Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-14 07:16 UTC

morzecrew / forze

Python toolkit for hexagonal backend services — domain and application layers that import nothing from your framework, database, or transport

PythonMIT★ 2 stars⑂ 2 forkssince Feb 2026View on GitHub ↗
KindLibraryCommand-line toolhow this is determined
#architecture#ddd#domain-driven-design#hexagonal-architecture#ports-and-adapters#python#backend#pydantic#fastapi#gcs#postgres#redis#s3#socketio#mongodb

morzecrew/forze holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Vitality (92/100) and lowest on Community & Adoption (47/100). It was last updated today. A single contributor accounts for most of its recent work.

89
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.

89
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 75 is calibrated to 89 on the published index scale (record calibration 2026-08-02).

Ownership

Morze TechnologiesOrganization
3 followers10 public repossince Jan 2022

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIforze0.13.02,541230 days agoarchitecturebackendddddomain-driven-designhexagonal-architectureports-and-adapterspydantic

Metrics by category

Vitality

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

92Excellent · 21% of overall

Development activity

87Excellent
How it's scored
36/36Push recency — last push 0 days ago
22.8/36Commit cadence — 33/52 weeks with commits
18/18Commit volume — 970 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_year970
human_commit_share0.85
days_since_last_push0
active_weeks_last_year33

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 29 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count29
latest_release_tagv0.13.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases9
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

Popularity & adoption

1Critical
How it's scored
0/60Stars — 2 stars
0/25Forks — 2 forks
0/15Watchers — 0 watchers
Inputs used
forks2
stars2
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized 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_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicescodecov.io, shields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

57Moderate
How it's scored
45.4/80Monthly downloads — 2,541 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesforze
dependents—
ecosystemspypi
total_downloads—
monthly_downloads2,541
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?

60Moderate · 23% of overall

Maintainer resilience (bus factor)

13Critical
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
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Inputs used
bus_factor1
contributors_sampled3
top_contributor_share0.998

Issue & PR responsiveness

94Exceptional
How it's scored
0/42Issue resolution — no issues or no data
27.4/30PR acceptance — 502/549 decided PRs merged
0/13Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs502
open_issues0
closed_issues0
prs_merged_7d24
prs_decided_7d24
prs_merged_30d49
prs_decided_30d49
issue_closed_ratio—
closed_unmerged_prs47
first_time_authors_30d0
first_time_prs_merged_30d0
first_time_prs_decided_30d0
Excluded from scoring (no data or not applicable): Issue resolution, Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

51Moderate
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
4.3/25Owner reach — 3 followers of morzecrew
17/25Track record — 10 public repos, account ~4 yr old
Inputs used
followers3
owner_typeOrganization
is_verifiedno
owner_loginmorzecrew
public_repos10
account_age_days1,725

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 23 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesforze
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

82Excellent · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 9 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 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

65Good
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://morzecrew.github.io/forze/
10/10Repository description
10/10Topics — 15 topics
0/10Wiki
Inputs used
topicsarchitecture, ddd, domain-driven-design, hexagonal-architecture, ports-and-adapters, python, backend, pydantic, fastapi, gcs, postgres, redis, s3, socketio, mongodb
has_wikino
homepagehttps://morzecrew.github.io/forze/
docs_sitehttps://morzecrew.github.io/forze/
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

91Excellent · 16% of overall

Security posture

89Excellent
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
6/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
1.2/2.5CII-Best-Practices — badge detected: Passing
7.5/7.5Code-Review — all changesets reviewed
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
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
7.5/7.5Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
4.5/5SAST — SAST tool detected but not run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
7.5/7.5Token-Permissions — GitHub workflow tokens follow principle of least privilege
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate8.9
Excluded from scoring (no data or not applicable): 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
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages260
unassessed_packages0
affected_by_severitynone
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 260 resolved dependencies against OSV. 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.

87Excellent · 4% of overall

Agent context & guidance

71Good
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
26.4/40Legible commit history — 42 of 85 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.494
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes17,601

Verify loop (build / test / typecheck)

96Exceptional
How it's scored
18/18One-command bootstrap — examples/recipes/cache_reads/justfile, examples/recipes/crud_fastapi/justfile, examples/recipes/mock_server/justfile, examples/recipes/mock_workspace/justfile, examples/recipes/read_only/justfile, justfile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — src/forze/py.typed, src/forze_bigquery/py.typed, src/forze_cli/py.typed, src/forze_clickhouse/py.typed, src/forze_dst/py.typed, src/forze_duckdb/py.typed, src/forze_fastapi/py.typed, src/forze_firestore/py.typed, src/forze_gcs/py.typed, src/forze_http/py.typed, src/forze_identity/py.typed, src/forze_inference/py.typed, src/forze_inngest/py.typed, src/forze_kafka/py.typed, src/forze_kits/py.typed, src/forze_kms/py.typed, src/forze_mcp/py.typed, src/forze_meilisearch/py.typed, src/forze_mock/py.typed, src/forze_mongo/py.typed, src/forze_neo4j/py.typed, src/forze_postgres/py.typed, src/forze_rabbitmq/py.typed, src/forze_redis/py.typed, src/forze_s3/py.typed, src/forze_sandbox/py.typed, src/forze_socketio/py.typed, src/forze_sqs/py.typed, src/forze_temporal/py.typed, src/forze_vault/py.typed
10/10Reproducible environment — devcontainer, Dockerfile, lockfile
6/10Demonstrated agent practice — 3 of the last 100 commits agent-authored or agent-credited
8/8Automated maintenance — 15 of the last 100 commits are automated dependency updates
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_filesexamples/recipes/cache_reads/justfile, examples/recipes/crud_fastapi/justfile, examples/recipes/mock_server/justfile, examples/recipes/mock_workspace/justfile, examples/recipes/read_only/justfile, justfile
has_devcontaineryes
has_linter_configyes
typecheck_configssrc/forze/py.typed, src/forze_bigquery/py.typed, src/forze_cli/py.typed, src/forze_clickhouse/py.typed, src/forze_dst/py.typed, src/forze_duckdb/py.typed, src/forze_fastapi/py.typed, src/forze_firestore/py.typed, src/forze_gcs/py.typed, src/forze_http/py.typed, src/forze_identity/py.typed, src/forze_inference/py.typed, src/forze_inngest/py.typed, src/forze_kafka/py.typed, src/forze_kits/py.typed, src/forze_kms/py.typed, src/forze_mcp/py.typed, src/forze_meilisearch/py.typed, src/forze_mock/py.typed, src/forze_mongo/py.typed, src/forze_neo4j/py.typed, src/forze_postgres/py.typed, src/forze_rabbitmq/py.typed, src/forze_redis/py.typed, src/forze_s3/py.typed, src/forze_sandbox/py.typed, src/forze_socketio/py.typed, src/forze_sqs/py.typed, src/forze_temporal/py.typed, src/forze_vault/py.typed
agent_commit_share0.03
toolchain_manifests—
dependency_bot_commit_share0.15

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (src/forze/py.typed, src/forze_bigquery/py.typed, src/forze_cli/py.typed, src/forze_clickhouse/py.typed, src/forze_dst/py.typed, src/forze_duckdb/py.typed, src/forze_fastapi/py.typed, src/forze_firestore/py.typed, src/forze_gcs/py.typed, src/forze_http/py.typed, src/forze_identity/py.typed, src/forze_inference/py.typed, src/forze_inngest/py.typed, src/forze_kafka/py.typed, src/forze_kits/py.typed, src/forze_kms/py.typed, src/forze_mcp/py.typed, src/forze_meilisearch/py.typed, src/forze_mock/py.typed, src/forze_mongo/py.typed, src/forze_neo4j/py.typed, src/forze_postgres/py.typed, src/forze_rabbitmq/py.typed, src/forze_redis/py.typed, src/forze_s3/py.typed, src/forze_sandbox/py.typed, src/forze_socketio/py.typed, src/forze_sqs/py.typed, src/forze_temporal/py.typed, src/forze_vault/py.typed)
54.8/55Manageable file sizes — 12/4,015 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes82,573
source_files_sampled4,015
oversized_source_files12

Machine-readable interfaces

100Exceptional
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — examples, recipes
Inputs used
example_dirsexamples, recipes
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

2GitHub stars
3contributors
970commits, last 12 months
0days since last push
29releases
1bus factor
0open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • deps.dev does not index pypi:forze@0.13.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 2 ⇿
0Stars
2Forks
1Releases

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.

111222212026-032026-032026-03
Major 0Minor 0Patch 1
OpenSSF Scorecard 8.9 / 10
8.9aggregate

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 · 2026-10-14 07:16 UTC

10Binary-Artifactsno binaries found in the repo
8Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
5CII-Best-Practicesbadge detected: Passing
10Code-Reviewall changesets reviewed
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 0 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
9SASTSAST tool detected but not run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
10Token-PermissionsGitHub workflow tokens follow principle of least privilege
10Vulnerabilities0 existing vulnerabilities detected
Direct dependencies 11
RegistryPackageVersion constraintManifest
PyPIattrs>=25.4.0pyproject.toml
PyPIcroniter>=6.0.0pyproject.toml
PyPIcryptography>=44.0.1pyproject.toml
PyPIopentelemetry-api>=1.39.0pyproject.toml
PyPIopentelemetry-sdk>=1.39.0pyproject.toml
PyPIorjson>=3.11.7pyproject.toml
PyPIpydantic>=2.12.5pyproject.toml
PyPIpydantic-extra-types>=2.11.0pyproject.toml
PyPIpyyaml>=6.0.3pyproject.toml
PyPIrich>=14.0.0pyproject.toml
PyPIstructlog>=25.0.0pyproject.toml
All dependencies 260

Full resolved dependency set from the GitHub dependency graph: 11 direct and 249 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIattrs26.1.0direct
PyPIcroniter6.2.4direct
PyPIcryptography50.0.2direct
PyPIopentelemetry-api1.45.0direct
PyPIopentelemetry-sdk1.45.0direct
PyPIorjson3.12.0direct
PyPIpydantic2.13.5direct
PyPIpydantic-extra-types2.11.1direct
PyPIpyyaml6.0.3direct
PyPIrich15.0.0direct
PyPIstructlog26.1.0direct
PyPIaio-pika10.1.0indirect
PyPIaioboto315.5.0indirect
PyPIaiobotocore2.25.1indirect
PyPIaiofile3.11.1indirect
PyPIaiofiles25.1.0indirect
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp3.14.3indirect
PyPIaioitertools0.13.0indirect
PyPIaiokafka0.14.0indirect
PyPIaiormq7.2.1indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.8.0indirect
PyPIanyio4.15.1indirect
PyPIargon2-cffi25.1.0indirect
PyPIargon2-cffi-bindings25.1.0indirect
PyPIarro3-core0.8.1indirect
PyPIast-serialize0.6.0indirect
PyPIasync-timeout5.0.1indirect
PyPIauthlib1.7.2indirect
PyPIbackports-zstd1.6.0indirect
PyPIbandit1.9.4indirect
PyPIbeartype0.22.9indirect
PyPIbidict0.23.1indirect
PyPIboto31.40.61indirect
PyPIbotocore1.40.61indirect
PyPIbotocore-stubs1.43.14indirect
PyPIcachetools6.2.6indirect
PyPIcaio0.9.25indirect
PyPIcamel-converter5.1.0indirect
PyPIcertifi2026.7.22indirect
PyPIcffi2.1.0indirect
PyPIcfgv3.5.0indirect
PyPIchardet7.4.3indirect
PyPIcharset-normalizer3.4.9indirect
PyPIclick8.4.2indirect
PyPIclickhouse-connect1.6.0indirect
PyPIclickhouse-driver0.2.11indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.15.2indirect
PyPIcyclopts4.22.2indirect
PyPIdeepmerge2.1.0indirect
PyPIdeltalake1.6.6indirect
PyPIdeprecated1.3.1indirect
PyPIdeptry0.25.1indirect
PyPIdirty-equals0.11indirect
PyPIdistlib0.4.3indirect
PyPIdnspython2.8.0indirect
PyPIdocker7.2.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIduckdb1.5.6indirect
PyPIemail-validator2.3.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecnet2.1.2indirect
PyPIfaker40.36.0indirect
PyPIfastapi0.142.2indirect
PyPIfastmcp4.0.11indirect
PyPIfastmcp-slim4.0.11indirect
PyPIfilelock3.32.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.6.0indirect
PyPIgcloud-aio-auth5.5.0indirect
PyPIgcloud-aio-bigquery7.2.0indirect
PyPIgcloud-aio-storage9.6.5indirect
PyPIgoogle-api-core2.33.0indirect
PyPIgoogle-auth2.56.2indirect
PyPIgoogle-cloud-core2.6.0indirect
PyPIgoogle-cloud-datastore2.26.0indirect
PyPIgoogle-cloud-firestore2.34.0indirect
PyPIgoogle-cloud-kms3.18.0indirect
PyPIgoogle-cloud-pubsub2.39.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIgreenlet3.5.4indirect
PyPIgriffelib2.1.0indirect
PyPIgrimp3.17indirect
PyPIgrpc-google-iam-v10.14.4indirect
PyPIgrpcio1.83.0indirect
PyPIgrpcio-status1.83.0indirect
PyPIgrpcio-tools1.81.1indirect
PyPIh110.16.0indirect
PyPIh24.4.1indirect
PyPIhpack4.2.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.12.0indirect
PyPIhttptools0.8.0indirect
PyPIhttpx0.28.1indirect
PyPIhttpx22.12.0indirect
PyPIhttpx2-jsfetch1.0indirect
PyPIhvac2.4.0indirect
PyPIhyperframe6.1.0indirect
PyPIhypothesis6.168.4indirect
PyPIidentify2.6.19indirect
PyPIidna3.18indirect
PyPIimport-linter2.15indirect
PyPIiniconfig2.3.0indirect
PyPIinngest0.5.19indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.6.0indirect
PyPIjcs0.2.1indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjmespath1.1.0indirect
PyPIjoserfc1.7.4indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.5.0indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIlibrt0.13.0indirect
PyPIlz44.4.5indirect
PyPImando0.7.1indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp2.3.0indirect
PyPImcp-types2.3.0indirect
PyPImdurl0.1.2indirect
PyPImeilisearch-python-sdk7.5.2indirect
PyPImike2.2.0+zensical.0.1.0indirect
PyPIminio7.2.20indirect
PyPImmh35.2.1indirect
PyPImore-itertools11.1.0indirect
PyPImultidict6.9.1indirect
PyPImypy2.3.0indirect
PyPImypy-extensions1.1.0indirect
PyPIneo4j6.3.1indirect
PyPInexus-rpc1.4.0indirect
PyPInodeenv1.10.0indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopentelemetry-exporter-http-transport0.66b0indirect
PyPIopentelemetry-exporter-otlp-common0.66b0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.45.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.45.0indirect
PyPIopentelemetry-exporter-prometheus0.66b0indirect
PyPIopentelemetry-proto1.45.0indirect
PyPIopentelemetry-semantic-conventions0.66b0indirect
PyPIpackaging26.2indirect
PyPIpamqp4.0.1indirect
PyPIpathable0.6.0indirect
PyPIpathspec1.1.1indirect
PyPIpika1.4.2indirect
PyPIplatformdirs4.11.0indirect
PyPIpluggy1.6.0indirect
PyPIpolyfactory3.3.0indirect
PyPIpre-commit4.6.2indirect
PyPIprometheus-client0.26.0indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.28.2indirect
PyPIprotobuf6.33.6indirect
PyPIpsycopg3.3.4indirect
PyPIpsycopg-binary3.3.4indirect
PyPIpsycopg-pool3.3.3indirect
PyPIpy-cpuinfo210.1.1indirect
PyPIpy-key-value-aio0.4.5indirect
PyPIpy-spy0.4.2indirect
PyPIpyarrow25.0.1indirect
PyPIpyarrow-stubs20.0.0.20260819indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpycryptodome3.23.0indirect
PyPIpydantic-core2.46.5indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.21.0indirect
PyPIpyhcl0.4.5indirect
PyPIpyiceberg0.12.0rc1indirect
PyPIpyjwt2.15.0indirect
PyPIpymdown-extensions12.1indirect
PyPIpymongo4.18.2indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip1.11.0indirect
PyPIpyroaring1.1.0indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-benchmark5.3.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-mock3.16.0indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.6.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-engineio4.13.3indirect
PyPIpython-magic0.4.27indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-socketio5.16.3indirect
PyPIpython-socketio-stubs5.16.3.0.20260618indirect
PyPIpytz2026.3.post1indirect
PyPIpywin32312indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIradon6.0.1indirect
PyPIredis8.1.0indirect
PyPIreferencing0.37.0indirect
PyPIrequests2.34.2indirect
PyPIrequirements-parser0.13.1indirect
PyPIrich-rst2.1.0indirect
PyPIrpds-py2026.6.3indirect
PyPIruff0.16.10indirect
PyPIs3transfer0.14.0indirect
PyPIscalar-fastapi1.9.1indirect
PyPIsecretstorage3.5.0indirect
PyPIsetuptools83.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIsortedcontainers2.4.0indirect
PyPIsqlalchemy2.0.51indirect
PyPIsse-starlette3.4.6indirect
PyPIstarlette1.7.0indirect
PyPIstevedore5.9.0indirect
PyPIstrictyaml1.7.3indirect
PyPItemporalio1.34.0indirect
PyPItenacity9.1.4indirect
PyPItestcontainers4.15.0indirect
PyPItomli2.4.1indirect
PyPItruststore0.10.4indirect
PyPItyper0.27.2indirect
PyPItypes-aioboto315.5.0indirect
PyPItypes-aiobotocore3.9.2indirect
PyPItypes-aiobotocore-kms2.25.2indirect
PyPItypes-aiobotocore-s32.25.2indirect
PyPItypes-aiobotocore-sqs2.25.2indirect
PyPItypes-awscrt0.34.1indirect
PyPItypes-croniter6.2.4.20260711indirect
PyPItypes-hvac2.4.0.20260731indirect
PyPItypes-protobuf7.34.1.20260518indirect
PyPItypes-pyyaml6.0.12.20260906indirect
PyPItypes-s3transfer0.16.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.3indirect
PyPItzlocal5.4.4indirect
PyPIuncalled-for0.4.0indirect
PyPIurllib32.8.0indirect
PyPIuvicorn0.51.0indirect
PyPIuvloop0.22.1indirect
PyPIverspec0.1.0indirect
PyPIvirtualenv21.7.13indirect
PyPIvulture2.16indirect
PyPIwatchfiles1.3.0indirect
PyPIwebsockets16.1.1indirect
PyPIwrapt1.17.3indirect
PyPIwsproto1.3.2indirect
PyPIyandexcloud0.409.0indirect
PyPIyarl1.25.1indirect
PyPIzensical0.0.67indirect
PyPIzizmor1.30.1indirect
PyPIzstandard0.25.0indirect
Dependency advisories 0

This repository publishes no package the index resolves, so its own dependency graph was assessed — 260 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct.

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.

Related records

Inspected repositories sharing catalogue tags or ecosystems with morzecrew/forze. Read them side by side →

99pydantic/logfireAI observability platform for production LLM and agent systems.Exceptional98supabase/supabase-pyPython Client for Supabase. Query Postgres from Flask, Django, FastAPI. Python user authentication, security policies, edge functions, file storage, and realtime data streaming. Good first issue.Exceptional98apache/opendalApache OpenDAL: One Layer, All Storage.Exceptional99taskforcesh/bullmqBullMQ - Message Queue and Batch processing for NodeJS, Python, .NET, Elixir, Rust and PHP based on Redis or PostgreSQLExceptional99ag2ai/faststreamAsynchronous Python framework for event-driven services. A thin client for Kafka, RabbitMQ, NATS, Redis and MQTT with full access to native broker features, plus AsyncAPI docs, in-memory tests and observability out of the box.Exceptional99pydantic/pydantic-aiHow Python does AI. Agents, realtime voice, image generation, embeddings. Every model, every interface, typed end to end.Exceptional

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.