Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-19 03:26 UTC

signalfx / splunk-otel-python

Splunk distribution of OpenTelemetry Python

PythonApache-2.0★ 41 stars⑂ 19 forkssince Sep 2020View on GitHub ↗

signalfx/splunk-otel-python holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (86/100) and lowest on AI Readiness (56/100). It was last updated today. A single contributor accounts for most of its recent work.

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.

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

Ownership

SignalFxOrganization

123 followers316 public repossince Jul 2014

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

Package ecosystems

Registry	Package	Version	Downloads / mo	Versions	Last publish
PyPI	splunk-opentelemetry	2.13.2	54,355	88	5 days ago

Metrics by category

Vitality

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

85Excellent · 21% of overall

Development activity

81Excellent

How it's scored

36/36	Push recency — last push 0 days ago
18.7/36	Commit cadence — 27/52 weeks with commits
16.3/18	Commit volume — 65 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10

Inputs used

commits_last_year	65
human_commit_share	0.88
days_since_last_push	0
active_weeks_last_year	27

Release discipline

91Excellent

How it's scored

27/27	Ships releases — 59 releases published
36/36	Release recency — latest release 5 days ago
19.8/27	Release cadence — a release every ~46.3 days
8/10	OpenSSF Scorecard: Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.

Inputs used

releases_count	59
latest_release_tag	v2.13.2
releases_from_tags	no
days_since_latest_release	5
mean_days_between_releases	46.3

Community & Adoption

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

66Good · 17% of overall

Popularity & adoption

42Weak

How it's scored

26/60	Stars — 41 stars
10.5/25	Forks — 19 forks
6/15	Watchers — 13 watchers

Inputs used

forks	19
stars	41
watchers	13
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Community health

85Excellent

How it's scored

22.5/22.5	README
22.5/22.5	License — recognized license (Apache-2.0)
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
0/7.2	Issue template
0/6.3	PR template

Inputs used

has_readme	yes
has_license	yes
readme_badges	2
has_contributing	yes
has_issue_template	no
has_code_of_conduct	yes
readme_badge_services	shields.io
has_pull_request_template	no

Ecosystem adoption (downloads)

79Good

How it's scored

63.1/80	Monthly downloads — 54,355 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem

Inputs used

packages	splunk-opentelemetry
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	54,355
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?

64Moderate · 23% of overall

Maintainer resilience (bus factor)

31At Risk

How it's scored

9/54	Bus factor — 1 contributor(s) cover half of all commits
2.8/22.5	Commit distribution — top contributor authored 87% of commits
9.5/13.5	Contributor breadth — 7 contributors
10/10	OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10

Inputs used

bus_factor	1
contributors_sampled	7
top_contributor_share	0.874

Issue & PR responsiveness

68Good

How it's scored

25/42	Issue resolution — 60% of issues closed
19.1/30	PR acceptance — 488/767 decided PRs merged
0/13	Newcomer PR acceptance — no first-time contributor's PR decided in 30d
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed

Inputs used

merged_prs	488
open_issues	15
closed_issues	22
prs_merged_7d	2
prs_decided_7d	2
prs_merged_30d	5
prs_decided_30d	6
issue_closed_ratio	0.595
closed_unmerged_prs	279
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

70Good

How it's scored

30/30	Ownership backing — organization-owned
0/20	Verified domain
15.1/25	Owner reach — 123 followers of signalfx
25/25	Track record — 316 public repos, account ~12 yr old

Inputs used

followers	123
owner_type	Organization
is_verified	no
owner_login	signalfx
public_repos	316
account_age_days	4,477

Package maintenance

100Exceptional

How it's scored

25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 5 days ago
20/20	Version history — 88 published versions
20/20	Not deprecated — active, not deprecated or yanked

Inputs used

packages	splunk-opentelemetry
ecosystems	pypi
any_deprecated	no
min_days_since_publish	5

Engineering Quality

Are baseline engineering and documentation practices in place?

86Excellent · 19% of overall

Engineering practices

84Excellent

How it's scored

24/24	CI workflows — 2 workflow(s)
24/24	Tests present
16/16	Linter config — pyproject.toml ([tool.ruff])
0/9.6	Pre-commit hooks
0/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10

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://github.com/signalfx/splunk-otel-python#readme
10/10	Repository description
0/10	Topics
10/10	Wiki

Inputs used

topics	—
has_wiki	yes
homepage	—
docs_site	https://github.com/signalfx/splunk-otel-python#readme
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?

78Good · 16% of overall

Security posture

72Good

How it's scored

7.5/7.5	Binary-Artifacts — no binaries found in the repo
6/7.5	Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5	CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5	Code-Review — all changesets reviewed
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 — 20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
0/5	Packaging — no data
0.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
5/5	Security-Policy — security policy file detected
6/7.5	Signed-Releases — 5 out of the last 5 releases have a total of 5 signed artifacts.
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5	Vulnerabilities — 0 existing vulnerabilities detected

Inputs used

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	7.2

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
25/25	Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40	No advisories left outstanding — no advisory carries a publication date

Inputs used

source	osv
advisories	0
affected_packages	0
assessed_packages	34
unassessed_packages	0
affected_by_severity	none
direct_affected_packages	0

Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:splunk-opentelemetry@2.13.2 runtime dependency closure — what installing the published package pulls in — 34 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.

56Moderate · 4% of overall

Agent context & guidance

40Weak

How it's scored

0/45	Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15	Machine-readable docs (llms.txt)
40/40	Legible commit history — 84 of 88 human commits state their intent (structured subject or explanatory body)

Inputs used

has_llms_txt	no
llms_txt_url	—
legible_history_share	0.955
agent_instruction_files	—
agent_instruction_max_bytes	—

Verify loop (build / test / typecheck)

52Moderate

How it's scored

0/18	One-command bootstrap
22/22	Automated tests
11/11	Lint / format config — pyproject.toml ([tool.ruff])
0/11	Static type checking
10/10	Reproducible environment — Dockerfile
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
8/8	Automated maintenance — 12 of the last 100 commits are automated dependency updates
1/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 1

Inputs used

has_nix	no
has_tests	yes
lockfiles	—
has_dockerfile	yes
typed_language	no
bootstrap_files	—
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0.12

Code legibility for models

55Moderate

How it's scored

0/45	Type-checkable code — Python without a type-check config
55/55	Manageable file sizes — 0/42 source files over 60KB

Inputs used

primary_language	Python
largest_source_bytes	29,783
source_files_sampled	42
oversized_source_files	0

Machine-readable interfaces

100Exceptional

How it's scored

0/40	API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20	MCP server — not applicable to this kind of software
40/40	Runnable examples — examples

Inputs used

example_dirs	examples
has_mcp_signal	no
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

41GitHub stars

7contributors

65commits, last 12 months

0days since last push

59releases

1bus factor

15open issues

PyPIpackage ecosystems

Data collection warnings

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

More detail

Star and fork history 0 ★ / 19 ⇿

0Stars

19Forks

47Releases

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 2Minor 34Patch 7

Each point covers 5 days.

OpenSSF Scorecard 7.2 / 10

7.2aggregate

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 · 2026-10-19 03:26 UTC

10	Binary-Artifacts	no binaries found in the repo
8	Branch-Protection	branch protection is not maximal on development and all release branches
10	CI-Tests	30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
10	Code-Review	all changesets reviewed
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	20 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
n/a	Packaging	packaging workflow not detected
1	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 1
0	SAST	SAST tool is not run on all commits -- score normalized to 0
10	Security-Policy	security policy file detected
8	Signed-Releases	5 out of the last 5 releases have a total of 5 signed artifacts.
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
10	Vulnerabilities	0 existing vulnerabilities detected

Direct dependencies 14

Registry	Package	Version constraint	Manifest
PyPI	opentelemetry-api	`==1.45.1`	pyproject.toml
PyPI	opentelemetry-sdk	`==1.45.1`	pyproject.toml
PyPI	opentelemetry-propagator-b3	`==1.45.1`	pyproject.toml
PyPI	opentelemetry-exporter-otlp-proto-grpc	`==1.45.1`	pyproject.toml
PyPI	opentelemetry-exporter-otlp-proto-http	`==1.45.1`	pyproject.toml
PyPI	opentelemetry-configuration	`==0.66b1`	pyproject.toml
PyPI	opentelemetry-instrumentation	`==0.66b1`	pyproject.toml
PyPI	opentelemetry-instrumentation-logging	`==0.66b1`	pyproject.toml
PyPI	opentelemetry-instrumentation-system-metrics	`==0.66b1`	pyproject.toml
PyPI	opentelemetry-semantic-conventions	`==0.66b1`	pyproject.toml
PyPI	opentelemetry-opamp-client	`==0.4b0`	pyproject.toml
PyPI	protobuf	`>=6.33.5`	pyproject.toml
PyPI	requests	`>=2.33.0`	pyproject.toml
PyPI	wrapt	`>=2.5.0`	pyproject.toml

All dependencies 137

Full resolved dependency set from the GitHub dependency graph: 25 direct and 112 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

Registry	Package	Version	Relation
PyPI	opentelemetry-api	`1.27.0`	direct
PyPI	opentelemetry-api	`1.45.1`	direct
PyPI	opentelemetry-configuration	`0.66b1`	direct
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.27.0`	direct
PyPI	opentelemetry-exporter-otlp-proto-grpc	`1.45.1`	direct
PyPI	opentelemetry-exporter-otlp-proto-http	`1.27.0`	direct
PyPI	opentelemetry-exporter-otlp-proto-http	`1.45.1`	direct
PyPI	opentelemetry-instrumentation	`0.48b0`	direct
PyPI	opentelemetry-instrumentation	`0.66b1`	direct
PyPI	opentelemetry-instrumentation-logging	`0.66b1`	direct
PyPI	opentelemetry-instrumentation-system-metrics	`0.48b0`	direct
PyPI	opentelemetry-instrumentation-system-metrics	`0.66b1`	direct
PyPI	opentelemetry-opamp-client	`0.4b0`	direct
PyPI	opentelemetry-propagator-b3	`1.27.0`	direct
PyPI	opentelemetry-propagator-b3	`1.45.1`	direct
PyPI	opentelemetry-sdk	`1.27.0`	direct
PyPI	opentelemetry-sdk	`1.45.1`	direct
PyPI	opentelemetry-semantic-conventions	`0.48b0`	direct
PyPI	opentelemetry-semantic-conventions	`0.66b1`	direct
PyPI	protobuf	`—`	direct
PyPI	protobuf	`4.25.5`	direct
PyPI	requests	`—`	direct
PyPI	requests	`2.32.3`	direct
PyPI	wrapt	`—`	direct
PyPI	wrapt	`1.17.2`	direct
PyPI	appnope	`—`	indirect
PyPI	astroid	`2.15.8`	indirect
PyPI	attrs	`24.2.0`	indirect
PyPI	backcall	`—`	indirect
PyPI	black	`24.8.0`	indirect
PyPI	certifi	`2024.8.30`	indirect
PyPI	cffi	`1.17.1`	indirect
PyPI	charset-normalizer	`3.3.2`	indirect
PyPI	click	`8.1.7`	indirect
PyPI	colorama	`0.4.6`	indirect
PyPI	coverage	`7.6.1`	indirect
PyPI	cryptography	`43.0.3`	indirect
PyPI	decorator	`—`	indirect
PyPI	deprecated	`1.2.14`	indirect
PyPI	dill	`0.3.8`	indirect
PyPI	exceptiongroup	`1.2.2`	indirect
PyPI	falcon	`2.0.0`	indirect
PyPI	flake8	`5.0.4`	indirect
PyPI	googleapis-common-protos	`1.65.0`	indirect
PyPI	grpcio	`1.66.1`	indirect
PyPI	idna	`3.8`	indirect
PyPI	importlib-metadata	`8.4.0`	indirect
PyPI	iniconfig	`2.0.0`	indirect
PyPI	ipython	`—`	indirect
PyPI	ipython-genutils	`—`	indirect
PyPI	isort	`5.13.2`	indirect
PyPI	jedi	`—`	indirect
PyPI	keepachangelog	`1.0.0`	indirect
PyPI	lazy-object-proxy	`1.10.0`	indirect
PyPI	mccabe	`0.7.0`	indirect
PyPI	mypy	`1.14.1`	indirect
PyPI	mypy-extensions	`1.0.0`	indirect
PyPI	opentelemetry-exporter-otlp-proto-common	`1.27.0`	indirect
PyPI	opentelemetry-instrumentation-aio-pika	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-aiohttp-client	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-aiohttp-server	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-aiokafka	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-aiopg	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-asgi	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-asyncio	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-asyncpg	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-aws-lambda	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-boto3sqs	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-botocore	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-cassandra	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-celery	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-click	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-confluent-kafka	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-dbapi	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-django	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-falcon	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-fastapi	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-flask	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-grpc	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-httpx	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-jinja2	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-kafka-python	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-mysql	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-mysqlclient	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-pika	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-psycopg	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-psycopg2	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-pymemcache	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-pymongo	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-pymysql	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-pyramid	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-redis	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-remoulade	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-requests	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-sqlalchemy	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-sqlite3	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-starlette	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-threading	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-tornado	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-tortoiseorm	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-urllib	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-urllib3	`0.66b1`	indirect
PyPI	opentelemetry-instrumentation-wsgi	`0.66b1`	indirect
PyPI	opentelemetry-proto	`1.27.0`	indirect
PyPI	packaging	`24.1`	indirect
PyPI	parso	`—`	indirect
PyPI	pathspec	`0.12.1`	indirect
PyPI	pexpect	`—`	indirect
PyPI	pickleshare	`—`	indirect
PyPI	platformdirs	`4.3.2`	indirect
PyPI	pluggy	`1.5.0`	indirect
PyPI	prompt-toolkit	`—`	indirect
PyPI	psutil	`6.0.0`	indirect
PyPI	ptyprocess	`—`	indirect
PyPI	pycodestyle	`2.9.1`	indirect
PyPI	pycparser	`2.22`	indirect
PyPI	pyflakes	`2.5.0`	indirect
PyPI	pygments	`—`	indirect
PyPI	pylint	`2.17.7`	indirect
PyPI	pylintfileheader	`0.3.3`	indirect
PyPI	pytest	`8.3.4`	indirect
PyPI	pytest-cov	`5.0.0`	indirect
PyPI	pytest-docker	`3.1.1`	indirect
PyPI	requests-futures	`1.0.2`	indirect
PyPI	secureapp-python-agent	`—`	indirect
PyPI	secureapp-python-agent	`26.10.0`	indirect
PyPI	setuptools	`74.1.2`	indirect
PyPI	splunk-opentelemetry	`—`	indirect
PyPI	splunk-opentelemetry	`2.13.2`	indirect
PyPI	tomli	`2.0.1`	indirect
PyPI	tomlkit	`0.13.2`	indirect
PyPI	traitlets	`—`	indirect
PyPI	types-setuptools	`75.6.0.20241126`	indirect
PyPI	typing-extensions	`4.12.2`	indirect
PyPI	urllib3	`2.2.3`	indirect
PyPI	wcwidth	`—`	indirect
PyPI	zipp	`3.20.1`	indirect

Dependency advisories 0

Installing pypi:splunk-opentelemetry@2.13.2 pulls in 34 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.

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.

Software health index

Score profile

Ownership

Package ecosystems

Metrics by category

Key facts

Data collection warnings

More detail

Feedback

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