Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-14 06:38 UTC

rayakame / sqlc-gen-better-python

A sqlc plugin that generates modern, type-safe Python from SQL

PythonMIT★ 38 stars⑂ 5 forkssince Mar 2025View on GitHub ↗

#mysql #postgresql #python #python3 #sql #sqlc #sqlite3 #sqlc-plugin

rayakame/sqlc-gen-better-python holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Engineering Quality (85/100) and lowest on Community & Adoption (49/100). It was last updated today. A single contributor accounts for most of its recent work.

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.

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)

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 66 is calibrated to 77 on the published index scale (record calibration 2026-08-02).

Ownership

ChristopherPersonal account

4 followers11 public repossince Mar 2025

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

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish
Go	github.com/rayakame/sqlc-gen-better-python	v0.9.0	-	17	28 days ago

Metrics by category

Vitality

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

78Good · 21% of overall

Development activity

74Good

How it's scored

36/36	Push recency — last push 0 days ago
10.4/36	Commit cadence — 15/52 weeks with commits
18/18	Commit volume — 137 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	137
human_commit_share	0.33
days_since_last_push	0
active_weeks_last_year	15

Release discipline

83Excellent

How it's scored

27/27	Ships releases — 17 releases published
36/36	Release recency — latest release 28 days ago
19.8/27	Release cadence — a release every ~49.7 days
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Inputs used

releases_count	17
latest_release_tag	v0.9.0
releases_from_tags	no
days_since_latest_release	28
mean_days_between_releases	49.7

Community & Adoption

Does the project have users, downloads, attention, and a welcoming setup for contributors?

49Weak · 17% of overall

Popularity & adoption

30At Risk

How it's scored

25.4/60	Stars — 38 stars
5/25	Forks — 5 forks
0/15	Watchers — 2 watchers

Inputs used

forks	5
stars	38
watchers	2
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

70Good

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (MIT)
18/18	CONTRIBUTING guide
0/13.5	Code of conduct
0/7.2	Issue template
0/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	6
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
readme_badge_services	codecov.io, github.com, shields.io
has_pull_request_template	no

Sustainability & Governance

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

55Moderate · 23% of overall

Maintainer resilience (bus factor)

25At Risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
0.4/22.5	Commit distribution — top contributor authored 98% of commits
5.4/13.5	Contributor breadth — 4 contributors
10/10	OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10

Inputs used

bus_factor	1
contributors_sampled	4
top_contributor_share	0.982

Issue & PR responsiveness

78Good

How it's scored

41.2/42	Issue resolution — 98% of issues closed
26.6/30	PR acceptance — 209/236 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
0/15	OpenSSF Scorecard: Code-Review — Found 0/5 approved changesets -- score normalized to 0

Inputs used

merged_prs	209
open_issues	1
closed_issues	49
prs_merged_7d	0
prs_decided_7d	0
prs_merged_30d	6
prs_decided_30d	6
issue_closed_ratio	0.98
closed_unmerged_prs	27
first_time_authors_30d	0
first_time_prs_merged_30d	0
first_time_prs_decided_30d	0

Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.

Ownership & stewardship

32At Risk

How it's scored

10/30	Ownership backing — personal (user) account
0/20	Verified domain — not applicable to user accounts
5/25	Owner reach — 4 followers of rayakame
10.9/25	Track record — 11 public repos, account ~1 yr old

Inputs used

followers	4
owner_type	User
is_verified	—
owner_login	rayakame
public_repos	11
account_age_days	550

Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on go
35/35	Publish recency — latest publish 28 days ago
20/20	Version history — 17 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	github.com/rayakame/sqlc-gen-better-python
ecosystems	go
any_deprecated	no
min_days_since_publish	28

Engineering Quality

Are baseline engineering and documentation practices in place?

85Excellent · 19% of overall

Engineering practices

82Excellent

How it's scored

24/24	CI workflows — 5 workflow(s)
24/24	Tests present
16/16	Linter config — .golangci.yml, ruff.toml
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
18/20	OpenSSF Scorecard: CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9

Inputs used

has_ci	yes
has_tests	yes
has_editorconfig	no
has_linter_config	yes
has_precommit_config	no

Documentation

90Excellent

How it's scored

30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://sqlc-gen-better-python.rayakame.dev/
10/10	Repository description
10/10	Topics — 8 topics
0/10	Wiki

Inputs used

topics	mysql, postgresql, python, python3, sql, sqlc, sqlite3, sqlc-plugin
has_wiki	no
homepage	https://sqlc-gen-better-python.rayakame.dev/
docs_site	https://sqlc-gen-better-python.rayakame.dev/
has_readme	yes
has_docs_dir	yes
has_description	yes

Security

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

57Moderate · 16% of overall

Security posture

46Weak

How it's scored

0.8/7.5	Binary-Artifacts — binaries present in source code
3/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.2/2.5	CI-Tests — 29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5	Code-Review — Found 0/5 approved changesets -- score normalized to 0
2.5/2.5	Contributors — project has 3 contributing companies or organizations -- score normalized to 10
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
5/5	Pinned-Dependencies — all dependencies are pinned
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
5.2/7.5	Vulnerabilities — 3 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	4.6

Excluded from scoring (no data or not applicable): Packaging. Remaining weights renormalized.

Dependency advisories

100Exceptional

How it's scored

35/35	Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25	Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	3
affected_packages	1
assessed_packages	99
unassessed_packages	0
affected_by_severity	unknown 1
direct_affected_packages	0

Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 99 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.

81Excellent · 4% of overall

Agent context & guidance

100Exceptional

How it's scored

45/45	Agent instructions — CLAUDE.md
15/15	Machine-readable docs (llms.txt) — llms.txt served by the project website (https://sqlc-gen-better-python.rayakame.dev/llms.txt)
40/40	Legible commit history — 32 of 33 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	yes
llms_txt_url	https://sqlc-gen-better-python.rayakame.dev/llms.txt
legible_history_share	0.97
agent_instruction_files	CLAUDE.md
agent_instruction_max_bytes	12,755

Verify loop (build / test / typecheck)

79Good

How it's scored

18/18	One-command bootstrap — Makefile, noxfile.py
22/22	Automated tests
11/11	Lint / format config — .golangci.yml, ruff.toml
0/11	Static type checking
10/10	Reproducible environment — lockfile
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
8/8	Automated maintenance — 57 of the last 100 commits are automated dependency updates
10/10	OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned

Inputs used

has_nix	no
has_tests	yes
lockfiles	go.sum, uv.lock
has_dockerfile	no
typed_language	no
bootstrap_files	Makefile, noxfile.py
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	docs/go.mod, go.mod
dependency_bot_commit_share	0.57

Code legibility for models

50Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
50.5/55	Manageable file sizes — 59/725 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	91,445
source_files_sampled	725
oversized_source_files	59

Key facts

38GitHub stars

4contributors

137commits, last 12 months

0days since last push

17releases

1bus factor

1open issues

Go, PyPIpackage ecosystems

Data collection warnings

Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Could not fetch pypi package 'sqlc-gen-better-python' from its registry

More detail

Star and fork history 0 ★ / 5 ⇿

0Stars

5Forks

7Releases

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.

Major 0Minor 1Patch 6

OpenSSF Scorecard 4.6 / 10

4.6aggregate

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 06:37 UTC

1	Binary-Artifacts	binaries present in source code
4	Branch-Protection	branch protection is not maximal on development and all release branches
9	CI-Tests	29 out of 30 merged PRs checked by a CI test -- score normalized to 9
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
0	Code-Review	Found 0/5 approved changesets -- score normalized to 0
10	Contributors	project has 3 contributing companies or organizations -- score normalized to 10
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 14 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
10	Pinned-Dependencies	all dependencies are pinned
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
0	Signed-Releases	Project has not signed or included provenance with any releases.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
7	Vulnerabilities	3 existing vulnerabilities detected

Direct dependencies 14

Registry	Package	Version constraint	Manifest
Go	github.com/jinzhu/inflection	`v1.0.0`	go.mod
Go	github.com/sqlc-dev/plugin-sdk-go	`v1.23.0`	go.mod
Go	golang.org/x/text	`v0.42.0`	go.mod
PyPI	aiosqlite	`>=0.21.0`	pyproject.toml
PyPI	asyncpg	`>=0.31.0`	pyproject.toml
PyPI	psycopg	`>=3.2`	pyproject.toml
PyPI	attrs	`>=25.3.0`	pyproject.toml
PyPI	ciso8601	`>=2.3.2`	pyproject.toml
PyPI	msgspec	`>=0.19.0`	pyproject.toml
PyPI	pydantic	`>=2.9.0`	pyproject.toml
PyPI	pyturso	`>=0.7.0`	pyproject.toml
PyPI	pymysql	`>=1.2.0`	pyproject.toml
PyPI	asyncmy	`>=0.2.14`	pyproject.toml
PyPI	cryptography	`>=45.0.0`	pyproject.toml

All dependencies 99

Full resolved dependency set from the GitHub dependency graph: 14 direct and 85 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
Go	github.com/jinzhu/inflection	`v1.0.0`	direct
Go	github.com/sqlc-dev/plugin-sdk-go	`v1.23.0`	direct
Go	golang.org/x/text	`v0.42.0`	direct
PyPI	aiosqlite	`0.22.1`	direct
PyPI	asyncmy	`0.2.14`	direct
PyPI	asyncpg	`0.31.0`	direct
PyPI	attrs	`26.1.0`	direct
PyPI	ciso8601	`2.3.3`	direct
PyPI	cryptography	`50.0.1`	direct
PyPI	msgspec	`0.21.1`	direct
PyPI	psycopg	`3.3.5`	direct
PyPI	pydantic	`2.13.5`	direct
PyPI	pymysql	`1.2.0`	direct
PyPI	pyturso	`0.7.2`	direct
Go	dario.cat/mergo	`v1.0.1`	indirect
Go	github.com/atotto/clipboard	`v0.1.4`	indirect
Go	github.com/aymanbagabas/go-osc52/v2	`v2.0.1`	indirect
Go	github.com/bahlo/generic-list-go	`v0.2.0`	indirect
Go	github.com/buger/jsonparser	`v1.1.2`	indirect
Go	github.com/charmbracelet/bubbles	`v0.16.1`	indirect
Go	github.com/charmbracelet/bubbletea	`v0.24.2`	indirect
Go	github.com/charmbracelet/lipgloss	`v0.9.1`	indirect
Go	github.com/containerd/console	`v1.0.4-0.20230313162750-1ae8d489ac81`	indirect
Go	github.com/cpuguy83/go-md2man/v2	`v2.0.6`	indirect
Go	github.com/cqroot/multichoose	`v0.1.1`	indirect
Go	github.com/cqroot/prompt	`v0.9.3`	indirect
Go	github.com/google/uuid	`v1.6.0`	indirect
Go	github.com/huandu/xstrings	`v1.5.0`	indirect
Go	github.com/imfing/hextra	`v0.12.3`	indirect
Go	github.com/inconshreveable/mousetrap	`v1.1.0`	indirect
Go	github.com/invopop/jsonschema	`v0.14.0`	indirect
Go	github.com/kballard/go-shellquote	`v0.0.0-20180428030007-95032a82bc51`	indirect
Go	github.com/lucasb-eyer/go-colorful	`v1.2.0`	indirect
Go	github.com/masterminds/goutils	`v1.1.1`	indirect
Go	github.com/masterminds/semver/v3	`v3.5.0`	indirect
Go	github.com/masterminds/sprig/v3	`v3.3.0`	indirect
Go	github.com/mattn/go-isatty	`v0.0.18`	indirect
Go	github.com/mattn/go-localereader	`v0.0.1`	indirect
Go	github.com/mattn/go-runewidth	`v0.0.15`	indirect
Go	github.com/miniscruff/changie	`v1.26.0`	indirect
Go	github.com/mitchellh/copystructure	`v1.2.0`	indirect
Go	github.com/mitchellh/reflectwalk	`v1.0.2`	indirect
Go	github.com/muesli/ansi	`v0.0.0-20211018074035-2e021307bc4b`	indirect
Go	github.com/muesli/cancelreader	`v0.2.2`	indirect
Go	github.com/muesli/reflow	`v0.3.0`	indirect
Go	github.com/muesli/termenv	`v0.15.2`	indirect
Go	github.com/pb33f/ordered-map/v2	`v2.3.1`	indirect
Go	github.com/rivo/uniseg	`v0.2.0`	indirect
Go	github.com/russross/blackfriday/v2	`v2.1.0`	indirect
Go	github.com/shopspring/decimal	`v1.4.0`	indirect
Go	github.com/spf13/cast	`v1.7.0`	indirect
Go	github.com/spf13/cobra	`v1.10.2`	indirect
Go	github.com/spf13/pflag	`v1.0.9`	indirect
Go	go.yaml.in/yaml/v3	`v3.0.4`	indirect
Go	go.yaml.in/yaml/v4	`v4.0.0-rc.2`	indirect
Go	golang.org/x/crypto	`v0.55.0`	indirect
Go	golang.org/x/net	`v0.58.0`	indirect
Go	golang.org/x/sync	`v0.23.0`	indirect
Go	golang.org/x/sys	`v0.47.0`	indirect
Go	golang.org/x/term	`v0.45.0`	indirect
Go	google.golang.org/genproto/googleapis/rpc	`v0.0.0-20260526163538-3dc84a4a5aaa`	indirect
Go	google.golang.org/grpc	`v1.83.2`	indirect
Go	google.golang.org/protobuf	`v1.36.11`	indirect
Go	gopkg.in/yaml.v3	`v3.0.1`	indirect
PyPI	annotated-types	`0.8.0`	indirect
PyPI	argcomplete	`3.7.2`	indirect
PyPI	asyncpg-stubs	`0.31.3`	indirect
PyPI	cffi	`2.1.1`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	colorlog	`6.12.0`	indirect
PyPI	coverage	`7.16.0`	indirect
PyPI	dependency-groups	`1.3.2`	indirect
PyPI	distlib	`0.4.3`	indirect
PyPI	filelock	`3.32.5`	indirect
PyPI	humanize	`4.16.0`	indirect
PyPI	iniconfig	`2.3.0`	indirect
PyPI	nodeenv	`1.10.0`	indirect
PyPI	nox	`2026.8.17`	indirect
PyPI	packaging	`26.3`	indirect
PyPI	platformdirs	`4.11.7`	indirect
PyPI	pluggy	`1.6.0`	indirect
PyPI	psycopg-binary	`3.3.5`	indirect
PyPI	pycparser	`3.0`	indirect
PyPI	pydantic-core	`2.46.5`	indirect
PyPI	pygments	`2.21.0`	indirect
PyPI	pyright	`1.1.411`	indirect
PyPI	pytest	`9.1.1`	indirect
PyPI	pytest-asyncio	`1.4.0`	indirect
PyPI	pytest-cov	`7.1.0`	indirect
PyPI	pytest-dependency	`0.6.1`	indirect
PyPI	python-discovery	`1.6.0`	indirect
PyPI	ruff	`0.16.6`	indirect
PyPI	setuptools	`84.0.0`	indirect
PyPI	sqlc-gen-better-python	`0.1.0`	indirect
PyPI	types-pymysql	`1.2.0.20260807`	indirect
PyPI	typing-extensions	`4.16.0`	indirect
PyPI	typing-inspection	`0.4.4`	indirect
PyPI	tzdata	`2026.3`	indirect
PyPI	virtualenv	`21.7.8`	indirect

Dependency advisories 1

This repository publishes no package the index resolves, so its own dependency graph was assessed — 99 packages, which also include development and test pins that never ship: 1 carry known advisories, of which 0 are direct.

Package	Version	Relation	Severity	Advisories	Fixed in
golang.org/x/crypto	`v0.55.0`	indirect	unknown	3	`0.56.0`

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.

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 — Go.

Software health index

Score profile

Ownership

Package ecosystems

Metrics by category

Key facts

Data collection warnings

More detail

Feedback

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