Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-20 06:04 UTC

UiPath / uipath-langchain-python

Python SDK that enables developers to build and deploy LangGraph agents to the UiPath Cloud Platform

PythonMIT★ 74 stars⑂ 35 forkssince Apr 2025View on GitHub ↗
KindPluginLibraryMCP serverhow this is determined

UiPath/uipath-langchain-python holds a health index of 97 out of 100, placing it in the Exceptional band. It scores highest on Engineering Quality (100/100) and lowest on Security (64/100). It was last updated today. 6 contributors account for most of its recent work.

97
overall / 100
Exceptional

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.

97
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 85 is calibrated to 97 on the published index scale (record calibration 2026-08-02).

Ownership

UiPathOrganization · verified domain
731 followers106 public repossince Aug 2010

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIuipath-langchain0.18.44905,1065953 days ago

Metrics by category

Vitality

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

93Exceptional · 21% of overall

Development activity

100Exceptional
How it's scored
36/36Push recency — last push 0 days ago
36/36Commit cadence — 52/52 weeks with commits
18/18Commit volume — 807 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year807
human_commit_share1
days_since_last_push0
active_weeks_last_year52
How it's scored
27/27Ships releases — 3 releases published
27/36Release recency — latest release 179 days ago
19.8/27Release cadence — a release every ~74 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count3
latest_release_tagv0.10.0
releases_from_tagsno
days_since_latest_release179
mean_days_between_releases74
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?

68Good · 17% of overall
How it's scored
30.2/60Stars — 74 stars
12.8/25Forks — 35 forks
3.9/15Watchers — 6 watchers
Inputs used
forks35
stars74
watchers6
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
0/13.5Code of conduct
0/7.2Issue template
0/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges3
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno
How it's scored
79.4/80Monthly downloads — 905,106 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesuipath-langchain
dependents—
ecosystemspypi
total_downloads—
monthly_downloads905,106
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?

91Excellent · 23% of overall
How it's scored
48.6/54Bus factor — 6 contributor(s) cover half of all commits
18.8/22.5Commit distribution — top contributor authored 16% of commits
13.5/13.5Contributor breadth — 71 contributors
10/10OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations
Inputs used
bus_factor6
contributors_sampled71
top_contributor_share0.164
How it's scored
27.2/42Issue resolution — 65% of issues closed
23.7/30PR acceptance — 804/1,016 decided PRs merged
13/13Newcomer PR acceptance — 5/5 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs804
open_issues18
closed_issues33
prs_merged_7d15
prs_decided_7d15
prs_merged_30d47
prs_decided_30d49
issue_closed_ratio0.647
closed_unmerged_prs212
first_time_authors_30d3
first_time_prs_merged_30d5
first_time_prs_decided_30d5
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
20.6/25Owner reach — 731 followers of UiPath
25/25Track record — 106 public repos, account ~16 yr old
Inputs used
followers731
owner_typeOrganization
is_verifiedyes
owner_loginUiPath
public_repos106
account_age_days5,899

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 1 package(s) on pypi
35/35Publish recency — latest publish 3 days ago
20/20Version history — 595 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesuipath-langchain
ecosystemspypi
any_deprecatedno
min_days_since_publish3

Engineering Quality

Are baseline engineering and documentation practices in place?

100Exceptional · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 12 workflow(s)
24/24Tests present
16/16Linter config — pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigyes
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://uipath.github.io/uipath-python/langchain/quick_start/
10/10Repository description
10/10Topics — 4 topics
10/10Wiki
Inputs used
topicslangchain, langgraph, uipath, python
has_wikiyes
homepagehttps://uipath.github.io/uipath-python/langchain/quick_start/
docs_sitehttps://uipath.github.io/uipath-python/langchain/quick_start/
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
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 5 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
5/5Pinned-Dependencies — all dependencies are pinned
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 55 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate6.8
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
6.5/35Direct dependencies free of known advisories — 6 affected: datamodel-code-generator 0.76.0 (high 7.5), datamodel-code-generator 0.80.0 (high 7.5), httpx2 2.9.1 (high 8.1), +3 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
30.2/40No advisories left outstanding — 2 advisory-carrying package(s) unaddressed past 90 days; oldest published 122 days ago
Inputs used
sourceosv
advisories128
affected_packages24
assessed_packages347
unassessed_packages58
affected_by_severitycritical 3, high 18, moderate 3
direct_affected_packages6
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 347 resolved dependencies against OSV. 58 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? Carries a deliberately small weight (4%): agent tooling is a real maintenance signal, but a repository with none can still reach 100/100.

96Exceptional · 4% of overall
How it's scored
45/45Agent instructions — .cursorrules, .github/copilot-instructions.md, CLAUDE.md, src/uipath_langchain/_resources/AGENTS.md, src/uipath_langchain/agent/tools/mcp/claude.md, template/AGENTS.md, template/CLAUDE.md, tests/agent/tools/test_mcp/claude.md
15/15Machine-readable docs (llms.txt) — llms.txt served by the project website (https://uipath.github.io/uipath-python/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://uipath.github.io/uipath-python/llms.txt
legible_history_share1
agent_instruction_files.cursorrules, .github/copilot-instructions.md, CLAUDE.md, src/uipath_langchain/_resources/AGENTS.md, src/uipath_langchain/agent/tools/mcp/claude.md, template/AGENTS.md, template/CLAUDE.md, tests/agent/tools/test_mcp/claude.md
agent_instruction_max_bytes52,049
How it's scored
18/18One-command bootstrap — justfile
22/22Automated tests
11/11Lint / format config — pyproject.toml ([tool.ruff])
11/11Static type checking — src/uipath_langchain/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 54 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
10/10OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_filesjustfile
has_devcontainerno
has_linter_configyes
typecheck_configssrc/uipath_langchain/py.typed
agent_commit_share0.54
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (src/uipath_langchain/py.typed)
54.6/55Manageable file sizes — 4/507 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes110,409
source_files_sampled507
oversized_source_files4
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
20/20MCP server
40/40Runnable examples — samples
Inputs used
example_dirssamples
has_mcp_signalyes
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto). Remaining weights renormalized.

Key facts

74GitHub stars
71contributors
807commits, last 12 months
0days since last push
3releases
6bus factor
18open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 20 authors (cap 12)
  • Could not fetch pypi package 'uipath-langchain-template-agent' from its registry

More detail

Star and fork history 0 ★ / 35 ⇿
0Stars
35Forks
3Releases

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.

01325383532025-042026-012026-09
Major 0Minor 3Patch 0

Each point covers 2 days.

OpenSSF Scorecard 6.8 / 10
6.8aggregate

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 · 2026-10-20 06:03 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 5 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 1 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
10Pinned-Dependenciesall dependencies are pinned
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities55 existing vulnerabilities detected
Direct dependencies 25
RegistryPackageVersion constraintManifest
PyPIuipath>=2.14.40, <2.15.0pyproject.toml
PyPIuipath-core>=0.5.33, <0.6.0pyproject.toml
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PyPIuipath-langchain>=0.18.0, <0.19.0template/pyproject.toml
All dependencies 405

Full resolved dependency set from the GitHub dependency graph: 57 direct and 348 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIlanggraph-sdk0.4.2indirect
PyPIlanggraph-sdk0.4.4indirect
PyPIlangsmith0.12.2indirect
PyPIlangsmith0.12.4indirect
PyPIlibrt0.11.0indirect
PyPIlinkify-it-py2.1.0indirect
PyPIlitellm1.89.3indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.3indirect
PyPImcp-types2.0.0indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImermaid-builder0.0.3indirect
PyPImockito2.0.4indirect
PyPImore-itertools11.1.0indirect
PyPImsal1.37.0indirect
PyPImsal-extensions1.3.1indirect
PyPImsgpack1.1.2indirect
PyPImsgpack1.2.1indirect
PyPImultidict6.7.1indirect
PyPImypy—indirect
PyPImypy2.1.0indirect
PyPImypy-extensions1.1.0indirect
PyPInodeenv1.10.0indirect
PyPInumexpr2.14.1indirect
PyPInumpy—indirect
PyPInumpy2.4.4indirect
PyPInumpy2.4.6indirect
PyPIopenai2.32.0indirect
PyPIopenai2.43.0indirect
PyPIopeninference-instrumentation0.1.53indirect
PyPIopeninference-instrumentation0.1.63indirect
PyPIopeninference-semantic-conventions0.1.30indirect
PyPIopeninference-semantic-conventions0.1.37indirect
PyPIopentelemetry-api1.41.0indirect
PyPIopentelemetry-api1.42.1indirect
PyPIopentelemetry-instrumentation0.62b0indirect
PyPIopentelemetry-instrumentation0.63b1indirect
PyPIopentelemetry-sdk1.41.0indirect
PyPIopentelemetry-sdk1.42.1indirect
PyPIopentelemetry-semantic-conventions0.62b0indirect
PyPIopentelemetry-semantic-conventions0.63b1indirect
PyPIorjson3.11.8indirect
PyPIorjson3.11.9indirect
PyPIormsgpack1.12.2indirect
PyPIpackaging26.1indirect
PyPIpackaging26.2indirect
PyPIpathlib1.0.1indirect
PyPIpathspec1.1.1indirect
PyPIpexpect—indirect
PyPIplatformdirs4.10.0indirect
PyPIplatformdirs4.9.6indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit—indirect
PyPIpre-commit4.6.0indirect
PyPIpropcache0.4.1indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.27.2indirect
PyPIproto-plus1.28.0indirect
PyPIprotobuf5.29.6indirect
PyPIprotobuf6.33.6indirect
PyPIpy-cpuinfo9.0.0indirect
PyPIpyarrow22.0.0indirect
PyPIpyarrow23.0.1indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser3.0indirect
PyPIpydantic—indirect
PyPIpydantic2.13.3indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-core2.46.3indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-function-models0.1.12indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.13.0indirect
PyPIpyjwt2.14.0indirect
PyPIpyparsing3.3.2indirect
PyPIpyperclip1.11.0indirect
PyPIpysignalr1.3.0indirect
PyPIpyte—indirect
PyPIpytest—indirect
PyPIpytest9.0.3indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio—indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-benchmark5.2.3indirect
PyPIpytest-codspeed4.4.0indirect
PyPIpytest-cov—indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-httpx—indirect
PyPIpytest-httpx0.36.2indirect
PyPIpytest-mock—indirect
PyPIpytest-mock3.15.1indirect
PyPIpytest-recording0.13.4indirect
PyPIpytest-socket0.7.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.4.2indirect
PyPIpython-engineio4.13.3indirect
PyPIpython-engineio4.14.0indirect
PyPIpython-multipart—indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-socketio5.16.3indirect
PyPIpython-socketio5.16.4indirect
PyPIpytokens0.4.1indirect
PyPIpywin32311indirect
PyPIpywin32312indirect
PyPIpywinpty3.0.3indirect
PyPIpyyaml6.0.3indirect
PyPIquickjs-rs0.2.5indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.4.4indirect
PyPIregex2026.5.9indirect
PyPIrequests2.33.1indirect
PyPIrequests2.34.2indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich15.0.0indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.5.1indirect
PyPIruff—indirect
PyPIruff0.15.18indirect
PyPIrust-just—indirect
PyPIrust-just1.53.0indirect
PyPIs3transfer0.16.1indirect
PyPIs3transfer0.19.0indirect
PyPIsetuptools—indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsqlalchemy—indirect
PyPIsqlite-vec0.1.9indirect
PyPIsqlparse0.5.5indirect
PyPIsqlparse0.6.0indirect
PyPIsse-starlette3.3.4indirect
PyPIsse-starlette3.4.5indirect
PyPIstarlette—indirect
PyPIstarlette1.6.0indirect
PyPIsyrupy5.1.0indirect
PyPItavily-python—indirect
PyPItenacity9.1.4indirect
PyPItextual7.5.0indirect
PyPItiktoken0.12.0indirect
PyPItiktoken0.13.0indirect
PyPItokenizers0.23.1indirect
PyPItomli2.4.1indirect
PyPItqdm4.67.3indirect
PyPItqdm4.68.3indirect
PyPItruststore0.10.4indirect
PyPItypeguard4.6.0indirect
PyPItyper0.24.2indirect
PyPItyper0.25.1indirect
PyPItypes-awscrt0.31.3indirect
PyPItypes-awscrt0.34.1indirect
PyPItypes-jsonschema4.26.0.20260518indirect
PyPItypes-protobuf6.32.1.20260221indirect
PyPItypes-s3transfer0.16.0indirect
PyPItypesafe-sdk—indirect
PyPItyping-extensions—indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspection0.4.2indirect
PyPIuc-micro-py2.0.0indirect
PyPIuipath-dev—indirect
PyPIuipath-dev0.0.85indirect
PyPIuipath-ipc2.5.2indirect
PyPIuipath-langchain-template-agent0.0.1indirect
PyPIurllib32.6.3indirect
PyPIurllib32.7.0indirect
PyPIuuid-utils0.14.1indirect
PyPIuuid-utils0.16.2indirect
PyPIuvicorn—indirect
PyPIuvicorn0.46.0indirect
PyPIuvicorn0.49.0indirect
PyPIuvloop0.22.1indirect
PyPIvadersentiment3.3.2indirect
PyPIvalidators0.35.0indirect
PyPIvcrpy8.1.1indirect
PyPIvirtualenv—indirect
PyPIvirtualenv21.5.1indirect
PyPIwasmtime48.0.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwcmatch11.0.1indirect
PyPIwebsockets15.0.1indirect
PyPIwrapt1.17.3indirect
PyPIwrapt2.2.2indirect
PyPIwsproto1.3.2indirect
PyPIxxhash3.6.0indirect
PyPIxxhash3.7.0indirect
PyPIyarl1.23.0indirect
PyPIyarl1.24.2indirect
PyPIzipp3.23.1indirect
PyPIzipp4.1.0indirect
PyPIzstandard0.25.0indirect
Dependency advisories 24

This repository publishes no package the index resolves, so its own dependency graph was assessed — 347 packages, which also include development and test pins that never ship: 24 carry known advisories, of which 6 are direct. 58 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
anyio4.13.0indirectcritical44.14.2
anyio4.14.0indirectcritical64.14.2
pyjwt2.13.0indirectcritical282.15.0
datamodel-code-generator0.76.0directhigh20.81.0
datamodel-code-generator0.80.0directhigh20.81.0
httpx22.9.1directhigh102.12.0
mcp1.26.0directhigh72.2.0
mcp2.0.0directhigh12.2.0
aiohttp3.14.3indirecthigh33.14.4
cryptography46.0.7indirecthigh750.0.0
httpcore22.9.1indirecthigh22.10.0
langgraph-sdk0.4.2indirecthigh20.4.4
msgpack1.1.2indirecthigh21.2.1
pyarrow22.0.0indirecthigh223.0.1
pyasn10.6.3indirecthigh60.6.4
pyjwt2.14.0indirecthigh42.15.0
sqlparse0.5.5indirecthigh100.6.0
urllib32.6.3indirecthigh102.8.0
urllib32.7.0indirecthigh62.8.0
vcrpy8.1.1indirecthigh18.2.1
virtualenv21.5.1indirecthigh821.7.13
pydantic-settings2.14.0directmoderate12.14.2
litellm1.89.3indirectmoderate21.96.2
multidict6.7.1indirectmoderate26.9.1

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

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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 — PyPI.