.0,<2026.2.0pyproject.toml
PyPIpint>=0.25.3pyproject.toml
PyPIpsutil>=7.2.2pyproject.toml
PyPIpydantic>=2.13.4pyproject.toml
PyPIpydantic-settings>=2.14.2pyproject.toml
PyPIrich>=15.0.0pyproject.toml
PyPIsegy>=0.6.0pyproject.toml
PyPItqdm>=4.68.3pyproject.toml
PyPIuniversal-pathlib>=0.3.10pyproject.toml
PyPIxarray>=2026.4.0pyproject.toml
PyPIzarr>=3.2.1pyproject.toml
All dependencies 215

Full resolved dependency set from the GitHub dependency graph: 14 direct and 201 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIclick-params0.5.0direct
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PyPIpydantic2.13.4direct
PyPIpydantic-settings2.14.2direct
PyPIrich15.0.0direct
PyPIsegy0.6.0direct
PyPItqdm4.68.3direct
PyPIuniversal-pathlib0.3.10direct
PyPIxarray2026.4.0direct
PyPIzarr3.3.0direct
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PyPIautodoc-pydantic2.2.0indirect
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PyPIgcsfs2026.1.0indirect
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PyPIjinja23.1.6indirect
PyPIjmespath1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.9.1indirect
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PyPIjupyter-client8.9.1indirect
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PyPIjupyterlab-widgets3.0.16indirect
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PyPInodeenv1.10.0indirect
PyPInumba0.66.0indirect
PyPInumcodecs0.16.5indirect
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PyPIoauthlib3.3.1indirect
PyPIpackaging26.2indirect
PyPIpandas2.3.3indirect
PyPIparso0.8.7indirect
PyPIpartd1.4.2indirect
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PyPIpathspec1.1.1indirect
PyPIpexpect4.9.0indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.10.0indirect
PyPIpluggy1.6.0indirect
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PyPIpre-commit-hooks6.0.0indirect
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PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf7.35.1indirect
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PyPIpure-eval0.2.3indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
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PyPIpydantic-core2.46.4indirect
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PyPIpyjwt2.13.0indirect
PyPIpyparsing3.3.2indirect
PyPIpytest9.1.1indirect
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PyPIpython-dateutil2.9.0.post0indirect
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PyPIpython-dotenv1.2.2indirect
PyPIpytz2026.2indirect
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PyPIrpds-py2026.6.3indirect
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PyPIruff0.15.20indirect
PyPIs3fs2026.1.0indirect
PyPIsetuptools83.0.0indirect
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PyPIsphinxcontrib-applehelp2.0.0indirect
PyPIsphinxcontrib-devhelp2.0.0indirect
PyPIsphinxcontrib-htmlhelp2.1.0indirect
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PyPIsphinxcontrib-qthelp2.0.0indirect
PyPIsphinxcontrib-serializinghtml2.0.0indirect
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PyPIstarlette1.3.1indirect
PyPItabulate0.10.0indirect
PyPItblib3.2.2indirect
PyPItoolz1.1.0indirect
PyPItornado6.5.7indirect
PyPItraitlets5.15.1indirect
PyPItypeguard4.5.2indirect
PyPItyper0.26.8indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.50.2indirect
PyPIvalidators0.22.0indirect
PyPIvirtualenv21.5.2indirect
PyPIwatchfiles1.2.0indirect
PyPIwcwidth0.8.2indirect
PyPIwebsockets16.0indirect
PyPIwidgetsnbextension4.0.15indirect
PyPIwrapt2.2.2indirect
PyPIxdoctest1.3.2indirect
PyPIxyzservices2026.3.0indirect
PyPIyarl1.24.2indirect
PyPIzfpy1.0.1indirect
PyPIzict3.0.0indirect
PyPIzipp4.1.0indirect
Dependency advisories 0

Installing pypi:multidimio@1.2.2 pulls in 50 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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