Software health reportschema 0.26.0 · metrics 1.13.0 · 2026-07-22 01:51 UTC
networkx / networkx

Network Analysis in Python
PythonCustom license★ 17,109 stars⑂ 3,561 forkssince Sep 2010View on GitHub ↗
#python #complex-networks #graph-theory #graph-algorithms #graph-analysis #graph-generation #graph-visualization
networkx/networkx holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (92/100) and lowest on AI Readiness (52/100). It was last updated 3 days ago. 3 contributors account 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; 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

NetworkXOrganization
449 followers17 public repossince Sep 2010
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	networkx	3.6.1	277,214,053	85	225 days ago	networks graph-theory mathematics network graph discrete-mathematics math
Metrics by category

Vitality

Is the project alive — is code being written and are releases shipping?
87Excellent · 22% of overall
Development activity

99Excellent
How it's scored
36/36	Push recency — last push 3 days ago
35.3/36	Commit cadence — 51/52 weeks with commits
18/18	Commit volume — 323 commits in the last year
10/10	OpenSSF Scorecard: Maintained — 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year	323
human_commit_share	0.96
days_since_last_push	3
active_weeks_last_year	51
Release discipline

70Good
How it's scored
27/27	Ships releases — 65 releases published
16.2/36	Release recency — latest release 225 days ago
19.8/27	Release cadence — a release every ~67.9 days
0/10	OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count	65
latest_release_tag	networkx-3.6.1
releases_from_tags	no
days_since_latest_release	225
mean_days_between_releases	67.9
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?
89Excellent · 18% of overall
Popularity & adoption

98Excellent
How it's scored
60/60	Stars — 17,109 stars
25/25	Forks — 3,561 forks
13.5/15	Watchers — 272 watchers
Inputs used
forks	3,561
stars	17,109
watchers	272
growth_state	organic
growth_factor_pct	100
Community health

71Good
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
0/13.5	Code of conduct
0/7.2	Issue template
6.3/6.3	PR template
Inputs used
has_readme	yes
has_license	yes
has_contributing	yes
has_issue_template	no
has_code_of_conduct	no
has_pull_request_template	yes
Ecosystem adoption (downloads)

100Excellent
How it's scored
80/80	Monthly downloads — 277,214,053 downloads/month across pypi
0/20	Registry dependents — not reported by this ecosystem
Inputs used
packages	networkx
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	277,214,053
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?
80Good · 24% of overall
Maintainer resilience (bus factor)

74Good
How it's scored
36/54	Bus factor — 3 contributor(s) cover half of all commits
14.7/22.5	Commit distribution — top contributor authored 34% of commits
13.5/13.5	Contributor breadth — 99 contributors
10/10	OpenSSF Scorecard: Contributors — project has 70 contributing companies or organizations
Inputs used
bus_factor	3
contributors_sampled	99
top_contributor_share	0.345
Issue & PR responsiveness

89Excellent
How it's scored
44.8/46.8	Issue resolution — 96% of issues closed
29.6/38.3	PR acceptance — 3,501/4,531 decided PRs merged
15/15	OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs	3,501
open_issues	144
closed_issues	3,250
issue_closed_ratio	0.958
closed_unmerged_prs	1,030
Ownership & stewardship

70Good
How it's scored
30/30	Ownership backing — organization-owned
0/20	Verified domain
19.1/25	Owner reach — 449 followers of networkx
21.1/25	Track record — 17 public repos, account ~15 yr old
Inputs used
followers	449
owner_type	Organization
is_verified	—
owner_login	networkx
public_repos	17
account_age_days	5,798
Package maintenance

91Excellent
How it's scored
25/25	Published & resolvable — 1 package(s) on pypi
26/35	Publish recency — latest publish 225 days ago
20/20	Version history — 85 published versions
20/20	Not deprecated — active, not deprecated or yanked
Inputs used
packages	networkx
ecosystems	pypi
any_deprecated	no
min_days_since_publish	225
Engineering Quality

Are baseline engineering and documentation practices in place?
92Excellent · 20% of overall
Engineering practices

94Excellent
How it's scored
24/24	CI workflows — 12 workflow(s)
24/24	Tests present
16/16	Linter config
9.6/9.6	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	yes
Documentation

90Excellent
How it's scored
30/30	README
25/25	Documentation directory
15/15	Documentation / homepage site — https://networkx.org
10/10	Repository description
10/10	Topics — 7 topics
0/10	Wiki
Inputs used
topics	python, complex-networks, graph-theory, graph-algorithms, graph-analysis, graph-generation, graph-visualization
has_wiki	no
homepage	https://networkx.org
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?
82Good · 16% of overall
Security posture

78Good
How it's scored
7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — branch protection not enabled on development/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 70 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
5/5	Fuzzing — project is fuzzed
2.2/2.5	License — license file detected
7.5/7.5	Maintained — 30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10
5/5	Packaging — packaging workflow detected
3.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
0/5	Security-Policy — security policy file not detected
0/7.5	Signed-Releases — no data
7.5/7.5	Token-Permissions — GitHub workflow tokens follow principle of least privilege
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	7.8
Excluded from scoring (no data or not applicable): 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	1
unassessed_packages	39
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 1 resolved dependencies against OSV. 39 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.
52Moderate · 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 — 94 of 96 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txt	no
legible_history_share	0.979
agent_instruction_files	—
agent_instruction_max_bytes	—
Verify loop (build / test / typecheck)

66Moderate
How it's scored
18/18	One-command bootstrap — doc/Makefile
22/22	Automated tests
11/11	Lint / format config
0/11	Static type checking
0/10	Reproducible environment
0/10	Demonstrated agent practice — no agent-authored commits among the last 100
8/8	Automated maintenance — 4 of the last 100 commits are automated dependency updates
7/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
Inputs used
has_nix	no
has_tests	yes
lockfiles	—
has_dockerfile	no
typed_language	no
bootstrap_files	doc/Makefile
has_devcontainer	no
has_linter_config	yes
typecheck_configs	—
agent_commit_share	0
toolchain_manifests	—
dependency_bot_commit_share	0.04
Code legibility for models

54Moderate
How it's scored
0/45	Type-checkable code — Python without a type-check config
54.4/55	Manageable file sizes — 8/694 source files over 60KB
Inputs used
primary_language	Python
largest_source_bytes	104,256
source_files_sampled	694
oversized_source_files	8
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

17,109GitHub stars
99contributors
323commits, last 12 months
3days since last push
65releases
3bus factor
144open issues
PyPIpackage ecosystems
More detail

Star and fork history 17,109 ★ / 3,561 ⇿
17,109Stars
3,561Forks
18Releases
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 0Patch 0
Each point covers 4 days.
OpenSSF Scorecard 7.8 / 10
7.8aggregate
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 · 2026-07-22 01:51 UTC
10	Binary-Artifacts	no binaries found in the repo
0	Branch-Protection	branch protection not enabled on development/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 70 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
10	Fuzzing	project is fuzzed
9	License	license file detected
10	Maintained	30 commit(s) and 11 issue activity found in the last 90 days -- score normalized to 10
10	Packaging	packaging workflow detected
7	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 7
0	SAST	SAST tool is not run on all commits -- score normalized to 0
0	Security-Policy	security policy file not detected
n/a	Signed-Releases	no releases found
10	Token-Permissions	GitHub workflow tokens follow principle of least privilege
10	Vulnerabilities	0 existing vulnerabilities detected
All dependencies 40
Full resolved dependency set from the GitHub dependency graph: 0 direct and 40 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.
Registry	Package	Version	Relation
PyPI	asv	`—`	indirect
PyPI	build	`—`	indirect
PyPI	cairocffi	`—`	indirect
PyPI	changelist	`0.5`	indirect
PyPI	contextily	`—`	indirect
PyPI	hiveplotlib	`—`	indirect
PyPI	igraph	`—`	indirect
PyPI	intersphinx-registry	`—`	indirect
PyPI	iplotx	`—`	indirect
PyPI	lxml	`—`	indirect
PyPI	matplotlib	`—`	indirect
PyPI	momepy	`—`	indirect
PyPI	mypy	`—`	indirect
PyPI	myst-nb	`—`	indirect
PyPI	numpy	`—`	indirect
PyPI	numpydoc	`—`	indirect
PyPI	osmnx	`—`	indirect
PyPI	pandas	`—`	indirect
PyPI	pillow	`—`	indirect
PyPI	pre-commit	`—`	indirect
PyPI	py-rattler	`—`	indirect
PyPI	pydata-sphinx-theme	`—`	indirect
PyPI	pydot	`—`	indirect
PyPI	pygraphviz	`—`	indirect
PyPI	pytest	`—`	indirect
PyPI	pytest-cov	`—`	indirect
PyPI	pytest-mpl	`—`	indirect
PyPI	pytest-randomly	`—`	indirect
PyPI	pytest-xdist	`—`	indirect
PyPI	scikit-learn	`—`	indirect
PyPI	scipy	`—`	indirect
PyPI	seaborn	`—`	indirect
PyPI	setuptools	`—`	indirect
PyPI	sphinx	`—`	indirect
PyPI	sphinx-gallery	`—`	indirect
PyPI	sympy	`—`	indirect
PyPI	texext	`—`	indirect
PyPI	twine	`—`	indirect
PyPI	virtualenv	`—`	indirect
PyPI	wheel	`—`	indirect
Dependency advisories 0
This repository publishes no package the index resolves, so its own dependency graph was assessed — 1 packages, which also include development and test pins that never ship: 0 carry known advisories, of which 0 are direct. 39 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": {
      "topics": [
        "python",
        "complex-networks",
        "graph-theory",
        "graph-algorithms",
        "graph-analysis",
        "graph-generation",
        "graph-visualization"
      ],
      "is_fork": false,
      "size_kb": 98171,
      "has_wiki": false,
      "homepage": "https://networkx.org",
      "languages": {
        "Python": 6671923
      },
      "pushed_at": "2026-07-18T13:37:19Z",
      "created_at": "2010-09-06T00:53:44Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T14:40:26Z",
      "description": "Network Analysis in Python",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": null,
      "default_branch": "main",
      "license_spdx_raw": "NOASSERTION",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://networkx.org/",
      "name": "NetworkX",
      "type": "Organization",
      "login": "networkx",
      "company": null,
      "location": null,
      "followers": 449,
      "avatar_url": "https://avatars.githubusercontent.com/u/388785?v=4",
      "created_at": "2010-09-06T00:52:07Z",
      "is_verified": null,
      "public_repos": 17,
      "account_age_days": 5798
    },
    "license": {
      "state": "custom",
      "spdx_id": null,
      "raw_spdx": "NOASSERTION",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "networkx-3.6.1",
          "kind": "other",
          "published_at": "2025-12-08T17:03:31Z"
        },
        {
          "tag": "networkx-3.6",
          "kind": "other",
          "published_at": "2025-11-24T03:05:12Z"
        },
        {
          "tag": "networkx-3.6rc0",
          "kind": "other",
          "published_at": "2025-11-04T15:25:33Z"
        },
        {
          "tag": "networkx-3.5",
          "kind": "other",
          "published_at": "2025-05-29T11:58:31Z"
        },
        {
          "tag": "networkx-3.5rc0",
          "kind": "other",
          "published_at": "2025-05-09T15:57:06Z"
        },
        {
          "tag": "networkx-3.4.2",
          "kind": "other",
          "published_at": "2024-10-21T12:40:41Z"
        },
        {
          "tag": "networkx-3.4.1",
          "kind": "other",
          "published_at": "2024-10-11T21:25:42Z"
        },
        {
          "tag": "networkx-3.4",
          "kind": "other",
          "published_at": "2024-10-10T19:46:30Z"
        },
        {
          "tag": "networkx-3.4rc0",
          "kind": "other",
          "published_at": "2024-10-06T17:31:46Z"
        },
        {
          "tag": "networkx-3.3",
          "kind": "other",
          "published_at": "2024-04-06T13:09:07Z"
        },
        {
          "tag": "networkx-3.3rc0",
          "kind": "other",
          "published_at": "2024-03-22T20:13:07Z"
        },
        {
          "tag": "networkx-3.2.1",
          "kind": "other",
          "published_at": "2023-10-28T09:53:23Z"
        },
        {
          "tag": "networkx-3.2",
          "kind": "other",
          "published_at": "2023-10-19T04:10:50Z"
        },
        {
          "tag": "networkx-3.1",
          "kind": "other",
          "published_at": "2023-04-04T20:05:38Z"
        },
        {
          "tag": "networkx-3.1rc0",
          "kind": "other",
          "published_at": "2023-03-30T21:39:25Z"
        },
        {
          "tag": "networkx-3.0",
          "kind": "other",
          "published_at": "2023-01-08T00:03:20Z"
        },
        {
          "tag": "networkx-3.0rc1",
          "kind": "other",
          "published_at": "2022-11-11T21:23:58Z"
        },
        {
          "tag": "networkx-2.8.8",
          "kind": "other",
          "published_at": "2022-11-01T20:29:34Z"
        },
        {
          "tag": "networkx-3.0b1",
          "kind": "other",
          "published_at": "2022-10-12T18:29:10Z"
        },
        {
          "tag": "networkx-2.8.7",
          "kind": "other",
          "published_at": "2022-10-01T20:50:01Z"
        },
        {
          "tag": "networkx-2.8.6",
          "kind": "other",
          "published_at": "2022-08-22T13:43:23Z"
        },
        {
          "tag": "networkx-2.8.5",
          "kind": "other",
          "published_at": "2022-07-18T21:22:53Z"
        },
        {
          "tag": "networkx-2.8.4",
          "kind": "other",
          "published_at": "2022-06-14T04:02:03Z"
        },
        {
          "tag": "networkx-2.8.3",
          "kind": "other",
          "published_at": "2022-06-04T16:16:05Z"
        },
        {
          "tag": "networkx-2.8.2",
          "kind": "other",
          "published_at": "2022-05-21T15:29:00Z"
        },
        {
          "tag": "networkx-2.8.1",
          "kind": "other",
          "published_at": "2022-05-18T17:42:39Z"
        },
        {
          "tag": "networkx-2.8.1rc1",
          "kind": "other",
          "published_at": "2022-05-13T15:50:58Z"
        },
        {
          "tag": "networkx-2.8",
          "kind": "other",
          "published_at": "2022-04-09T22:35:15Z"
        },
        {
          "tag": "networkx-2.8rc1",
          "kind": "other",
          "published_at": "2022-04-05T04:43:48Z"
        },
        {
          "tag": "networkx-2.7.1",
          "kind": "other",
          "published_at": "2022-03-05T14:40:59Z"
        },
        {
          "tag": "networkx-2.7",
          "kind": "other",
          "published_at": "2022-02-28T22:34:59Z"
        },
        {
          "tag": "networkx-2.7rc1",
          "kind": "other",
          "published_at": "2022-02-19T23:25:14Z"
        },
        {
          "tag": "networkx-2.6.3",
          "kind": "other",
          "published_at": "2021-09-09T22:07:01Z"
        },
        {
          "tag": "networkx-2.6.2",
          "kind": "other",
          "published_at": "2021-07-27T02:13:50Z"
        },
        {
          "tag": "networkx-2.6.1",
          "kind": "other",
          "published_at": "2021-07-08T20:13:46Z"
        },
        {
          "tag": "networkx-2.6",
          "kind": "other",
          "published_at": "2021-07-08T16:55:15Z"
        },
        {
          "tag": "networkx-2.6rc2",
          "kind": "other",
          "published_at": "2021-06-23T06:33:40Z"
        },
        {
          "tag": "networkx-2.6rc1",
          "kind": "other",
          "published_at": "2021-05-31T20:27:46Z"
        },
        {
          "tag": "networkx-2.5.1",
          "kind": "other",
          "published_at": "2021-04-03T22:13:05Z"
        },
        {
          "tag": "networkx-2.5",
          "kind": "other",
          "published_at": "2020-08-22T20:10:33Z"
        },
        {
          "tag": "networkx-2.5rc1",
          "kind": "other",
          "published_at": "2020-08-16T15:39:03Z"
        },
        {
          "tag": "networkx-2.4",
          "kind": "other",
          "published_at": "2019-10-17T02:05:42Z"
        },
        {
          "tag": "networkx-2.4rc2",
          "kind": "other",
          "published_at": "2019-10-16T16:10:37Z"
        },
        {
          "tag": "networkx-2.4rc1",
          "kind": "other",
          "published_at": "2019-10-13T02:32:28Z"
        },
        {
          "tag": "networkx-2.3",
          "kind": "other",
          "published_at": "2019-04-11T20:55:32Z"
        },
        {
          "tag": "networkx-2.3rc3",
          "kind": "other",
          "published_at": "2019-04-04T23:05:08Z"
        },
        {
          "tag": "networkx-2.3rc2",
          "kind": "other",
          "published_at": "2019-04-04T21:35:23Z"
        },
        {
          "tag": "networkx-2.3rc1",
          "kind": "other",
          "published_at": "2019-03-31T01:27:59Z"
        },
        {
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          "headline": "Speed up the residual flow reset in `edmonds_karp` and simplify the `…",
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          "body": "- nameing -> naming (3 occurrences in nx_pylab.py docstring)\n- minimumm -> minimum (nx_pylab.py docstring)\n- non-existant -> non-existent (2 occurrences in nx_pylab.py comments)\n- shouls -> should (test_pylab.py comment)\n- positve -> positive (2 occurrences in graph_hashing.py docstrings)",
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          "headline": "DOC: fix lattice_reference niter default (5, not 1) (#8744)",
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          "body": "_generate_partition removed the union of all minimum cutsets in a\nsingle pass, dropping cutset nodes whose neighbors all belong to other\ncutsets; apply cutsets one at a time as in Moody and White (2003),\nappendix A. _reconstruct_k_components skipped propagating a component\ndown a level whenever the union of lower-level candidates covered its\nnodes, letting non-maximal fragments replace a genuine k-component;\ntest containment in a single component instead.",
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          "body": "* Warn when PageRank convergence check is ineffective\n\n* Fix ruff format and pytest.warns(None) compatibility\n\n* DOC: note PageRank tolerance convergence caveat\n\n* DOC: Move note to param description, shorten.\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
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          "headline": "Add DAG antichain width (#8654)",
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          "is_bot": false,
          "headline": "TST: Test maintenance for `test_clique.py` (#8214)",
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          "body": "…(#8726)\n\n* fix bug with mean degree of S1 model\n\n* Update networkx/generators/tests/test_geometric.py\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
          "is_bot": false,
          "headline": "Fix: bug with mean degree part of geometric_soft_configuration_model …",
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          "headline": "MAINT: update code of conduct form link to match NumFOCUS link (#8729)",
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          "body": "…o the same target (#8704)\n\n* DOC: Clarify attribute behavior in relabel_nodes when mapping to existing nodes\n\n* Update networkx/relabel.py\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\n\n* Update networkx/relabel.py\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>\n\n* Move attribute note to \n[…]\nlinks.\n\n* Update networkx/relabel.py\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\n\n---------\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
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          "headline": "Add HITS algorithm benchmark to benchmark suite (#8625)",
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          "body": "…8714)\n\n* add hiveplotlib to docs\n\n* Update requirements/example.txt\r\n\r\ndrop extra networkx + scipy deps\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>\n\n* change dep in the right file\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
          "is_bot": false,
          "headline": "DOC: Add Hiveplotlib to Drawing Docs and External Examples Gallery (#…",
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          "body": "* DOC: Update install guide.\n\nMy primary goal here was to remove some outdated or duplicate\ninformation and instead delegate non-nx-specific instructions\nsuch as enviornment management to other docs sources like the\nscientific Python developer guide.\n\n* Update INSTALL.rst\n\n---------\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>",
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          "headline": "DEP: Update pygraphviz min version to 2.0",
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          "is_bot": false,
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          "headline": "write xsd:boolean true/false for dynamic gexf attvalues (#8709)",
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          "body": "* CI: Fix circleci artifact redirector permissions.\n\n* CI: Update name of redirector to distinguish doc/cov.",
          "is_bot": false,
          "headline": "CI: Fix circleci artifact redirector permissions. (#8707)",
          "author_name": "Ross Barnowski",
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          "body": "* TST: New skipping mechanism for pydot tests.\n\n* TST: Similar pattern for skipping doctests.",
          "is_bot": false,
          "headline": "TST, MAINT: explict graphviz check for test_pydot (#8702)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-06-13T23:52:22Z",
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          "body": "MAINT: Avoid subgraphs in forest recognition",
          "is_bot": false,
          "headline": "MAINT: Avoid subgraph views in `is_forest` (#8642)",
          "author_name": "Gilles Peiffer",
          "author_login": "Peiffap",
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        },
        {
          "oid": "1991745d65565170594acf662c95bb0a5cdb4c46",
          "body": "Add pytest-mpl tests specifically to the pre-release jobs so that\nimage comparison tests can catch any viz changes from prereleases\nof matplotlib.\n\nMotivated by gh-8697.",
          "is_bot": false,
          "headline": "CI: Add image comparison tests to pre-release workflows. (#8699)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-06-13T19:39:59Z",
          "body_truncated": false,
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        },
        {
          "oid": "412e7aa988323d2c1c773ec0f833c67963c81d2b",
          "body": "AFAICT this is no longer needed as NX has fully migrated to pyproject.toml.\n\nTested locally with python -m build and twine check --strict which worked as\nexpected. Also grepped for explicit references to MANIFEST.in and didn't\nfind any.",
          "is_bot": false,
          "headline": "MAINT: Rm MANIFEST.in (#8700)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-06-13T19:39:34Z",
          "body_truncated": false,
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        {
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          "body": "* DOC: Fix ambiguous link warnings.\n\n* DOC: Other minor docstring touchups.",
          "is_bot": false,
          "headline": "DOC: Fixups for Leiden docstrings (#8701)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
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          "body": "* DOC: Minor docstring touchups.\n\n* Add comment about G.edges instead of adjacency.\n\n* MAINT: Update exception chaining pattern.\n\n* TST: Update exact exception message in doctest.",
          "is_bot": false,
          "headline": "MAINT: Minor touchups to lexicographical_toplogical_sort (#8695)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-06-12T21:12:38Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "TST: Update pytest-mpl baselines for matplotlib v3.11 (#8698)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-06-12T15:05:20Z",
          "body_truncated": false,
          "is_coding_agent": false
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        {
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          "body": null,
          "is_bot": false,
          "headline": "reject out-of-range bytes in graph6/sparse6 decoders (#8692)",
          "author_name": "uwezkhan",
          "author_login": "uwezkhan",
          "committed_at": "2026-06-10T04:43:56Z",
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        },
        {
          "oid": "92d8b758dc784d15c71dc47c0b7d870f27ee8ca9",
          "body": "* first attempt to use zizmor and fix security stuff. not complete\n\n* use action SHA; turn off persist-credentials; zizmor passes\n\n* add sha; turn off persist-credentials; permissions; For All workflows",
          "is_bot": false,
          "headline": "MAINT: Fix ci permissions (#8690)",
          "author_name": "Dan Schult",
          "author_login": "dschult",
          "committed_at": "2026-06-09T20:06:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "489d5e65af00cc61e49d4a150cb9302d45805332",
          "body": "* DOC: Clarify degree_centrality behavior for directed graphs\n\n* linting fixes and new sentence near top of docs re: directed\n\n---------\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>",
          "is_bot": false,
          "headline": "DOC: Clarify degree_centrality behavior for directed graphs (#8674)",
          "author_name": "Gitank Chandrakar",
          "author_login": "Gitank444",
          "committed_at": "2026-06-08T17:41:21Z",
          "body_truncated": false,
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        },
        {
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          "body": "* proposed updates to roadmap draft for comments\n\n* spelling",
          "is_bot": false,
          "headline": "DOC: update to roadmap (#8684)",
          "author_name": "Dan Schult",
          "author_login": "dschult",
          "committed_at": "2026-06-07T22:30:21Z",
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          "body": null,
          "is_bot": false,
          "headline": "BUG: Make argmap._lazy_compile thread-safe (#8659)",
          "author_name": "Mridul Seth",
          "author_login": "MridulS",
          "committed_at": "2026-06-07T22:29:24Z",
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        },
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          "body": "* CI: Redo benchmarks to use pixi around asv\n\n* Fix pre-commit\n\n* DOC/DEP: Re-add virtualenv as a benchmarking option.\n\nDefault remains rattler.\n\n* Update fetch depth in benchmark workflow\n\nChange fetch depth to 0 for benchmark workflow.\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
          "is_bot": false,
          "headline": "CI: Redo benchmarks to use pixi around asv (#8688)",
          "author_name": "Mridul Seth",
          "author_login": "MridulS",
          "committed_at": "2026-06-07T22:07:58Z",
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        },
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          "body": "* make multigraph tests not just duplicate edges. update multigraph test, put better failure info in _equiv_parts\n\n* reduce time for tests by making smaller. skip resolution chg with q_mod\n\n* TST: rm indirection of _equivalent_partitions helper.\n\n* mark manually skipped tests as slow and keep them running\n\n* linting\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
          "is_bot": false,
          "headline": "TST: shorten leiden tests (#8687)",
          "author_name": "Dan Schult",
          "author_login": "dschult",
          "committed_at": "2026-06-07T20:32:47Z",
          "body_truncated": false,
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        },
        {
          "oid": "4197ef9a77975132b8ce3b98a606bfbdc73a58ad",
          "body": "* CI: Rm explicit label check job.\n\nSwitch to a non-programmatically-enforced policy on\nlabel application to improve user experience.\n\n* DOC: Add pre-merge requirements to core contributor guide.\n\n* DOC: Link to the special labels.",
          "is_bot": false,
          "headline": "DOC/CI: Update github label requirements for user experience (#8689)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-06-07T20:32:27Z",
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          "body": null,
          "is_bot": false,
          "headline": "CI: networkx default deps were leaking into the pixi default env (#8683)",
          "author_name": "Mridul Seth",
          "author_login": "MridulS",
          "committed_at": "2026-06-06T22:10:47Z",
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          "body": "…#8679)\n\nBumps the actions group with 1 update: [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi).\n\n\nUpdates `prefix-dev/setup-pixi` from 0.9.5 to 0.9.6\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- [Commits](https://github.com/prefix-dev/setup-pixi/compare/v\n[…]\npe: version-update:semver-patch\n  dependency-group: actions\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 prefix-dev/setup-pixi from 0.9.5 to 0.9.6 in the actions group (…",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-06-05T10:09:59Z",
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          "body": null,
          "is_bot": false,
          "headline": "Remove unused dsum variable from havel_hakimi_graph (#8678)",
          "author_name": "Yorgos",
          "author_login": "toastmt",
          "committed_at": "2026-06-05T02:31:08Z",
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          "body": null,
          "is_bot": false,
          "headline": "TST: Add test cases for len(G) != 3 (#8675)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-06-03T07:22:38Z",
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        },
        {
          "oid": "da42a10cb675bcef6378e218276d3c6d64bb4e01",
          "body": "* Avoid O(E) lookup nx.display\n\nAvoid O(E) lookup\n\nstore known node-edge attr-keys\n\nupdate known node attr pos\n\navoid O(E) lookup\n\nAvoid O(E) lookup and error #8639\n\n* rephrase parsing kwargs display",
          "is_bot": false,
          "headline": "Avoid O(E) lookup in nx.display -issue8639 (#8663)",
          "author_name": "Melcion",
          "author_login": "mcbosch",
          "committed_at": "2026-05-30T18:25:51Z",
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          "is_coding_agent": false
        },
        {
          "oid": "cbf7f112a2d9781317e6d13186746089d50e51a0",
          "body": "Fix star graph node count and grammar in dual_barabasi_albert_graph\n\nThe default initial graph is star_graph(max(m1, m2)), which has\nmax(m1, m2) + 1 nodes, since NetworkX star_graph(k) returns k + 1 nodes. The\ninline comment said \"max(m1, m2) nodes\", dropping the + 1; the single-m\nbarabasi_albert_graph comment already states \"(m + 1) nodes\" correctly. Also\nfix \"an star graph\" -> \"a star graph\" in the m_2 docstring.",
          "is_bot": false,
          "headline": "Fix star graph node count in dual_barabasi_albert_graph comment (#8665)",
          "author_name": "Parafee41",
          "author_login": "koriyoshi2041",
          "committed_at": "2026-05-30T02:49:48Z",
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        },
        {
          "oid": "96ad598cbe41baf6424dfa4bb860f93569c353a9",
          "body": "- De-indirectify\n - Parametrize",
          "is_bot": false,
          "headline": "Cleanup butterflies tests. (#8664)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-05-27T14:27:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3a1ba46c5e497e0170e0f8d35cf85d43057dedb",
          "body": "MAINT: Avoid subgraph views in connected coloring",
          "is_bot": false,
          "headline": "MAINT: Avoid subgraph views in `strategy_connected_sequential` (#8643)",
          "author_name": "Gilles Peiffer",
          "author_login": "Peiffap",
          "committed_at": "2026-05-25T05:42:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5513ad8c9822cb5b9ece0cf176b6bacf30d6c1fc",
          "body": "leiden: fix typos in the q_add comment\n\nComment read \"occurs wen the node u is added the the new community\".\nTwo small fixes: \"wen\" -> \"when\" and the duplicate \"the the\" needed\nto become \"to the\".\n\nSigned-off-by: Charlie Tonneslan <cst0520@gmail.com>",
          "is_bot": false,
          "headline": "leiden: fix \"wen\" + duplicate \"the the\" in q_add comment (#8662)",
          "author_name": "Charlie Tonneslan",
          "author_login": "c-tonneslan",
          "committed_at": "2026-05-24T17:55:01Z",
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          "is_coding_agent": false
        },
        {
          "oid": "c7d0f4bef90a4b4af3017e1bece1f62e5a8edb68",
          "body": "* Add butterfly counting (BFC-VP) for bipartite graphs\n\n- Implement vertex-priority wedge enumeration (Wang et al., 2023)\n- Add per-node attribution (extension of BFC-VP)\n- Improve docstring and terminology clarity\n- Fix nodes= handling and tests\n\nCloses #8589\n\n* Address review feedback from @dschul\n[…]\nn polish\n\n* Push up review comments.\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>\nCo-authored-by: Dan Schult <dschult@colgate.edu>",
          "is_bot": false,
          "headline": "Add butterflies() to bipartite cluster module (#8591)",
          "author_name": "Muhammad Mujtaba",
          "author_login": "mmujtaba0085",
          "committed_at": "2026-05-22T20:21:13Z",
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          "is_coding_agent": false
        },
        {
          "oid": "58edf3456c3369246e0faa016f360c9e57cba156",
          "body": "* add year to citation reference in quality.py\n\n* reorg tests, parametrize over metric, add ground truth examples\n\n* MAINT: Fix test failures due to kwarg-only check.\n\n* STY: make ruff happy.\n\n* tweak example and add a change in resolution to show impact\n\n* give name for cpm in keyword description\n\n* add links to metric functions\n\n* adjust with review suggestions\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
          "is_bot": false,
          "headline": "ENH: leiden test and doc_string improvements (#8656)",
          "author_name": "Dan Schult",
          "author_login": "dschult",
          "committed_at": "2026-05-22T17:28:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a860184e7a2c4acfd0c6304e68d1adaa90aa0a26",
          "body": "* ENH: Add Shen's overlapping modularity quality function\n\nAdd `nx.community.overlapping_modularity` implementing Shen et al.'s\nextended modularity EQ (2009) as a quality function for overlapping\ncommunity covers. The implementation uses the community-sum form\n\n    EQ = sum_i [ L_tilde_C / m - gamma\n[…]\ng_modularity\n\nMake weight and resolution keyword-only, switch to defaultdict\nfor membership counting, generalize the k_clique_communities\nreference, and clarify the effect of the resolution parameter.",
          "is_bot": false,
          "headline": "ENH: Add Shen's overlapping modularity quality function (#8647)",
          "author_name": "Jordi Torrents",
          "author_login": "jtorrents",
          "committed_at": "2026-05-14T18:06:39Z",
          "body_truncated": true,
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        },
        {
          "oid": "bf3013e0fa44d43ccc2b05ca2a481ff36074bb63",
          "body": "…(#8655)\n\n* Proof-of-concept: layout reflects community structure.\n\n* DOC: Incorporate conference data into viz.",
          "is_bot": false,
          "headline": "DOC: Add conference information to visualization in football example …",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-05-14T13:33:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "708ebfa8bc78178da401273e6bbd6310d0f360ce",
          "body": "* added constant_potts_model function\n\n* add tests for constant_potts_model\n\n* pre-commit format changes\n\n* leiden algorithm implemented with tests\n\n* doc string typo networkx/algorithms/community/quality.py\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\n\n* Update networkx/algorithms/community/qu\n[…]\n* Apply suggestions from code review\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\n\n---------\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
          "is_bot": false,
          "headline": "Implement Leiden Community Detection Algorithm (#8509)",
          "author_name": "dk-gh",
          "author_login": "dk-gh",
          "committed_at": "2026-05-12T17:44:05Z",
          "body_truncated": true,
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        },
        {
          "oid": "4857d9a2580810605facc26f3dc7d23f8c04c1cd",
          "body": null,
          "is_bot": false,
          "headline": "DOC: Add xref to nx-guides to gallery overview. (#8650)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
          "committed_at": "2026-05-07T17:05:19Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "oid": "c56ada4623c3ea4ede4ad4d2947de77c1bf08269",
          "body": null,
          "is_bot": false,
          "headline": "Optimize VF2 GMState frontier update by removing full core scan (#8649)",
          "author_name": "Mingyi Kang",
          "author_login": "jerrykcode",
          "committed_at": "2026-05-07T02:57:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50fa88d7fbfbabe6f7751bf1cdb9afa52c873840",
          "body": "Bumps the actions group with 2 updates: [actions/github-script](https://github.com/actions/github-script) and [scientific-python/upload-nightly-action](https://github.com/scientific-python/upload-nightly-action).\n\n\nUpdates `actions/github-script` from 8 to 9\n- [Release notes](https://github.com/acti\n[…]\npe: version-update:semver-patch\n  dependency-group: actions\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 the actions group with 2 updates (#8646)",
          "author_name": "dependabot[bot]",
          "author_login": "dependabot[bot]",
          "committed_at": "2026-05-06T02:17:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "24861327ed3bc9a45c28b38f6e4b2ec6c59e678f",
          "body": "* ENH: Add Barber's bipartite modularity quality function\n\nAdd `bipartite.modularity` implementing Barber's Q_B (2007) as a\nquality function for bipartite community partitions. The\nimplementation uses the community-sum form\n\n    Q_B = sum_c [ L_c/m - gamma * k_c * d_c / m^2 ]\n\nwhere k_c and d_c are \n[…]\n\n\n* DOC: Add new module/fn to ref guide.\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>\nCo-authored-by: Dan Schult <dschult@colgate.edu>\nCo-authored-by: evk <kevin.dunne@mailbox.org>",
          "is_bot": false,
          "headline": "ENH: Add Barber's bipartite modularity quality function (#8618)",
          "author_name": "Jordi Torrents",
          "author_login": "jtorrents",
          "committed_at": "2026-04-30T02:16:03Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "6f6bfab0336fa3339504929e2172731900811466",
          "body": "Handle insufficient degree Pearson samples",
          "is_bot": false,
          "headline": "MAINT: Handle insufficient degree Pearson samples (#8628)",
          "author_name": "Gilles Peiffer",
          "author_login": "Peiffap",
          "committed_at": "2026-04-30T01:48:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d07f12b591ed77808de91f0fe1f275339e6d82a9",
          "body": "Remove unused imports and dead tests",
          "is_bot": false,
          "headline": "MAINT: remove unused imports and dead helpers (#8627)",
          "author_name": "Gilles Peiffer",
          "author_login": "Peiffap",
          "committed_at": "2026-04-27T17:19:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9886d2d1c97a103350c1d63495e22f4196c0367a",
          "body": "* DOC: Share barycenter docstring with centroid\n\n* DOC: Add tree barycenter alias\n\n* DOC: Link tree and graph barycenter aliases\n\n* DOC: Prefer centroid in related docstrings\n\n* TST: Prefer centroid in helper docstring\n\n* DOC: Prefer centroid terminology\n\n* Revert \"DOC: Prefer centroid terminology\"\n\n[…]\n: Address centroid review comments\n\n* DOC: Remove barycenter from centroid see also\n\n* DOC: Remove tree centroid self-reference\n\n* DOC: Remove centroid self-reference\n\n* Apply suggestion from @Peiffap",
          "is_bot": false,
          "headline": "DOC: more `barycenter` and `centroid` equivalence (#8630)",
          "author_name": "Gilles Peiffer",
          "author_login": "Peiffap",
          "committed_at": "2026-04-25T16:03:02Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8e9a163b44f67502290cfa690c6e42ff43ce3593",
          "body": "fix import order",
          "is_bot": false,
          "headline": "Followup that fixes import order (#8634)",
          "author_name": "Dan Schult",
          "author_login": "dschult",
          "committed_at": "2026-04-24T13:53:06Z",
          "body_truncated": false,
          "is_coding_agent": false
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          "headline": "CI: fix benchmark PR workflow checkout (#8633)",
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          "body": "* Add description and keywords support to GEXF reader/writer\n\nRead and write `description` and `keywords` between graph\nattributes and the GEXF meta tag when available.\n\n* Clarify single-graph limitation in GEXF documentation\n\nDocument that NetworkX only supports reading and writing\na single graph per GEXF file.",
          "is_bot": false,
          "headline": "Add description and keywords support to GEXF reader/writer (#8629)",
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          "body": "* BUG: Handle small graphs in information_centrality\n\n* Update networkx/algorithms/centrality/current_flow_closeness.py\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\n\n---------\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>",
          "is_bot": false,
          "headline": "BUG: Handle small graphs in information_centrality (#7475)",
          "author_name": "Gilles Peiffer",
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          "body": "Co-authored-by: Dan Schult <dschult@colgate.edu>",
          "is_bot": false,
          "headline": "API: Add centroid as alias to barycenter (#8622)",
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          "body": "* DOC: Add note about connectionstyle effectiveness.\n\nconnectionstyle is ignored when edges are draw as a LineCollection.\nReference the arrows parameter description which describes in more\ndetail.\n\n* Update networkx/drawing/nx_pylab.py\n\nCo-authored-by: Gilles Peiffer <gilles.peiffer.yt@gmail.com>\n\n---------\n\nCo-authored-by: Gilles Peiffer <gilles.peiffer.yt@gmail.com>",
          "is_bot": false,
          "headline": "DOC: Add note about connectionstyle effectiveness. (#8623)",
          "author_name": "Ross Barnowski",
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          "body": "* DOC: clarify readwrite generator docstrings\n\n* STY: undo bot cruft.\n\n* Apply suggestions from code review\n\n* Add Yields to 2 other readwrite generators.\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>\nCo-authored-by: Dan Schult <dschult@colgate.edu>\nCo-authored-by: Gilles Peiffer <gilles.peiffer.yt@gmail.com>",
          "is_bot": false,
          "headline": "DOC: clarify remaining readwrite generator docstrings (#8619)",
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          "body": "…pp (#8616)\n\n* update tests to check mappings and probe symmetry failures\n\n* fix ismags.py to support multiedges and pass all tests\n\n* fix for vf2pp with multigraph when seeking a subgraph\n\n* add test of multigraph vs graph as well as a multipath graph\n\n* make degree 3-tuple for both graph and multigraph. Might not be best, but works\n\n* add more tests that compare multigraph vs simple",
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          "is_bot": false,
          "headline": "Improving views exceptions (#8588)",
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          "is_bot": false,
          "headline": "DOC: clarify lazy exception behavior in topological_sort generator (#…",
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          "body": "…ithm (#8586)\n\nFix all_node_cuts: correct Even-Tarjan reduction for Kanevsky's algorithm.\n\nThe Even-Tarjan auxiliary digraph built by\nbuild_auxiliary_node_connectivity sets capacity=1 on all edges. This is\ncorrect for computing the node connectivity value, but Kanevsky's\nalgorithm depends on the str\n[…]\ncal to igraph's C implementation at all tested sizes.\n\nFixes #7994.\n\nTests previously marked @pytest.mark.slow are now fast enough to run by\ndefault, and MAX_CUTSETS_TO_TEST is restored from 4 to 100.",
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          "is_bot": false,
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          "is_bot": false,
          "headline": "BUG: fix SpanningTreeIterator AttributeError when using next() direct…",
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          "body": "* More context for initial print.\n\n* Remove unnecessary comments, more context for print.\n\n* Replace bespoke hist with degree_histogram.",
          "is_bot": false,
          "headline": "Gallery: Improve plot_degree_sequence example (#8601)",
          "author_name": "Ross Barnowski",
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          "body": "* Use subset_key as a dict rather than storing node attrs.\n\n* Use nx.draw with labels.",
          "is_bot": false,
          "headline": "Gallery: Improve plot_dag example (#8600)",
          "author_name": "Ross Barnowski",
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          "body": "…ings (#8598)\n\n* Close gh-8597.\n\n* Fix sphinx warning on underline length.",
          "is_bot": false,
          "headline": "Fix broken links in quotient_graph docstring and other minor doc warn…",
          "author_name": "Ross Barnowski",
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          "body": "Bumps the actions group with 2 updates: [prefix-dev/setup-pixi](https://github.com/prefix-dev/setup-pixi) and [webfactory/ssh-agent](https://github.com/webfactory/ssh-agent).\n\n\nUpdates `prefix-dev/setup-pixi` from 0.9.4 to 0.9.5\n- [Release notes](https://github.com/prefix-dev/setup-pixi/releases)\n- \n[…]\npe: version-update:semver-minor\n  dependency-group: actions\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 the actions group with 2 updates (#8594)",
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          "body": "* Condense graph construction from edge list.\n\n* Replace draw_networkx with equivalent draw.\n\n* Pull directed drawing into separate example.\n\nThis way it gets its own thumbnail.",
          "is_bot": false,
          "headline": "Gallery: split simple graph example into two separate ones (#8567)",
          "author_name": "Ross Barnowski",
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          "headline": "Gallery: Update basic read/write example (#8570)",
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          "body": "* MAINT: Rm transpose of 1D array.\n\n* MAINT: Compute dangling mask only once.",
          "is_bot": false,
          "headline": "MAINT: Minor readability tweaks to pagerank (#8582)",
          "author_name": "Ross Barnowski",
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          "body": "* Add utility to extract faces from PlanarEmbedding\n\n* Style fixes from pre-commit\n\n* Fix typing and import order for faces_from_planar_embedding\n\n* Add faces() method to PlanarEmbedding\n\n* MAINT: Rm indirection.\n\n* Rm more indirection.\n\n* STY: Undo style changes.\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>",
          "is_bot": false,
          "headline": "Add utility to extract faces from PlanarEmbedding (#8512)",
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          "body": "…#8556)\n\n* Created find_all_optimal_spanning_trees\n\n* Rename to `optimal_spanning_trees`\n\n* doc string\n\n* Added example\n\n* Added tests\n\n* Update mst.py\n\n* Revert \"Added example\"\n\nThis reverts commit b364c93bd18ab26f27d7f02279d95e946ffce859.\n\nRevert \"Created find_all_optimal_spanning_trees\"\n\nThis rev\n[…]\ns.groupby for example.\n\nCo-authored-by: Alejandro Candioti <amcandio@gmail.com>\n\n---------\n\nCo-authored-by: Ross Barnowski <rossbar@caltech.edu>\nCo-authored-by: Alejandro Candioti <amcandio@gmail.com>",
          "is_bot": false,
          "headline": "Added example for `SpanningTreeIterator` to find min spanning trees (…",
          "author_name": "Ishwer Kumar",
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          "body": "* Replace all-pairs spl custom with nx fn.\n\n* Fix bug in average shortest path length.\n\n* Replace bespoke recipe for dist hist with Counter.\n\n* Add nx.describe, clean up prints.\n\n* Add blurb about passing in pre-computed eccentricity.\n\n* Typo, un-cutify eccentricity.",
          "is_bot": false,
          "headline": "Gallery: Fix and update `basic_properties` example (#8568)",
          "author_name": "Ross Barnowski",
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          "body": "…ck_model (#8557)\n\n* Fix sparse heuristic not applied to diagonal blocks in stochastic_block_model\n\nThe diagonal block (i==j) case consumed the edges iterator before the\nsparse/dense branching logic, so the sparse heuristic was never used for\ndiagonal blocks. Remove the premature edge addition so diagonal blocks\nflow into the same sparse/dense logic as off-diagonal blocks.\n\n* add specific test that ensures dense and sparse paths differ\n\n---------\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>",
          "is_bot": false,
          "headline": "Fix sparse heuristic not applied to diagonal blocks in stochastic_blo…",
          "author_name": "dean985",
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          "body": "Add density to nx.describe defaults.",
          "is_bot": false,
          "headline": "Proposal: Add density to `nx.describe` defaults. (#8569)",
          "author_name": "Ross Barnowski",
          "author_login": "rossbar",
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          "body": "* DOC: Add some docstring examples to degree_histogram.\n\n* Minor wording tweaks.\n\n* STY: unused loop variable.\n\n* Another wording tweak.\n\n* Update networkx/classes/function.py\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>\n\n---------\n\nCo-authored-by: Dan Schult <dschult@colgate.edu>",
          "is_bot": false,
          "headline": "Add examples to `degree_histogram` docstring (#8571)",
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          "is_bot": false,
          "headline": "ENH: Add format parameter to adjacency_matrix (#8545)",
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                "networkx"
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              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 277214053
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            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "277,214,053 downloads/month across pypi",
                "points": 80,
                "status": "met",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 277214053,
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                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
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                ],
                "max_points": 20
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            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 80,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "good",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
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            "inputs": {
              "bus_factor": 3,
              "contributors_sampled": 99,
              "top_contributor_share": 0.345
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "3 contributor(s) cover half of all commits",
                "points": 36,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
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                      "count": 3
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                ],
                "max_points": 54
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              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 34% of commits",
                "points": 14.7,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
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                      "share": 34
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                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
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                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 99
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                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 70 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 89,
            "inputs": {
              "merged_prs": 3501,
              "open_issues": 144,
              "closed_issues": 3250,
              "issue_closed_ratio": 0.958,
              "closed_unmerged_prs": 1030
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            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "96% of issues closed",
                "points": 44.8,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 96
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                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "3501/4531 decided PRs merged",
                "points": 29.6,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                ],
                "max_points": 38.25
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              {
                "key": "openssf_scorecard_code_review",
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                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "followers": 449,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "networkx",
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              "account_age_days": 5798
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
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                "details": [
                  {
                    "code": "owner_organization",
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                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "449 followers of networkx",
                "points": 19.1,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 449,
                      "login": "networkx"
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                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "17 public repos, account ~15 yr old",
                "points": 21.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 17
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                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 15
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                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 91,
            "inputs": {
              "packages": [
                "networkx"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 225
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 225 days ago",
                "points": 26,
                "status": "partial",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 225
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "85 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "excellent",
        "name": "Engineering Quality",
        "value": 92,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "excellent",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 94,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "12 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 12
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "python",
                "complex-networks",
                "graph-theory",
                "graph-algorithms",
                "graph-analysis",
                "graph-generation",
                "graph-visualization"
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              "has_wiki": false,
              "homepage": "https://networkx.org",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://networkx.org",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 82,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "good",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 78,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 7.8
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 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": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 70 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 fuzzed",
                "points": 5,
                "status": "met",
                "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 11 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 7",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "GitHub workflow tokens follow principle of least privilege",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "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 1 resolved dependencies against OSV; 39 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"
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 1
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 39
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 1,
              "unassessed_packages": 39,
              "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": 1,
              "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": 10
            },
            "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": 52,
        "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": 0.979,
              "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",
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                "points": 40,
                "status": "met",
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                  {
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                      "sampled": 96
                    }
                  }
                ],
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              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 66,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [
                "doc/Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0.04
            },
            "components": [
              {
                "key": "one_command_bootstrap",
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                "detail": "doc/Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
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                    "params": {
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              },
              {
                "key": "automated_tests",
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                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
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              },
              {
                "key": "lint_format_config",
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                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "reproducible_environment",
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                "points": 0,
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                "details": [],
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              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
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                  {
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                    "params": {
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                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
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                "points": 8,
                "status": "met",
                "details": [
                  {
                    "code": "dependency_bot_commits",
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                    }
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 7",
                "points": 7,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
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            "notes": [],
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            "inputs": {
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              "largest_source_bytes": 104256,
              "source_files_sampled": 694,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/694 source files over 60KB",
                "points": 54.4,
                "status": "partial",
                "details": [
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                    "code": "oversized_source_files",
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                      "oversized": 8
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            "key": "ai_interfaces",
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            "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": [],
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              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
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              },
              {
                "key": "runnable_examples",
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                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
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                    "params": {
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                ],
                "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": [],
  "report_type": "repository",
  "generated_at": "2026-07-22T01:51:57.445378Z",
  "schema_version": "0.26.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/n/networkx/networkx.svg",
  "full_name": "networkx/networkx",
  "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 v0.26.0 — full methodology · metrics wiki.
How one result sits in the wider record: aggregate statistics — PyPI.
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