Software health reportschema 0.23.0 · metrics 1.13.0 · 2026-07-21 17:55 UTC
faust-streaming / faust

Python Stream Processing. A Faust fork
PythonCustom license★ 1,879 stars⑂ 205 forkssince Oct 2020View on GitHub ↗
#asyncio #python-streaming #kafka #redis #distributed-systems
faust-streaming/faust holds a health index of 77 out of 100, placing it in the Good band. It scores highest on Engineering Quality (100/100) and lowest on Sustainability & Governance (60/100). 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; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.
Ownership

faust-streamingOrganization
18 followers5 public repossince Oct 2020
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	Tags
PyPI	faust-streaming	0.13.0	-	194	0 days ago	stream processing asyncio distributed queue kafka
Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?
74Good · 22% of overall
Development activity

62Moderate
How it's scored
36/36	Push recency — last push 0 days ago
2.1/36	Commit cadence — 3/52 weeks with commits
13.9/18	Commit volume — 34 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year	34
human_commit_share	0.9
days_since_last_push	0
active_weeks_last_year	3
Release discipline

92Excellent
How it's scored
27/27	Ships releases — 82 releases published
36/36	Release recency — latest release 0 days ago
19.8/27	Release cadence — a release every ~103.3 days
0/10	OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count	82
latest_release_tag	v0.13.0
releases_from_tags	no
days_since_latest_release	0
mean_days_between_releases	103.3
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?
87Excellent · 18% of overall
Popularity & adoption

80Good
How it's scored
53.1/60	Stars — 1,879 stars
19.2/25	Forks — 205 forks
8/15	Watchers — 28 watchers
Inputs used
forks	205
stars	1,879
watchers	28
growth_state	organic
growth_factor_pct	100
Community health

94Excellent
How it's scored
22.5/22.5	README
16.9/22.5	License — license file present, not a recognized license
18/18	CONTRIBUTING guide
13.5/13.5	Code of conduct
7.2/7.2	Issue template
6.3/6.3	PR template
Inputs used
has_readme	yes
has_license	yes
has_contributing	yes
has_issue_template	yes
has_code_of_conduct	yes
has_pull_request_template	yes
Sustainability & Governance

Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?
60Moderate · 24% of overall
Maintainer resilience (bus factor)

36At risk
How it's scored
9/54	Bus factor — 1 contributor(s) cover half of all commits
3.3/22.5	Commit distribution — top contributor authored 85% of commits
13.5/13.5	Contributor breadth — 99 contributors
10/10	OpenSSF Scorecard: Contributors — project has 19 contributing companies or organizations
Inputs used
bus_factor	1
contributors_sampled	99
top_contributor_share	0.853
Issue & PR responsiveness

61Moderate
How it's scored
28.3/46.8	Issue resolution — 61% of issues closed
32.8/38.3	PR acceptance — 330/385 decided PRs merged
0/15	OpenSSF Scorecard: Code-Review — Found 1/25 approved changesets -- score normalized to 0
Inputs used
merged_prs	330
open_issues	125
closed_issues	192
issue_closed_ratio	0.606
closed_unmerged_prs	55
Ownership & stewardship

56Moderate
How it's scored
30/30	Ownership backing — organization-owned
0/20	Verified domain
9.2/25	Owner reach — 18 followers of faust-streaming
17.2/25	Track record — 5 public repos, account ~5 yr old
Inputs used
followers	18
owner_type	Organization
is_verified	—
owner_login	faust-streaming
public_repos	5
account_age_days	2,098
Package maintenance

100Excellent
How it's scored
25/25	Published & resolvable — 1 package(s) on pypi
35/35	Publish recency — latest publish 0 days ago
20/20	Version history — 194 published versions
20/20	Not deprecated — active, not deprecated or yanked
Inputs used
packages	faust-streaming
ecosystems	pypi
any_deprecated	no
min_days_since_publish	0
Engineering Quality

Are baseline engineering and documentation practices in place?
100Excellent · 20% of overall
Engineering practices

100Excellent
How it's scored
24/24	CI workflows — 3 workflow(s)
24/24	Tests present
16/16	Linter config — tox.ini
9.6/9.6	Pre-commit hooks
6.4/6.4	.editorconfig
20/20	OpenSSF Scorecard: CI-Tests — 25 out of 25 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ci	yes
has_tests	yes
has_editorconfig	yes
has_linter_config	yes
has_precommit_config	yes
Documentation

100Excellent
How it's scored
30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://faust-streaming.github.io/faust/
10/10	Repository description
10/10	Topics — 5 topics
10/10	Wiki
Inputs used
topics	asyncio, python-streaming, kafka, redis, distributed-systems
has_wiki	yes
homepage	https://faust-streaming.github.io/faust/
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?
66Moderate · 16% of overall
Security posture

57Moderate
How it's scored
7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — no data
2.5/2.5	CI-Tests — 25 out of 25 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
0/7.5	Code-Review — Found 1/25 approved changesets -- score normalized to 0
2.5/2.5	Contributors — project has 19 contributing companies or organizations
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
2.2/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
0/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5	SAST — SAST tool is run on all commits
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — no data
0/7.5	Token-Permissions — detected GitHub workflow tokens with excessive permissions
1.5/7.5	Vulnerabilities — 8 existing vulnerabilities detected
Inputs used
source	openssf_scorecard
checks_evaluated	16
scorecard_version	v5.5.0
checks_inconclusive	2
scorecard_aggregate	5.7
Excluded from scoring (no data or not applicable): branch_protection, signed_releases. Remaining weights renormalized.
Dependency advisories

100Excellent
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	0
affected_packages	0
assessed_packages	4
unassessed_packages	73
affected_by_severity	none
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 4 resolved dependencies against OSV. 73 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list. 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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.
66Moderate · 0% of overall
Agent context & guidance

40At risk
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 — 76 of 90 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txt	no
legible_history_share	0.844
agent_instruction_files	—
agent_instruction_max_bytes	—
Verify loop (build / test / typecheck)

90Excellent
How it's scored
18/18	One-command bootstrap — Makefile, docs/Makefile
22/22	Automated tests
11/11	Lint / format config — tox.ini
11/11	Static type checking — faust/py.typed
10/10	Reproducible environment — Dockerfile
10/10	Demonstrated agent practice — 16 of the last 100 commits agent-authored or agent-credited
8/8	Automated maintenance — 10 of the last 100 commits are automated dependency updates
0/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nix	no
has_tests	yes
lockfiles	—
has_dockerfile	yes
typed_language	no
bootstrap_files	Makefile, docs/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	faust/py.typed
agent_commit_share	0.16
toolchain_manifests	—
dependency_bot_commit_share	0.1
Code legibility for models

82Good
How it's scored
27/45	Type-checkable code — Python with type-check config (faust/py.typed)
54.5/55	Manageable file sizes — 4/411 source files over 60KB
Inputs used
primary_language	Python
largest_source_bytes	83,007
source_files_sampled	411
oversized_source_files	4
Machine-readable interfaces

40At risk
How it's scored
0/40	API schema (OpenAPI/GraphQL/proto)
0/20	MCP server
40/40	Runnable examples — examples
Inputs used
example_dirs	examples
has_mcp_signal	no
api_schema_files	—
Key facts

1,879GitHub stars
99contributors
34commits, last 12 months
0days since last push
82releases
1bus factor
125open issues
PyPIpackage ecosystems
Data collection warnings

deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead
More detail

Star and fork history 1,879 ★ / 205 ⇿
1,879Stars
205Forks
79Releases
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.
Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.
Major 0Minor 9Patch 69
Each point covers 6 days.
OpenSSF Scorecard 5.7 / 10
5.7aggregate
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 · 2026-07-21 17:55 UTC
10	Binary-Artifacts	no binaries found in the repo
n/a	Branch-Protection	internal 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
10	CI-Tests	25 out of 25 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
0	Code-Review	Found 1/25 approved changesets -- score normalized to 0
10	Contributors	project has 19 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
9	License	license file detected
10	Maintained	30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
0	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 0
10	SAST	SAST tool is run on all commits
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
0	Token-Permissions	detected GitHub workflow tokens with excessive permissions
2	Vulnerabilities	8 existing vulnerabilities detected
All dependencies 77
Full resolved dependency set from the GitHub dependency graph: 0 direct and 77 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry	Package	Version	Relation
PyPI	aerospike	`—`	indirect
PyPI	aiodns	`—`	indirect
PyPI	aiohttp	`—`	indirect
PyPI	aiohttp-cors	`—`	indirect
PyPI	aiokafka	`—`	indirect
PyPI	aiomonitor	`—`	indirect
PyPI	asyncio-ipython-magic	`—`	indirect
PyPI	autoflake	`—`	indirect
PyPI	bandit	`—`	indirect
PyPI	black	`26.5.1`	indirect
PyPI	ciso8601	`—`	indirect
PyPI	click	`—`	indirect
PyPI	confluent-kafka	`—`	indirect
PyPI	croniter	`—`	indirect
PyPI	cython	`—`	indirect
PyPI	datadog	`—`	indirect
PyPI	django	`—`	indirect
PyPI	dnspython	`—`	indirect
PyPI	envoy	`—`	indirect
PyPI	eventlet	`—`	indirect
PyPI	faust	`—`	indirect
PyPI	faust-aioeventlet	`—`	indirect
PyPI	faust-cchardet	`—`	indirect
PyPI	faust-streaming-rocksdb	`—`	indirect
PyPI	flake8	`5.0.4`	indirect
PyPI	flake8-bugbear	`—`	indirect
PyPI	flake8-comprehensions	`—`	indirect
PyPI	freezegun	`—`	indirect
PyPI	hypothesis	`—`	indirect
PyPI	intervaltree	`—`	indirect
PyPI	isort	`8.0.1`	indirect
PyPI	jinja2	`—`	indirect
PyPI	m2r2	`—`	indirect
PyPI	mode-streaming	`—`	indirect
PyPI	mypy	`—`	indirect
PyPI	mypy-extensions	`—`	indirect
PyPI	opentracing	`—`	indirect
PyPI	orjson	`—`	indirect
PyPI	packaging	`—`	indirect
PyPI	pre-commit	`—`	indirect
PyPI	prometheus-client	`—`	indirect
PyPI	pydocstyle	`—`	indirect
PyPI	pytest	`—`	indirect
PyPI	pytest-aiofiles	`—`	indirect
PyPI	pytest-aiohttp	`—`	indirect
PyPI	pytest-asyncio	`—`	indirect
PyPI	pytest-cov	`—`	indirect
PyPI	pytest-forked	`—`	indirect
PyPI	pytest-picked	`—`	indirect
PyPI	pytest-random-order	`—`	indirect
PyPI	pytest-sugar	`—`	indirect
PyPI	python-dateutil	`—`	indirect
PyPI	pytz	`—`	indirect
PyPI	pyyaml	`—`	indirect
PyPI	raven	`—`	indirect
PyPI	raven-aiohttp	`—`	indirect
PyPI	redis	`—`	indirect
PyPI	rocksdict	`—`	indirect
PyPI	sentry-sdk	`—`	indirect
PyPI	setproctitle	`—`	indirect
PyPI	setuptools	`—`	indirect
PyPI	setuptools-scm	`—`	indirect
PyPI	six	`—`	indirect
PyPI	sphinx	`—`	indirect
PyPI	sphinx-autobuild	`—`	indirect
PyPI	sphinx-autodoc-typehints	`—`	indirect
PyPI	sphinx-celery	`—`	indirect
PyPI	sphinx-rtd-theme	`—`	indirect
PyPI	sphinx2rst	`—`	indirect
PyPI	statsd	`—`	indirect
PyPI	terminaltables	`—`	indirect
PyPI	tox	`—`	indirect
PyPI	twine	`—`	indirect
PyPI	venusian	`3.1.0`	indirect
PyPI	vulture	`—`	indirect
PyPI	wheel	`—`	indirect
PyPI	yarl	`—`	indirect
Dependency advisories 0
This repository publishes no package the index resolves, so its own dependency graph was assessed — 4 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 73 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.
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
{
  "data": {
    "repo": {
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        "asyncio",
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        "kafka",
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        "distributed-systems"
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      "homepage": "https://faust-streaming.github.io/faust/",
      "languages": {
        "HTML": 9468,
        "Shell": 3045,
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      "pushed_at": "2026-07-21T17:54:24Z",
      "created_at": "2020-10-22T15:32:50Z",
      "owner_type": "Organization",
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    "activity": {
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        {
          "tag": "v0.13.0",
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        {
          "tag": "v0.12.1",
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        {
          "tag": "v0.10.24",
          "kind": "patch",
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        {
          "tag": "v0.10.23",
          "kind": "patch",
          "published_at": "2024-02-23T16:04:39Z"
        },
        {
          "tag": "v0.10.22",
          "kind": "patch",
          "published_at": "2024-01-03T21:53:36Z"
        },
        {
          "tag": "v0.10.21",
          "kind": "patch",
          "published_at": "2023-12-10T21:01:15Z"
        },
        {
          "tag": "v0.10.20",
          "kind": "patch",
          "published_at": "2023-11-29T23:28:38Z"
        },
        {
          "tag": "v0.10.19",
          "kind": "patch",
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        {
          "tag": "v0.10.18",
          "kind": "patch",
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        },
        {
          "tag": "v0.10.17",
          "kind": "patch",
          "published_at": "2023-11-21T15:26:28Z"
        },
        {
          "tag": "v0.10.16",
          "kind": "patch",
          "published_at": "2023-08-15T02:39:06Z"
        },
        {
          "tag": "v0.10.15",
          "kind": "patch",
          "published_at": "2023-08-08T03:20:14Z"
        },
        {
          "tag": "v0.10.14",
          "kind": "patch",
          "published_at": "2023-06-27T13:14:53Z"
        },
        {
          "tag": "v0.10.13",
          "kind": "patch",
          "published_at": "2023-05-24T15:16:49Z"
        },
        {
          "tag": "v0.10.12",
          "kind": "patch",
          "published_at": "2023-04-27T14:09:10Z"
        },
        {
          "tag": "v0.10.11",
          "kind": "patch",
          "published_at": "2023-04-12T17:25:38Z"
        },
        {
          "tag": "v0.10.10",
          "kind": "patch",
          "published_at": "2023-04-03T22:00:26Z"
        },
        {
          "tag": "v0.10.9",
          "kind": "patch",
          "published_at": "2023-03-29T19:02:09Z"
        },
        {
          "tag": "v0.10.8",
          "kind": "patch",
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        },
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          "tag": "v0.10.7",
          "kind": "patch",
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        },
        {
          "tag": "v0.10.6",
          "kind": "patch",
          "published_at": "2023-03-22T14:49:00Z"
        },
        {
          "tag": "v0.10.5",
          "kind": "patch",
          "published_at": "2023-03-19T20:23:41Z"
        },
        {
          "tag": "v0.10.4",
          "kind": "patch",
          "published_at": "2023-02-01T19:37:12Z"
        },
        {
          "tag": "v0.10.3",
          "kind": "patch",
          "published_at": "2023-01-25T17:14:47Z"
        },
        {
          "tag": "v0.10.2",
          "kind": "patch",
          "published_at": "2023-01-24T15:51:49Z"
        },
        {
          "tag": "v0.10.1",
          "kind": "patch",
          "published_at": "2023-01-04T14:32:08Z"
        },
        {
          "tag": "v0.10.0",
          "kind": "minor",
          "published_at": "2022-11-29T15:58:40Z"
        },
        {
          "tag": "v0.9.5",
          "kind": "patch",
          "published_at": "2022-11-21T21:46:20Z"
        },
        {
          "tag": "v0.9.4",
          "kind": "patch",
          "published_at": "2022-11-04T19:27:10Z"
        },
        {
          "tag": "v0.9.4rc1",
          "kind": "other",
          "published_at": "2022-11-04T18:50:08Z"
        },
        {
          "tag": "v0.9.3",
          "kind": "patch",
          "published_at": "2022-11-04T16:04:12Z"
        },
        {
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          "body": "* Fix #389: parse ISO-8601 string fields in relative_to_field()\n\nA windowed table configured with .relative_to_field(SomeField) reads the\nwindow timestamp from that field.  When the field holds an ISO-8601 string\n(e.g. declared as str rather than datetime), WindowWrapper.get_timestamp\nreturned the r\n[…]\now.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "body": "…ons (#722)\n\ntest__stop_transactions and test_start_transactions were skipped \"Needs\nfixing\": they used `assert_called_once_with([call(\"0-0\"), call(\"1-0\")])`, which\nasserts a single producer call taking a list of Call objects -- not what the\ncode does.  _stop_transactions/_start_transactions drive t\n[…]\n\naccesses between the real calls.  Only the Kafka producer is mocked.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "body": "…t mock (#720)\n\nThe test was skipped (\"Need to make mock BlockBasedOptions\") because it\npatched only `faust.stores.rocksdb.rocksdict` -- the store's rocksdict path\nalso uses the bare module-level `Options`/`DB` names, so `Options(raw_mode=True)`\nhit the real object and raised \"Options() takes no arg\n[…]\n for real.  Assertions are strictly stronger than the stale original.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "test(rocksdb): re-enable test_open_rocksdict with a faithful rocksdic…",
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          "oid": "1f0472baf97f9de050351c2c9173f58c44e26a4e",
          "body": "The redis cache backend was broken against a real server: it maps schemes to\nthe *synchronous* redis.StrictRedis / redis.RedisCluster clients but `_get`/\n`_set`/`_delete`/`connect` await them, so `await self.client.get(...)` raised\n\"object ... can't be used in 'await' expression\".  It only appeared \n[…]\n Advisory (not in the required `check` gate), matching the Kafka job.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "fix(cache): redis backend uses async clients + real-redis CI (#731)",
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          "body": "The release wheel job pinned pypa/cibuildwheel@v2.21.3 (Oct 2024), which\npredates CPython 3.14.  cibuildwheel only builds the interpreters its own\nrelease knows about, so `build = \"cp3*\"` expanded to at most cp313 and no\n3.14 wheels were ever produced or uploaded to PyPI for 0.12.0/0.12.1 -- a\nlocal\n[…]\nuild/skip/archs/before-build\noptions remain valid in 4.x.\n\nFixes #715\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "ci: build CPython 3.14 wheels (bump cibuildwheel to 4.x) (#730)",
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          "body": "…lock fix, all PyPy skips removed (#716)",
          "is_bot": false,
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          "headline": "Merge branch 'master' into claude/release-v0.12.1-prep",
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          "body": "PyPI rejected the v0.12.0 sdist upload:\n\n    400 Filename 'faust-streaming-0.12.0.tar.gz' is invalid,\n        should be 'faust_streaming-0.12.0.tar.gz'.\n\nThe release job built the sdist with the deprecated `setup.py sdist` under an\nold setuptools floor, which emits the legacy hyphenated distribution\n[…]\non -m build --sdist` now produces\n`faust_streaming-<version>.tar.gz`.\n\n\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
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          "headline": "ci: build sdist with `python -m build` for a PEP 625 filename (#712)",
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          "body": "v0.12.1 is a packaging-only patch: v0.12.0's wheels published but its sdist was\nrejected by PyPI under PEP 625.  Add the changelog entry and standalone release\nnotes for the fix (#712).\n\nVersioning is setuptools_scm-driven (the git tag is the version) and the docs\nversion is derived from faust.__ver\n[…]\nlude of\nCHANGELOG.md, and the docs version banner updates from the tag.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL",
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          "oid": "3f8e190ba5217f5c4949fe605e50e48511272318",
          "body": "* docs: prepare v0.12.0 release notes and changelog\n\nResume the Keep a Changelog format (dormant since v0.8.10) with a v0.12.0\nsection, and add standalone GitHub release notes covering the changes since\nv0.11.3 plus the pending fix stack.\n\nHighlights: two offset data-loss fixes (#606/#707, #316/#692\n[…]\n8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n* Delete RELEASE_NOTES_v0.12.0.md\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: prepare v0.12.0 release notes, changelog, and docs version (#708)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T18:27:34Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "ade8a09f45adf684c6e351b1bc59e9bcdede8597",
          "body": "* docs: correct stale dependency and version references\n\nThe user-facing docs still carried robinhood-era and pre-0.12 details:\n\n- `redis` extra listed the long-deprecated `aredis`; it is backed by\n  `redis-py` now (since #635).\n- The \"What do I need?\" sidebar claimed Python 3.8 while the prose righ\n[…]\nra.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "docs: correct stale dependency and version references (#710)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:56:09Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "d95af522e43d73af04aa00bf6228a71fc6ef35e8",
          "body": "…9, require 3.14) (#690)\n\n* Modernize release wheel-build runners\n\nThe build_wheels matrix pinned ubuntu-20.04, whose runner image GitHub\nretired in April 2025 -- that job can no longer schedule. macos-13 is also\non the deprecation path, and pypa/cibuildwheel@v2.10.1 (Sept 2022) predates\nPython 3.12\n[…]\nrs.\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HHPL4VFWQRQPpjR1gXSKyL\n\n---------\n\nCo-authored-by: Claude Opus 4.8 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Modernize CI: wheel runners, Windows wheels, and test matrix (drop 3.…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T16:12:22Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "c95a51826baac5768a7aae7e5effcc20a39f6e7f",
          "body": null,
          "is_bot": false,
          "headline": "ci: add live-broker integration test harness (Kafka in CI) (#706)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-19T15:31:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3073eb90e8aadeb3b3e66b51aba777229c2146e6",
          "body": "Adds 3.14 to the test matrix, producing required 'Python 3.14/Cython:\ntrue' and 'Python 3.14/Cython: false' jobs alongside the existing 3.13\nlegs. All matrix legs feed the aggregate '✅ Ensure the required checks\npassing' job, so they become required wherever branch protection\nrequires that check.\n\nP\n[…]\nnt-loop creation that mode relied on at import time.\n\nAssisted-by: Claude\nCo-Authored-By: Claude Fable 5 <noreply@anthropic.com>\nClaude-Session: https://claude.ai/code/session_01HgnKFtXZbCjXNoVNWa5JLd",
          "is_bot": false,
          "headline": "ci: test on Python 3.14 with and without Cython",
          "author_name": "Claude",
          "author_login": "claude",
          "committed_at": "2026-07-19T02:41:02Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f3019aa21e77b6e836d8252491de21c585761813",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #687 from faust-streaming/claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T15:52:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04238685eafda35f3a43c99f873c839dee9697cf",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/test-quick-wins",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11834d8aefaf157e12ce91ff3779d538d3179786",
          "body": "…g-assignor",
          "is_bot": false,
          "headline": "Merge pull request #682 from faust-streaming/claude/aiokafka-changelo…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-18T03:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28384bf5efed8be5744a3b6d57641d407f540a6f",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/aiokafka-changelog-assignor",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:04:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e4f9a3f18eeb2e5c690f45d8ce264f8f5c87feee",
          "body": "The new MetadataRequest([]) / CreateTopicsRequest(...) forms require the\naiokafka 0.13.0 protocol refactor; on aiokafka < 0.13 MetadataRequest is a\nversioned list (not callable) and CreateTopicsRequest must be indexed by\nversion. Faust keeps its aiokafka>=0.10 floor and already branches on\n_AIOKAFKA\n[…]\n=0.13\n\nThis also fixes master's latent breakage where CreateTopicsRequest[version]\nalready fails on aiokafka 0.13+. Also drop a duplicate\n_AIOKAFKA_HAS_API_VERSION definition introduced by the rebase.",
          "is_bot": false,
          "headline": "Guard aiokafka metadata/admin calls by protocol-API version",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T22:01:27Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "f85f28dbc18a384b08862133d79eacf969a1bf9b",
          "body": "Convert three coverage gaps into genuine tests instead of leaving them\nexcluded:\n\n- utils/functional.py: add a test for translate() (only consecutive_numbers\n  was covered -> 75%); now 100%. Remove its .coveragerc omit.\n- utils/platforms.py: test max_open_files() across all branches (normal\n  hard l\n[…]\npp with a\n  RuntimeError; 0% -> 100% (was measured but untested).\n\nplatforms tests use stacked @patch decorators rather than a parenthesized\nmulti-context 'with' so the file stays valid on Python 3.9.",
          "is_bot": false,
          "headline": "Add tests for functional/platforms/agent_stopper utils (real coverage)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T13:33:22Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "bb06adcb27dbc2c2098a2a2ea1cc9849d6fcdce0",
          "body": "#649 bumped upload/download-artifact from v3 to v4 but kept the v3\npattern where every build_wheels matrix leg (and the sdist) uploaded\nunder a shared artifact name and the publish job downloaded a single\nname. v3 merged same-named uploads; v4 does not -- each upload is its\nown immutable artifact an\n[…]\nish job with pattern: cibw-* + merge-multiple into\ndist/, add skip-existing so re-runs can backfill, and if-no-files-found:\nerror so an empty build fails loudly instead of silently publishing\nnothing.",
          "is_bot": false,
          "headline": "Fix release artifact upload/download for upload-artifact@v4 (#684)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T04:11:44Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "a26f83bce23c1fd16d78904b1e984c7875b55ecb",
          "body": null,
          "is_bot": false,
          "headline": "remove support for python3.9 and below",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3031196d3fef95053df7a70d286fd97047461bb2",
          "body": "…min request compatibility\n\nEnsure worker consumers use the Faust assignor whenever changelog tables are present,\neven with zero standby replicas, so table recovery mapping remains correct. Also update\nmetadata/create-topics request construction for newer aiokafka APIs.",
          "is_bot": false,
          "headline": "fix(aiokafka): keep Faust assignor for changelog tables and update ad…",
          "author_name": "Marco Moser",
          "author_login": null,
          "committed_at": "2026-07-17T03:14:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a413a74b3e09722cd4112609377a08a4bb2a3297",
          "body": "…xes-63nsnu",
          "is_bot": false,
          "headline": "Merge pull request #679 from faust-streaming/claude/faust-prs-sync-fi…",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T02:52:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5f5b43ea82a79684545bead794e05f9cd996a8d",
          "body": "The confluent readd had switched examples/word_count.py to\n'confluent://localhost:9092'. Confluent is an optional, experimental\ntransport (installed via faust[ckafka]); mainstream examples should use\nthe default aiokafka transport. Revert the example broker to\n'kafka://localhost:9092'.",
          "is_bot": false,
          "headline": "Keep aiokafka (kafka://) as the default broker in the word_count example",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:13:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e3eab0e1d9fe966bc07f0c29387ce6413ecdd7",
          "body": null,
          "is_bot": false,
          "headline": "Merge remote-tracking branch 'origin/master' into faust-679",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:11:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3c4244d734377a6f7782ef2bb201abe181b739b",
          "body": null,
          "is_bot": false,
          "headline": "Merge pull request #680 from faust-streaming/claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:10:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b282d425ec57c89cae81b4a058bfdc07d13f8c71",
          "body": "black 26.5.1 and isort 8.0.1 require Python >= 3.10, so pinning them\nunconditionally broke 'pip install -r requirements/test.txt' on the\nPython 3.9 test-matrix jobs. black/isort are lint-only and only run in\nthe lint job (PYTHON_LATEST), so pin them on 3.10+ and fall back to an\nunpinned install on 3.9, where they are installed but never invoked.",
          "is_bot": false,
          "headline": "Guard formatter pins with a Python 3.10+ marker",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:04:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5a5a2e0297717019bc6f797b0364a1bc6606c949",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'master' into claude/pin-lint-versions",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10f0f58842234524a7afc4d756c4481d3f386483",
          "body": null,
          "is_bot": false,
          "headline": "Fix CI lint formatting drift in tests and aerospike store (#677)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-17T01:02:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f9254232296e1d3fa55fb14c1f104c90aa40fe9",
          "body": "black and isort were unpinned in requirements/test.txt, so CI always\ninstalled the newest release. When isort 8.0.1 and black 26.5.1 shipped,\ntheir changed formatting output started failing 'Check linting' on\notherwise-unchanged trees -- lint was passing or failing depending only\non when the job happened to run.\n\nPin both to the current versions (the ones the tree is already formatted\nfor) so linting is reproducible. Bump them deliberately, together with a\ntree-wide reformat, in future.",
          "is_bot": false,
          "headline": "Pin black and isort to keep CI lint reproducible",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T16:36:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7ed39f50d868d4006114be33616eca2bd3aa22a2",
          "body": "confluent.py is only importable when the ckafka extra (faust[ckafka]) is\ninstalled, which the CI test environment does not do -- so its tests are\nskipped there and the file shows as 0% covered, dragging project/patch\ncoverage down. Omit it from coverage like the memory driver already is;\nthe driver's own tests still run wherever confluent-kafka is available.",
          "is_bot": false,
          "headline": "Exclude optional confluent driver from coverage",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:23:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a175c215b6206e44af975275c18009886255a4b7",
          "body": "confluent-kafka is an optional extra (faust[ckafka]) and is not part of\nrequirements/test.txt, so it is absent in the CI test matrix. The test\nmodule imports the driver (which imports confluent_kafka) at import time,\nwhich turned every matrix job into a collection error. Guard the module\nwith pytest.importorskip('confluent_kafka') so it skips cleanly when the\noptional dependency is unavailable, and runs in full where it is.",
          "is_bot": false,
          "headline": "Skip confluent driver tests when confluent-kafka is not installed",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T14:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "21994eb50b30b5fee014e1b7af6e79708b526085",
          "body": "Consumer.create_topic() computed retention as\nint(want_seconds(retention) * 1000.0) unconditionally, so the default\nretention=None raised TypeError (None * 1000.0) whenever a topic was\ndeclared without an explicit retention. Guard the conversion the same way\nthe aiokafka driver does (pass None through), and add a regression test.",
          "is_bot": false,
          "headline": "Fix crash in confluent Consumer.create_topic with no retention",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:46:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba2b4962c011d439d33481f1a1b8c9c25879915c",
          "body": "The previous tests/unit/transport/drivers/test_confluent.py (~1375 lines)\nwas copied wholesale from the aiokafka test suite and asserted against\nmethods the confluent driver never had (_fetch_records, _max_poll_records,\ntransactional producer methods that raise NotImplementedError, ...), so\n60 of 85\n[…]\nonfluent_kafka Consumer/Producer mocked so no broker is\nneeded. 56 tests, all passing, runs in <1s. Includes a regression guard\nthat AsyncConsumer construction never calls the removed io_event_enable.",
          "is_bot": false,
          "headline": "Rewrite confluent driver tests against the real driver API",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:43:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "5bdd8d3abcfa742b8ac7bdab486466a7a866b8eb",
          "body": "The driver depended on Consumer.io_event_enable(), an eventfd-based\nnotification API that only exists in the unmerged 2022 fork\nstephan-hof/confluent-kafka-python@features/io_event_enable and is\nabsent from every released confluent-kafka. This made faust[ckafka]\ninstall an abandoned personal fork an\n[…]\nl behavior changes.\n\nPoint requirements/extras/ckafka.txt at the official\nconfluent-kafka>=2.0.0 release, and drop the now-unused os, struct and\nweakref imports plus a dead cast in Consumer.on_stop().",
          "is_bot": false,
          "headline": "Make confluent driver work with released confluent-kafka",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:30:38Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eb323f24ad59009ab610d2b41cdf8d5b366bd549",
          "body": "Resolve conflict in faust/transport/drivers/__init__.py by keeping the\nFactoryMapping-based transport registry (with the confluent driver\nregistered), consistent with every other faust registry (stores, web\ncache backends, fixups) and preserving lazy driver loading so the\noptional confluent_kafka dependency is only imported when the confluent\ntransport is actually selected.",
          "is_bot": false,
          "headline": "Merge branch 'master' into readd-confluent",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2026-07-16T13:22:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47201a6a03bc843c7414326857ca316f83619921",
          "body": "aiokafka 0.13.0 removed the `api_version` parameter from both\n`AIOKafkaConsumer` and `AIOKafkaProducer`. Since faust requires\n`aiokafka>=0.10.0`, it needs to handle both old and new versions.\n\nThis adds a version check and conditionally includes `api_version`\nonly when running with aiokafka < 0.13.0.\n\nFixes #672\n\nCo-authored-by: nightcityblade <nightcityblade@gmail.com>",
          "is_bot": false,
          "headline": "fix: support aiokafka 0.13.0 which removed api_version parameter (#674)",
          "author_name": "nightcityblade",
          "author_login": "nightcityblade",
          "committed_at": "2026-03-30T11:29:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ff75c0be3d784d28b9f69ba3ea94be769b151b89",
          "body": "Bumps [codecov/codecov-action](https://github.com/codecov/codecov-action) from 3 to 5.\r\n- [Release notes](https://github.com/codecov/codecov-action/releases)\r\n- [Changelog](https://github.com/codecov/codecov-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/codecov/codecov-action/compar\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump codecov/codecov-action from 3 to 5 (#647)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2024-11-22T16:54:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "190b207f27b29fa14f241101ded5abbdb4b34f06",
          "body": "* EOL support for Python 3.8\r\n\r\n* Remove Python 3.8 from python-package.yml",
          "is_bot": false,
          "headline": "EOL support for Python 3.8 (#650)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-22T16:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af0ed799d1f67c817e60e9fe5484ef74a6f91067",
          "body": "This will allow us to start making releases again.",
          "is_bot": false,
          "headline": "Update handling of artifacts in python-package.yml (#649)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-21T20:44:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8eb5cd7f2c049394ab8ab3d165a488bd06c4923a",
          "body": null,
          "is_bot": false,
          "headline": "Update python-package.yml to formally support Python 3.13 (#648)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-19T03:04:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "378aedee020b849519301daca0d0d509b2aae8e4",
          "body": "* Replace aredis with redis-py\r\n\r\n* Linted files.\r\n\r\n* Ensure shutdown logic is run only once.\r\n\r\n---------\r\n\r\nCo-authored-by: szicari-streambit <80933567+szicari-streambit@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Replace aredis with redis-py (#635)",
          "author_name": "William Barnhart",
          "author_login": "wbarnha",
          "committed_at": "2024-11-19T02:09:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da2d10e65826bd26d2b434f6dcc67d7457702d4a",
          "body": "* #601 - Adding on_clear handlers to Table and ChangeloggedSet\r\n\r\n* Fix formatting\r\n\r\n* Fix formatting",
          "is_bot": false,
          "headline": "Add on_clear handlers to (Global)Table and ChangeloggedSet (#645)",
          "author_name": "Nikolai Matiushev",
          "author_login": "egao1980",
          "committed_at": "2024-10-30T16:16:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5cc1a17aa04b217c19bdb7c12aab439cb4e3152",
          "body": "…(#644)\n\nBumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.1.7.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4.1.7)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependen\n[…]\ndownload-artifact\r\n  dependency-type: direct:production\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 3 to 4.1.7 in /.github/workflows …",
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          "headline": "Add example for medium/large projects in FastAPI (#595)",
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          "author_login": "hgalytoby",
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          "headline": "Bump actions/upload-pages-artifact from 2 to 3 (#593)",
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          "headline": "Bump actions/deploy-pages from 3 to 4 (#592)",
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          "is_bot": true,
          "headline": "Bump actions/upload-artifact from 3 to 4 (#590)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:39:37Z",
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          "oid": "0628117ae03da7a687cc45f5b7917d04ce96d0b7",
          "body": "Bumps [actions/download-artifact](https://github.com/actions/download-artifact) from 3 to 4.\r\n- [Release notes](https://github.com/actions/download-artifact/releases)\r\n- [Commits](https://github.com/actions/download-artifact/compare/v3...v4)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/download-artifact from 3 to 4 (#589)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-14T19:30:21Z",
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          "oid": "df20a17715ef3f381f455b2c6f570300baa51665",
          "body": "Bumps [github/codeql-action](https://github.com/github/codeql-action) from 2 to 3.\r\n- [Release notes](https://github.com/github/codeql-action/releases)\r\n- [Changelog](https://github.com/github/codeql-action/blob/main/CHANGELOG.md)\r\n- [Commits](https://github.com/github/codeql-action/compare/v2...v3)\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump github/codeql-action from 2 to 3 (#588)",
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          "committed_at": "2023-12-14T00:08:03Z",
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        {
          "oid": "a0de3738b3f33f8679dede2a53113d59af36f837",
          "body": "Bumps [actions/setup-python](https://github.com/actions/setup-python) from 4 to 5.\n- [Release notes](https://github.com/actions/setup-python/releases)\n- [Commits](https://github.com/actions/setup-python/compare/v4...v5)\n\n---\nupdated-dependencies:\n- dependency-name: actions/setup-python\n  dependency-\n[…]\nirect:production\n  update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/setup-python from 4 to 5 (#585)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-09T01:27:38Z",
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          "oid": "1f68fa2ce5f719e4640f1d8cf52a0323cf272cec",
          "body": "… /requirements (#583)\n\n* Update aiokafka requirement in /requirements\n\nUpdates the requirements on [aiokafka](https://github.com/aio-libs/aiokafka) to permit the latest version.\n- [Release notes](https://github.com/aio-libs/aiokafka/releases)\n- [Changelog](https://github.com/aio-libs/aiokafka/blob/\n[…]\n-\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
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          "headline": "Update aiokafka requirement from <0.9.0,>=0.8.0 to >=0.8.0,<0.10.0 in…",
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          "oid": "3554266e666df073d0d39a525aa61104655a33b3",
          "body": "* Add official support for Python 3.12\n\n* commit remaining lint changes",
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          "headline": "Add official support for Python 3.12 (#587)",
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          "author_login": "wbarnha",
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          "body": "* Replace called_once_with test_objects.py for 3.12 support\r\n\r\n* just replace with assert_called_once",
          "is_bot": false,
          "headline": "Replace called_once_with test_objects.py for 3.12 support (#586)",
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          "oid": "73be0a2ed1189a65954eadf7a5dcf02647a9fb73",
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          "headline": "Lint aiokafka driver",
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          "author_login": "wbarnha",
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          "oid": "8a5576e9121d9d1e58a82b104920ebe4d77549d0",
          "body": "* Rename kafka to aiokafka\n\nkafka-python is no longer to be a dependency of aiokafka\n\nFollowing https://github.com/aio-libs/aiokafka/discussions/915\n\nSigned-off-by: Anton Melser <anton.melser@outlook.com>\n\n* Force aiokafka version >=0.9.0\n\nSigned-off-by: Anton Melser <anton.melser@outlook.com>\n\n---------\n\nSigned-off-by: Anton Melser <anton.melser@outlook.com>\nCo-authored-by: William Barnhart <williambbarnhart@gmail.com>",
          "is_bot": false,
          "headline": "Rename kafka to aiokafka (#565)",
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          "author_login": "AntonOfTheWoods",
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        {
          "oid": "2f594423aa070f7e33c8cfaf13e4ff4e3b3a55bd",
          "body": "Bumps [actions/deploy-pages](https://github.com/actions/deploy-pages) from 2 to 3.\r\n- [Release notes](https://github.com/actions/deploy-pages/releases)\r\n- [Commits](https://github.com/actions/deploy-pages/compare/v2...v3)\r\n\r\n---\r\nupdated-dependencies:\r\n- dependency-name: actions/deploy-pages\r\n  depe\n[…]\n:production\r\n  update-type: version-update:semver-major\r\n...\r\n\r\nSigned-off-by: dependabot[bot] <support@github.com>\r\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
          "is_bot": true,
          "headline": "Bump actions/deploy-pages from 2 to 3 (#582)",
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          "author_login": "dependabot[bot]",
          "committed_at": "2023-12-05T18:36:39Z",
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                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "25 out of 25 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 1/25 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 19 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "8 existing vulnerabilities detected",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 4 resolved dependencies against OSV; 73 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). 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.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories",
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 4
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 73
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 4,
              "unassessed_packages": 73,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 4,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 66,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.844,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "76 of 90 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 76,
                      "sampled": 90
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "excellent",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile",
                "docs/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "faust/py.typed"
              ],
              "agent_commit_share": 0.16,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.1
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, docs/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile, docs/Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "tox.ini",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "tox.ini"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "faust/py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "faust/py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "16 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 16,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "10 of the last 100 commits are automated dependency updates",
                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
                    "params": {
                      "count": 10,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 83007,
              "source_files_sampled": 411,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (faust/py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "faust/py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/411 source files over 60KB",
                "points": 54.5,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 411,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "deps.dev does not index pypi:faust-streaming@0.13.0; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T17:55:28.940367Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/f/faust-streaming/faust.svg",
  "full_name": "faust-streaming/faust",
  "license_state": "custom",
  "license_spdx": null
}
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 v1.13.0, schema v0.23.0 — 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

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