Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-15 00:49 UTC

state-alchemists / zrb

Your Automation Powerhouse

PythonNo license detected★ 17 stars⑂ 1 forksince Jan 2023View on GitHub ↗
KindCommand-line toolNetwork serviceMCP serverLibraryhow this is determined

state-alchemists/zrb holds a health index of 83 out of 100, placing it in the Excellent band. It scores highest on Vitality (95/100) and lowest on Community & Adoption (46/100). It was last updated today. A single contributor accounts for most of its recent work.

83
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.

83
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 70 is calibrated to 83 on the published index scale (record calibration 2026-08-02).

Ownership

state-alchemistsOrganization
20 followers15 public repossince Mar 2019

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIzrb3.4.011,6227051 day agoai-agentcoding-agentllmmcpagenticautomationtask-runnerdagpipelinecode-generator

Metrics by category

Vitality

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

95Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 1,900 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year1,900
human_commit_share1
days_since_last_push0
active_weeks_last_year52
How it's scored
16.2/27Ships releases — 83 version tags (no GitHub releases)
36/36Release recency — latest release 1 days ago
27/27Release cadence — a release every ~1.6 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count83
latest_release_tag3.4.0
releases_from_tagsyes
days_since_latest_release1
mean_days_between_releases1.6
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?

46Weak · 17% of overall
How it's scored
19.5/60Stars — 17 stars
0/25Forks — 1 forks
0/15Watchers — 2 watchers
Inputs used
forks1
stars17
watchers2
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
0/22.5License — no license file detected
18/18CONTRIBUTING guide
0/13.5Code of conduct
7.2/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseno
readme_badges0
has_contributingyes
has_issue_templateyes
has_code_of_conductno
readme_badge_services—
has_pull_request_templateyes
How it's scored
54.2/80Monthly downloads — 11,622 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageszrb
dependents—
ecosystemspypi
total_downloads—
monthly_downloads11,622
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?

61Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0/22.5Commit distribution — top contributor authored 100% of commits
4.1/13.5Contributor breadth — 3 contributors
6/10OpenSSF Scorecard: Contributors — project has 2 contributing companies or organizations -- score normalized to 6
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.999
How it's scored
42/42Issue resolution — 100% of issues closed
27.7/30PR acceptance — 473/513 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15OpenSSF Scorecard: Code-Review — Found 0/8 approved changesets -- score normalized to 0
Inputs used
merged_prs473
open_issues0
closed_issues7
prs_merged_7d9
prs_decided_7d9
prs_merged_30d59
prs_decided_30d60
issue_closed_ratio1
closed_unmerged_prs40
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.
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
9.5/25Owner reach — 20 followers of state-alchemists
20.8/25Track record — 15 public repos, account ~7 yr old
Inputs used
followers20
owner_typeOrganization
is_verifiedno
owner_loginstate-alchemists
public_repos15
account_age_days2,724

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 1 days ago
20/20Version history — 705 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageszrb
ecosystemspypi
any_deprecatedno
min_days_since_publish1

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall
How it's scored
24/24CI workflows — 3 workflow(s)
24/24Tests present
16/16Linter config — .flake8
0/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

90Excellent
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://pypi.org/project/zrb/
10/10Repository description
10/10Topics — 4 topics
0/10Wiki
Inputs used
topicscode-generator, task-runner, automation, llm
has_wikino
homepagehttps://pypi.org/project/zrb/
docs_sitehttps://pypi.org/project/zrb/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

55Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
2.5/2.5CI-Tests — 3 out of 3 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/8 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
0/2.5License — license file not detected
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
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
4.5/7.5Vulnerabilities — 4 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate4.4
Excluded from scoring (no data or not applicable): Packaging, 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_packages89
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:zrb@3.4.0 runtime dependency closure — what installing the published package pulls in — 89 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.

67Good · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
20.8/40Legible commit history — 39 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.39
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes20,139
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — .flake8
11/11Static type checking — pyrightconfig.json, src/zrb/py.typed
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 9 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespoetry.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configspyrightconfig.json, src/zrb/py.typed
agent_commit_share0.09
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (pyrightconfig.json, src/zrb/py.typed)
54.9/55Manageable file sizes — 2/981 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes3,164,970
source_files_sampled981
oversized_source_files2
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

17GitHub stars
3contributors
1,900commits, last 12 months
0days since last push
83releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token

More detail

OpenSSF Scorecard 4.4 / 10
4.4aggregate

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 · 2026-09-15 00:48 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
10CI-Tests3 out of 3 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 0/8 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
0Licenselicense file not detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
6Vulnerabilities4 existing vulnerabilities detected
Direct dependencies 30
RegistryPackageVersion constraintManifest
PyPIpython-dotenv>=1.1.1,<2.0.0pyproject.toml
PyPIbeautifulsoup4>=4.14.2,<5.0.0pyproject.toml
PyPIpdfplumber>=0.11.7,<0.12.0pyproject.toml
PyPIfastapi>=0.141.1,<0.142.0pyproject.toml
PyPIuvicorn>=0.52.4,<0.53.0pyproject.toml
PyPIjinja2>=3.1.0,<4.0.0pyproject.toml
PyPIPyJWT>=2.13.0,<3.0.0pyproject.toml
PyPIulid-py>=1.1.0,<2.0.0pyproject.toml
PyPIpsutil>=7.0.0,<8.0.0pyproject.toml
PyPIpydantic-settings>=2.14.2pyproject.toml
PyPIpydantic-ai-slim>=2.41.0,<2.42.0pyproject.toml
PyPIopenai>=3.8.0pyproject.toml
PyPIprompt-toolkit>=3pyproject.toml
PyPIrich>=13pyproject.toml
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PyPIrequests>=2.33.0,<3.0.0pyproject.toml
PyPItiktoken>=0.12.0,<0.13.0pyproject.toml
PyPImarkdownify>=1.2.2,<2.0.0pyproject.toml
PyPIpyyaml>=6.0.3,<7.0.0pyproject.toml
PyPIpyperclip>=1.11.0,<2.0.0pyproject.toml
PyPIpylatexenc>=2.10,<3.0.0pyproject.toml
PyPItermaid>=0.8.0,<0.9.0pyproject.toml
PyPIPillow>=12.3.0pyproject.toml
PyPIpygments>=2.20.0pyproject.toml
PyPIcryptography>=48.0.1pyproject.toml
PyPIpython-multipart>=0.0.30pyproject.toml
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PyPIurllib3>=2.7.0pyproject.toml
PyPIidna>=3.15pyproject.toml
PyPIhttpx2>=2.7.0pyproject.toml
All dependencies 206

Full resolved dependency set from the GitHub dependency graph: 30 direct and 176 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIpython-multipart0.0.32direct
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PyPIvosk0.3.44indirect
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PyPIwebsocket-client1.9.2indirect
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PyPIzipp4.1.0indirect
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Dependency advisories 0

Installing pypi:zrb@3.4.0 pulls in 89 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

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 statistics — PyPI.