Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-09-11 17:05 UTC

qualixar / superlocalmemory

Open-source governed, local-first memory control plane for AI agents and teams. arXiv:2608.08253

PythonAGPL-3.0★ 224 stars⑂ 35 forkssince Feb 2026View on GitHub ↗
KindCommand-line toolLibraryMCP serverNetwork servicehow this is determined

qualixar/superlocalmemory holds a health index of 86 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (88/100) and lowest on Sustainability & Governance (55/100). It was last updated 8 days ago. A single contributor accounts for most of its recent work.

86
overall / 100
Excellent

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean, calibrated against the distribution of the public record so bands carry percentile meaning; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At Risk ceiling of 34.

86
Exceptional93-100The record's top tier (≈ top 5%); essentially all checked criteria met
Excellent80-92Strong across the board; minor gaps
Good65-79Healthy; gaps are limited and manageable
Moderate50-64Acceptable with notable gaps; review recommended
Weak35-49Material weaknesses across several areas
At Risk20-34Significant weaknesses; adoption warrants caution
Critical1-19Severe problems (abandoned, single-maintainer, no hygiene)
VitalityCommunity &AdoptionSustainability &GovernanceEngineeringQualitySecurityAI Readiness

Score profile

Each axis is a category. The shape matters more than the average — a healthy subject fills the whole shape, while a spike-and-crater profile means strength in one dimension is masking risk in another.

The weighted overall 72 is calibrated to 86 on the published index scale (record calibration 2026-08-02).

Ownership

QualixarOrganization
18 followers16 public repossince Mar 2026

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

Package ecosystems

Metrics by category

Vitality

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

85Excellent · 21% of overall
How it's scored
28.8/36Push recency — last push 8 days ago
20.8/36Commit cadence — 30/52 weeks with commits
18/18Commit volume — 1,240 commits in the last year
0/10OpenSSF Scorecard: Maintained — no data
Inputs used
commits_last_year1,240
human_commit_share1
days_since_last_push8
active_weeks_last_year30

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 48 releases published
36/36Release recency — latest release 8 days ago
27/27Release cadence — a release every ~1.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count48
latest_release_tagv4.1.14
releases_from_tagsno
days_since_latest_release8
mean_days_between_releases1.9

Community & Adoption

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

64Moderate · 17% of overall
How it's scored
38.1/60Stars — 224 stars
12.8/25Forks — 35 forks
4.3/15Watchers — 7 watchers
Inputs used
forks35
stars224
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (AGPL-3.0)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges15
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno
How it's scored
54.6/80Monthly downloads — 12,413 downloads/month across npm, pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagessuperlocalmemory, superlocalmemory
dependents—
ecosystemsnpm, pypi
total_downloads—
monthly_downloads12,413
unverified_packages_excluded—
Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.

Sustainability & Governance

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

55Moderate · 23% of overall
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.6/22.5Commit distribution — top contributor authored 98% of commits
9.5/13.5Contributor breadth — 7 contributors
0/10OpenSSF Scorecard: Contributors — no data
Inputs used
bus_factor1
contributors_sampled7
top_contributor_share0.975
How it's scored
37.9/42Issue resolution — 90% of issues closed
16.5/30PR acceptance — 33/60 decided PRs merged
0/13Newcomer PR acceptance — 0/1 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — no data
Inputs used
merged_prs33
open_issues7
closed_issues65
prs_merged_7d0
prs_decided_7d0
prs_merged_30d3
prs_decided_30d6
issue_closed_ratio0.903
closed_unmerged_prs27
first_time_authors_30d1
first_time_prs_merged_30d0
first_time_prs_decided_30d1
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
9.2/25Owner reach — 18 followers of qualixar
10/25Track record — 16 public repos, account ~0 yr old
Inputs used
followers18
owner_typeOrganization
is_verifiedno
owner_loginqualixar
public_repos16
account_age_days193

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on npm, pypi
35/35Publish recency — latest publish 8 days ago
20/20Version history — 233 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagessuperlocalmemory, superlocalmemory
ecosystemsnpm, pypi
any_deprecatedno
min_days_since_publish8

Engineering Quality

Are baseline engineering and documentation practices in place?

88Excellent · 19% of overall
How it's scored
24/24CI workflows — 4 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
0/9.6Pre-commit hooks
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — no data
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://www.superlocalmemory.com
10/10Repository description
10/10Topics — 15 topics
10/10Wiki
Inputs used
topicsknowledge-graph, local-first, agent-memory, agent-reliability, ai-agents, claude-code, cursor, llm-memory, mcp, mcp-server, persistent-memory, qualixar, semantic-search, vector-search, windsurf
has_wikiyes
homepagehttps://www.superlocalmemory.com
docs_sitehttps://www.superlocalmemory.com
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

64Moderate · 16% of overall
How it's scored
30/30Security policy (SECURITY.md)
0/25Dependabot config
25/25Dependency lockfiles — package-lock.json, uv.lock
0/20CodeQL workflow
Inputs used
sourcefile_signals
lockfilespackage-lock.json, uv.lock
manifestspackage.json, plugin-src/requirements.txt, plugin/requirements.txt, pyproject.toml
has_codeql_workflowno
has_security_policyyes
has_dependabot_configno

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages22
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the npm:superlocalmemory@4.1.14 runtime dependency closure — what installing the published package pulls in — 22 packages. Reachability is not analyzed.

AI Readiness

How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

79Good · 4% of overall
How it's scored
45/45Agent instructions — AGENTS.md, codex-plugin/AGENTS.md, plugin-src/rules/AGENTS.md, plugin/CLAUDE.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://www.superlocalmemory.com/llms.txt)
40/40Legible commit history — 100 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtyes
llms_txt_urlhttps://www.superlocalmemory.com/llms.txt
legible_history_share1
agent_instruction_filesAGENTS.md, codex-plugin/AGENTS.md, plugin-src/rules/AGENTS.md, plugin/CLAUDE.md
agent_instruction_max_bytes10,678
How it's scored
18/18One-command bootstrap — Makefile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
0/11Static type checking
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 55 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — no data
Inputs used
has_nixno
has_testsyes
lockfilespackage-lock.json, uv.lock
has_dockerfileno
typed_languageno
bootstrap_filesMakefile
has_devcontainerno
has_linter_configyes
typecheck_configs—
agent_commit_share0.55
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
0/45Type-checkable code — Python without a type-check config
54.5/55Manageable file sizes — 17/1,820 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes296,448
source_files_sampled1,820
oversized_source_files17
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples
Inputs used
example_dirsexamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

224GitHub stars
7contributors
1,240commits, last 12 months
8days since last push
48releases
1bus factor
7open issues
npm, PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • pypi download statistics for 'superlocalmemory' unavailable this scan (stats endpoint failed after retries); adoption may be under-evidenced
  • pypi download figures for superlocalmemory carried forward from the previous scan (stats endpoint unavailable this scan)
  • OpenSSF Scorecard timed out after 240s; skipping Scorecard checks

More detail

Star and fork history 0 ★ / 35 ⇿
0Stars
35Forks
43Releases

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.

01325383522026-022026-052026-09
Major 1Minor 5Patch 37
Direct dependencies 39
RegistryPackageVersion constraintManifest
npmdocx^9.5.1package.json
PyPIhttpx==0.28.1pyproject.toml
PyPInumpy==2.4.4pyproject.toml
PyPIscipy==1.17.1pyproject.toml
PyPInetworkx==3.6.1pyproject.toml
PyPImcp==2.0.0pyproject.toml
PyPIjsonschema==4.26.0pyproject.toml
PyPIpython-dateutil==2.9.0.post0pyproject.toml
PyPIrank-bm25==0.2.2pyproject.toml
PyPIvadersentiment==3.3.2pyproject.toml
PyPIeinops==0.8.2pyproject.toml
PyPIfastapi==0.139.2pyproject.toml
PyPIuvicorn==0.46.0pyproject.toml
PyPIwebsockets==16.0pyproject.toml
PyPIzeroconf>=0.140pyproject.toml
PyPIlightgbm==4.6.0pyproject.toml
PyPIorjson==3.11.9pyproject.toml
PyPItomli-w==1.2.0pyproject.toml
PyPItree-sitter==0.25.2pyproject.toml
PyPItree-sitter-language-pack==0.13.0pyproject.toml
PyPIrustworkx==0.17.1pyproject.toml
PyPIwatchdog==5.0.3pyproject.toml
PyPIpsutil==7.2.2pyproject.toml
PyPIstructlog==25.5.0pyproject.toml
PyPIportalocker==3.2.0pyproject.toml
PyPIpywin32==311pyproject.toml
PyPIcryptography==50.0.0pyproject.toml
PyPIsentence-transformers==5.3.0pyproject.toml
PyPIoptimum==2.1.0pyproject.toml
PyPIonnxruntime==1.24.4pyproject.toml
PyPItransformers==5.5.4pyproject.toml
PyPIhuggingface_hub==1.5.0pyproject.toml
PyPItorch==2.11.0pyproject.toml
PyPIscikit-learn==1.8.0pyproject.toml
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PyPIpycozo==0.3.0pyproject.toml
PyPIllmlingua==0.2.2pyproject.toml
PyPInltk==3.10.0pyproject.toml
All dependencies 276

Full resolved dependency set from the GitHub dependency graph: 45 direct and 231 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
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PyPIcryptography50.0.0direct
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PyPIhttpx0.28.1direct
PyPIhuggingface-hub0.36.2direct
PyPIhuggingface-hub1.5.0direct
PyPIjsonschema4.26.0direct
PyPIlancedb0.30.2direct
PyPIlightgbm4.6.0direct
PyPIllmlingua0.2.2direct
PyPImcp1.27.1direct
PyPImcp2.0.0direct
PyPInetworkx3.6.1direct
PyPInltk3.10.0direct
PyPInumpy2.4.4direct
PyPIonnxruntime1.24.4direct
PyPIoptimum2.1.0direct
PyPIorjson3.11.9direct
PyPIportalocker3.2.0direct
PyPIpsutil7.2.2direct
PyPIpycozo0.3.0direct
PyPIpython-dateutil2.9.0.post0direct
PyPIpywin32311direct
PyPIrank-bm250.2.2direct
PyPIrustworkx0.17.1direct
PyPIscikit-learn1.8.0direct
PyPIscipy1.17.1direct
PyPIsentence-transformers5.3.0direct
PyPIsqlite-vec0.1.9direct
PyPIstructlog25.5.0direct
PyPItomli-w1.2.0direct
PyPItorch2.11.0direct
PyPItransformers4.57.6direct
PyPItransformers5.5.4direct
PyPItree-sitter0.25.2direct
PyPItree-sitter-language-pack0.13.0direct
PyPIuvicorn0.46.0direct
PyPIvadersentiment3.3.2direct
PyPIwatchdog5.0.3direct
PyPIwebsockets16.0direct
PyPIzeroconf—direct
PyPIzeroconf0.149.16direct
npm@asamuzakjp/css-color5.1.11indirect
npm@asamuzakjp/dom-selector7.1.1indirect
npm@asamuzakjp/generational-cache1.0.1indirect
npm@asamuzakjp/nwsapi2.3.9indirect
npm@bramus/specificity2.4.2indirect
npm@csstools/color-helpers6.0.2indirect
npm@csstools/css-calc3.2.1indirect
npm@csstools/css-color-parser4.1.7indirect
npm@csstools/css-parser-algorithms4.0.0indirect
npm@csstools/css-syntax-patches-for-csstree1.1.5indirect
npm@csstools/css-tokenizer4.0.0indirect
npm@exodus/bytes1.15.1indirect
npm@types/node25.9.5indirect
npmbidi-js1.0.3indirect
npmcore-util-is1.0.3indirect
npmcss-tree3.2.1indirect
npmdata-urls7.0.0indirect
npmdecimal.js10.6.0indirect
npmentities8.0.0indirect
npmhash.js1.1.7indirect
npmhtml-encoding-sniffer6.0.0indirect
npmimmediate3.0.6indirect
npminherits2.0.4indirect
npmis-potential-custom-element-name1.0.1indirect
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npmjsdom29.1.1indirect
npmjszip3.10.1indirect
npmlie3.3.0indirect
npmlru-cache11.5.1indirect
npmmdn-data2.27.1indirect
npmminimalistic-assert1.0.1indirect
npmnanoid5.1.16indirect
npmpako1.0.11indirect
npmparse58.0.1indirect
npmprocess-nextick-args2.0.1indirect
npmpunycode2.3.1indirect
npmreadable-stream2.3.8indirect
npmrequire-from-string2.0.2indirect
npmsafe-buffer5.1.2indirect
npmsax1.4.4indirect
npmsaxes6.0.0indirect
npmsetimmediate1.0.5indirect
npmsource-map-js1.2.1indirect
npmstring_decoder1.1.1indirect
npmsymbol-tree3.2.4indirect
npmtldts7.4.3indirect
npmtldts-core7.4.3indirect
npmtough-cookie6.0.1indirect
npmtr466.0.0indirect
npmundici7.28.0indirect
npmundici-types7.24.6indirect
npmutil-deprecate1.0.2indirect
npmw3c-xmlserializer5.0.0indirect
npmwebidl-conversions8.0.1indirect
npmwhatwg-mimetype5.0.0indirect
npmwhatwg-url16.0.1indirect
npmxml1.0.1indirect
npmxml-js1.6.11indirect
npmxml-name-validator5.0.0indirect
npmxmlchars2.2.0indirect
PyPIaccelerate1.14.0indirect
PyPIagent-framework-core—indirect
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PyPIattrs26.1.0indirect
PyPIautogen-agentchat—indirect
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PyPIbuild—indirect
PyPIbuild1.5.0indirect
PyPIcertifi2026.4.22indirect
PyPIcffi2.0.0indirect
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PyPIclick8.4.0indirect
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PyPIcrewai—indirect
PyPIcuda-bindings13.2.0indirect
PyPIcuda-pathfinder1.5.4indirect
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PyPIdnspython2.8.0indirect
PyPIdocutils0.22.4indirect
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PyPIfsspec2026.4.0indirect
PyPIgeoopt—indirect
PyPIgoogle-adk—indirect
PyPIgoogle-api-core2.30.3indirect
PyPIgoogle-api-python-client—indirect
PyPIgoogle-api-python-client2.196.0indirect
PyPIgoogle-auth2.53.0indirect
PyPIgoogle-auth-httplib20.4.0indirect
PyPIgoogle-auth-oauthlib—indirect
PyPIgoogle-auth-oauthlib1.4.0indirect
PyPIgoogleapis-common-protos1.75.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.5.0indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.5.0indirect
PyPIhttplib20.31.2indirect
PyPIhttptools0.7.1indirect
PyPIhttpx22.5.0indirect
PyPIicalendar—indirect
PyPIicalendar7.1.1indirect
PyPIid1.6.1indirect
PyPIidna3.18indirect
PyPIifaddr0.2.0indirect
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PyPIitsdangerous2.2.0indirect
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PyPIjinja23.1.6indirect
PyPIjoblib1.5.3indirect
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PyPIkeyring—indirect
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PyPIlangchain-core—indirect
PyPIlanggraph—indirect
PyPIllama-index-core—indirect
PyPImarkdown-it-py4.2.0indirect
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PyPInvidia-cufile1.15.1.6indirect
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PyPInvidia-cusolver12.0.4.66indirect
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PyPInvidia-cusparselt-cu130.8.0indirect
PyPInvidia-nccl-cu132.28.9indirect
PyPInvidia-nvjitlink13.0.88indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPIoauthlib3.3.1indirect
PyPIopenai-agents—indirect
PyPIopentelemetry-api1.44.0indirect
PyPIoverrides7.7.0indirect
PyPIpackaging26.2indirect
PyPIpluggy1.6.0indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf7.34.1indirect
PyPIpyarrow25.0.0indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
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PyPIpyjwt2.13.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyproject-hooks1.2.0indirect
PyPIpytest—indirect
PyPIpytest9.0.3indirect
PyPIpytest-asyncio—indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-cov—indirect
PyPIpytest-cov7.1.0indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-multipart—indirect
PyPIpython-multipart0.0.32indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpyyaml6.0.3indirect
PyPIreadme-renderer44.0indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.5.9indirect
PyPIrequests2.34.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrfc39862.0.0indirect
PyPIrich15.0.0indirect
PyPIrich-toolkit0.19.9indirect
PyPIrignore0.7.6indirect
PyPIrpds-py0.30.0indirect
PyPIsafetensors0.8.0indirect
PyPIsecretstorage3.5.0indirect
PyPIsemantic-kernel—indirect
PyPIsentry-sdk2.60.0indirect
PyPIsetuptools—indirect
PyPIsetuptools81.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsse-starlette3.4.4indirect
PyPIstarlette1.3.1indirect
PyPIsuperlocalmemory—indirect
PyPIsuperlocalmemory4.1.14indirect
PyPIsympy1.14.0indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken—indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.22.2indirect
PyPItomli2.4.1indirect
PyPItqdm4.67.3indirect
PyPItree-sitter-c-sharp0.23.5indirect
PyPItree-sitter-embedded-template0.25.0indirect
PyPItree-sitter-yaml0.7.2indirect
PyPItriton3.6.0indirect
PyPItruststore0.10.4indirect
PyPItwine—indirect
PyPItwine6.2.0indirect
PyPItyper0.25.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2026.2indirect
PyPIuritemplate4.2.0indirect
PyPIurllib32.7.0indirect
PyPIuvloop0.22.1indirect
PyPIwatchfiles1.2.0indirect
PyPIwheel0.46.3indirect
PyPIzipp3.23.1indirect
Dependency advisories 0

Installing npm:superlocalmemory@4.1.14 pulls in 22 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

An advisory means the version recorded in the dependency graph falls inside an advisory’s affected range. Reachability is not analysed, and the graph includes development and test pins — a finding may concern tooling rather than shipped software.

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Scores are signals, not warranties. They reflect publicly visible practices on GitHub — not a code audit, and not a security guarantee.

Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.34.0 — full methodology · metrics wiki.

How one result sits in the wider record: aggregate statistics — npm, PyPI.