Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-20 11:55 UTC

UiPath / uipath-integrations-python

A collection of Python SDKs that enable developers to build and deploy agents to the UiPath Cloud Platform using different agent frameworks

PythonMIT★ 10 stars⑂ 12 forkssince May 2025View on GitHub ↗
KindPluginLibraryhow this is determined

UiPath/uipath-integrations-python holds a health index of 89 out of 100, placing it in the Excellent band. It scores highest on Engineering Quality (90/100) and lowest on Community & Adoption (49/100). It was last updated today. 2 contributors account for most of its recent work.

89
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.

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

Ownership

UiPathOrganization · verified domain
730 followers107 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-claude-sdk0.1.032170 days ago
PyPIuipath-google-adk0.1.1793100 days ago
PyPIuipath-llamaindex0.6.22,512690 days ago
PyPIuipath-pydantic-ai0.1.27380 days ago
PyPIuipath-openai-agents0.1.2408140 days ago
PyPIuipath-agent-framework0.1.1668140 days ago

Metrics by category

Vitality

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

86Excellent · 21% of overall
How it's scored
36/36Push recency — last push 0 days ago
27.7/36Commit cadence — 40/52 weeks with commits
18/18Commit volume — 224 commits in the last year
10/10OpenSSF Scorecard: Maintained — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year224
human_commit_share1
days_since_last_push0
active_weeks_last_year40
How it's scored
27/27Ships releases — 2 releases published
16.2/36Release recency — latest release 290 days ago
27/27Release cadence — a release every ~33.8 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count2
latest_release_tagv0.3.0
releases_from_tagsno
days_since_latest_release290
mean_days_between_releases33.8
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?

49Weak · 17% of overall
How it's scored
15.5/60Stars — 10 stars
8.7/25Forks — 12 forks
0/15Watchers — 2 watchers
Inputs used
forks12
stars10
watchers2
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_badges12
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicesshields.io
has_pull_request_templateno
How it's scored
48.7/80Monthly downloads — 4,486 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesuipath-claude-sdk, uipath-google-adk, uipath-llamaindex, uipath-pydantic-ai, uipath-openai-agents, uipath-agent-framework
dependents—
ecosystemspypi
total_downloads—
monthly_downloads4,486
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?

76Good · 23% of overall
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
12.8/22.5Commit distribution — top contributor authored 43% of commits
13.5/13.5Contributor breadth — 18 contributors
10/10OpenSSF Scorecard: Contributors — project has 6 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled18
top_contributor_share0.431
How it's scored
8.4/42Issue resolution — 20% of issues closed
18.2/30PR acceptance — 157/259 decided PRs merged
13/13Newcomer PR acceptance — 1/1 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs157
open_issues8
closed_issues2
prs_merged_7d1
prs_decided_7d1
prs_merged_30d1
prs_decided_30d1
issue_closed_ratio0.2
closed_unmerged_prs102
first_time_authors_30d1
first_time_prs_merged_30d1
first_time_prs_decided_30d1
How it's scored
30/30Ownership backing — organization-owned
20/20Verified domain
20.6/25Owner reach — 730 followers of UiPath
25/25Track record — 107 public repos, account ~16 yr old
Inputs used
followers730
owner_typeOrganization
is_verifiedyes
owner_loginUiPath
public_repos107
account_age_days5,899

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 6 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 69 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesuipath-claude-sdk, uipath-google-adk, uipath-llamaindex, uipath-pydantic-ai, uipath-openai-agents, uipath-agent-framework
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

90Excellent · 19% of overall

Engineering practices

100Exceptional
How it's scored
24/24CI workflows — 10 workflow(s)
24/24Tests present
16/16Linter config — packages/uipath-agent-framework/pyproject.toml ([tool.ruff]), packages/uipath-claude-sdk/pyproject.toml ([tool.ruff]), packages/uipath-google-adk/pyproject.toml ([tool.ruff]), packages/uipath-llamaindex/pyproject.toml ([tool.ruff]), packages/uipath-openai-agents/pyproject.toml ([tool.ruff]), packages/uipath-pydantic-ai/pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
6.4/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 12 out of 12 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
How it's scored
30/30README
0/25Documentation directory
15/15Documentation / homepage site — https://uipath.github.io/uipath-python/
10/10Repository description
10/10Topics — 6 topics
10/10Wiki
Inputs used
topicspython, uipath, openai-agents, llamaindex, google-adk, agent-framework
has_wikiyes
homepagehttps://uipath.github.io/uipath-python/
docs_sitehttps://uipath.github.io/uipath-python/
has_readmeyes
has_docs_dirno
has_descriptionyes

Security

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

63Moderate · 16% of overall
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
3/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 12 out of 12 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 6 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 — 18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
4/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
5/5SAST — SAST tool is run on all commits
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — no data
6.8/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 276 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate7.3
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.
How it's scored
2.9/35Direct dependencies free of known advisories — 9 affected: aiohttp 3.11.18 (critical 9.1), aiohttp 3.12.14 (critical 9.1), aiohttp 3.13.3 (critical 9.1), +6 more
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
15/40No advisories left outstanding — 8 advisory-carrying package(s) unaddressed past 90 days; oldest published 470 days ago
Inputs used
sourceosv
advisories1,632
affected_packages104
assessed_packages683
unassessed_packages23
affected_by_severitycritical 29, high 48, moderate 21, low 2, unknown 4
direct_affected_packages9
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 683 resolved dependencies against OSV. 23 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.

88Excellent · 4% of overall
How it's scored
45/45Agent instructions — packages/uipath-llamaindex/template/AGENTS.md, packages/uipath-llamaindex/template/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_filespackages/uipath-llamaindex/template/AGENTS.md, packages/uipath-llamaindex/template/CLAUDE.md
agent_instruction_max_bytes1,039
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — packages/uipath-agent-framework/pyproject.toml ([tool.ruff]), packages/uipath-claude-sdk/pyproject.toml ([tool.ruff]), packages/uipath-google-adk/pyproject.toml ([tool.ruff]), packages/uipath-llamaindex/pyproject.toml ([tool.ruff]), packages/uipath-openai-agents/pyproject.toml ([tool.ruff]), packages/uipath-pydantic-ai/pyproject.toml ([tool.ruff])
11/11Static type checking — packages/uipath-openai-agents/src/uipath_openai_agents/py.typed, packages/uipath-pydantic-ai/src/uipath_pydantic_ai/py.typed
10/10Reproducible environment — lockfile
10/10Demonstrated agent practice — 25 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
8/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 8
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileno
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configspackages/uipath-openai-agents/src/uipath_openai_agents/py.typed, packages/uipath-pydantic-ai/src/uipath_pydantic_ai/py.typed
agent_commit_share0.25
toolchain_manifests—
dependency_bot_commit_share0
How it's scored
27/45Type-checkable code — Python with type-check config (packages/uipath-openai-agents/src/uipath_openai_agents/py.typed, packages/uipath-pydantic-ai/src/uipath_pydantic_ai/py.typed)
54.8/55Manageable file sizes — 1/298 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes65,564
source_files_sampled298
oversized_source_files1
How it's scored
0/40API schema (OpenAPI/GraphQL/proto) — not applicable to this kind of software
0/20MCP server — not applicable to this kind of software
40/40Runnable examples — samples
Inputs used
example_dirssamples
has_mcp_signalno
api_schema_files—
interfaces_expected_of—
Excluded from scoring (no data or not applicable): API schema (OpenAPI/GraphQL/proto), MCP server. Remaining weights renormalized.

Key facts

10GitHub stars
18contributors
224commits, last 12 months
0days since last push
2releases
2bus factor
8open issues
—package ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Advisory severity resolved for 120 of 167 advisories (lookup cap); the remainder are reported as unknown severity

More detail

Star and fork history 0 ★ / 12 ⇿
0Stars
12Forks
2Releases

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.

0246810121112025-072026-012026-08
Major 0Minor 2Patch 0
OpenSSF Scorecard 7.3 / 10
7.3aggregate

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 11:55 UTC

10Binary-Artifactsno binaries found in the repo
4Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests12 out of 12 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 6 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained18 commit(s) and 2 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
8Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 8
10SASTSAST tool is run on all commits
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
9Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities276 existing vulnerabilities detected
Direct dependencies 40
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All dependencies 706

Full resolved dependency set from the GitHub dependency graph: 71 direct and 635 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIazure-monitor-opentelemetry1.6.9indirect
PyPIazure-monitor-opentelemetry-exporter1.0.0b36indirect
PyPIazure-monitor-opentelemetry-exporter1.0.0b40indirect
PyPIazure-storage-blob12.29.0b1indirect
PyPIbackports-tarfile1.2.0indirect
PyPIbanks2.1.2indirect
PyPIbanks2.1.3indirect
PyPIbanks2.4.0indirect
PyPIbanks2.4.1indirect
PyPIbeartype0.22.9indirect
PyPIbeautifulsoup44.13.4indirect
PyPIbeautifulsoup44.14.3indirect
PyPIbidict0.23.1indirect
PyPIboto31.40.61indirect
PyPIboto31.42.59indirect
PyPIcachetools7.0.1indirect
PyPIcaio0.9.25indirect
PyPIcertifi2025.4.26indirect
PyPIcertifi2025.7.14indirect
PyPIcertifi2026.1.4indirect
PyPIcertifi2026.2.25indirect
PyPIcertifi2026.6.17indirect
PyPIcffi1.17.1indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIchardet7.4.3indirect
PyPIcharset-normalizer3.4.2indirect
PyPIcharset-normalizer3.4.4indirect
PyPIcharset-normalizer3.4.7indirect
PyPIclick8.2.0indirect
PyPIclick8.2.1indirect
PyPIclick8.3.1indirect
PyPIclick8.3.2indirect
PyPIclick8.4.2indirect
PyPIclick8.5.0indirect
PyPIcloudpickle3.1.2indirect
PyPIcohere5.20.7indirect
PyPIcolorama0.4.6indirect
PyPIcoverage7.13.1indirect
PyPIcoverage7.13.3indirect
PyPIcoverage7.13.4indirect
PyPIcoverage7.13.5indirect
PyPIcoverage7.15.0indirect
PyPIcryptography45.0.2indirect
PyPIcryptography45.0.5indirect
PyPIcryptography46.0.3indirect
PyPIcryptography46.0.4indirect
PyPIcryptography46.0.5indirect
PyPIcryptography46.0.7indirect
PyPIcryptography49.0.0indirect
PyPIcyclopts4.6.0indirect
PyPIdataclasses-json0.6.7indirect
PyPIdefusedxml0.7.1indirect
PyPIdeprecated1.2.18indirect
PyPIdeprecated1.3.1indirect
PyPIdirtyjson1.0.8indirect
PyPIdistlib0.4.0indirect
PyPIdistlib0.4.3indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdocstring-parser0.17.0indirect
PyPIdocstring-parser0.18.0indirect
PyPIdocutils0.22.4indirect
PyPIemail-validator2.3.0indirect
PyPIeval-type-backport0.3.1indirect
PyPIexceptiongroup1.3.0indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecuting2.2.1indirect
PyPIfastapi0.129.0indirect
PyPIfastapi0.135.3indirect
PyPIfastavro1.12.1indirect
PyPIfastmcp3.0.2indirect
PyPIfilelock3.20.3indirect
PyPIfilelock3.24.3indirect
PyPIfilelock3.25.0indirect
PyPIfilelock3.29.5indirect
PyPIfiletype1.2.0indirect
PyPIfixedint0.1.6indirect
PyPIfrozenlist1.6.0indirect
PyPIfrozenlist1.7.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2025.5.0indirect
PyPIfsspec2025.7.0indirect
PyPIfsspec2026.2.0indirect
PyPIfsspec2026.3.0indirect
PyPIgenai-prices0.0.55indirect
PyPIgoogle-api-core2.30.0indirect
PyPIgoogle-api-python-client2.190.0indirect
PyPIgoogle-auth2.48.0indirect
PyPIgoogle-auth2.49.2indirect
PyPIgoogle-auth-httplib20.3.0indirect
PyPIgoogle-cloud-aiplatform1.138.0indirect
PyPIgoogle-cloud-appengine-logging1.8.0indirect
PyPIgoogle-cloud-audit-log0.4.0indirect
PyPIgoogle-cloud-bigquery3.40.1indirect
PyPIgoogle-cloud-bigquery-storage2.36.1indirect
PyPIgoogle-cloud-bigtable2.35.0indirect
PyPIgoogle-cloud-core2.5.0indirect
PyPIgoogle-cloud-discoveryengine0.13.12indirect
PyPIgoogle-cloud-iam2.21.0indirect
PyPIgoogle-cloud-logging3.13.0indirect
PyPIgoogle-cloud-monitoring2.29.1indirect
PyPIgoogle-cloud-pubsub2.35.0indirect
PyPIgoogle-cloud-resource-manager1.16.0indirect
PyPIgoogle-cloud-secret-manager2.26.0indirect
PyPIgoogle-cloud-spanner3.63.0indirect
PyPIgoogle-cloud-speech2.36.1indirect
PyPIgoogle-cloud-storage3.9.0indirect
PyPIgoogle-cloud-trace1.18.0indirect
PyPIgoogle-crc32c1.8.0indirect
PyPIgoogle-genai1.64.0indirect
PyPIgoogle-genai1.65.0indirect
PyPIgoogle-genai1.73.0indirect
PyPIgoogle-resumable-media2.8.0indirect
PyPIgoogleapis-common-protos1.72.0indirect
PyPIgraphtty0.1.8indirect
PyPIgraphviz0.21indirect
PyPIgreenlet3.2.2indirect
PyPIgreenlet3.2.3indirect
PyPIgreenlet3.3.1indirect
PyPIgreenlet3.3.2indirect
PyPIgreenlet3.4.0indirect
PyPIgriffe1.15.0indirect
PyPIgriffe1.7.3indirect
PyPIgriffe2.0.0indirect
PyPIgriffe2.0.2indirect
PyPIgriffecli2.0.0indirect
PyPIgriffecli2.0.2indirect
PyPIgriffelib2.0.0indirect
PyPIgriffelib2.0.2indirect
PyPIgroq1.0.0indirect
PyPIgrpc-google-iam-v10.14.3indirect
PyPIgrpc-interceptor0.15.4indirect
PyPIgrpcio1.78.0indirect
PyPIgrpcio-status1.78.0indirect
PyPIh110.16.0indirect
PyPIhf-xet1.3.2indirect
PyPIhttpcore1.0.9indirect
PyPIhttplib20.31.2indirect
PyPIhttptools0.7.1indirect
PyPIhttpx-sse0.4.3indirect
PyPIhuggingface-hub1.5.0indirect
PyPIidentify2.6.16indirect
PyPIidentify2.6.17indirect
PyPIidentify2.6.19indirect
PyPIidna3.10indirect
PyPIidna3.11indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.6.1indirect
PyPIimportlib-metadata8.7.1indirect
PyPIiniconfig2.3.0indirect
PyPIinvoke2.2.1indirect
PyPIisodate0.7.2indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.0indirect
PyPIjaraco-functools4.4.0indirect
PyPIjeepney0.9.0indirect
PyPIjinja23.1.6indirect
PyPIjiter0.10.0indirect
PyPIjiter0.12.0indirect
PyPIjiter0.13.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.0indirect
PyPIjoblib1.5.1indirect
PyPIjoblib1.5.3indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.4.4indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIlibrt0.12.0indirect
PyPIlibrt0.7.8indirect
PyPIlibrt0.8.1indirect
PyPIlinkify-it-py2.0.3indirect
PyPIlinkify-it-py2.1.0indirect
PyPIllama-cloud0.1.22indirect
PyPIllama-cloud0.1.32indirect
PyPIllama-cloud0.1.35indirect
PyPIllama-cloud-services0.6.23indirect
PyPIllama-cloud-services0.6.43indirect
PyPIllama-cloud-services0.6.54indirect
PyPIllama-index-agent-openai0.4.12indirect
PyPIllama-index-agent-openai0.4.8indirect
PyPIllama-index-cli0.4.1indirect
PyPIllama-index-cli0.4.4indirect
PyPIllama-index-cli0.5.3indirect
PyPIllama-index-core0.12.42indirect
PyPIllama-index-core0.12.49indirect
PyPIllama-index-core0.14.13indirect
PyPIllama-index-core0.14.15indirect
PyPIllama-index-core0.14.20indirect
PyPIllama-index-embeddings-openai0.3.1indirect
PyPIllama-index-embeddings-openai0.5.1indirect
PyPIllama-index-embeddings-openai0.6.0indirect
PyPIllama-index-indices-managed-llama-cloud0.6.11indirect
PyPIllama-index-indices-managed-llama-cloud0.7.10indirect
PyPIllama-index-indices-managed-llama-cloud0.9.4indirect
PyPIllama-index-instrumentation0.3.0indirect
PyPIllama-index-instrumentation0.4.2indirect
PyPIllama-index-instrumentation0.5.0indirect
PyPIllama-index-llms-anthropic0.8.6indirect
PyPIllama-index-llms-bedrock0.4.2indirect
PyPIllama-index-llms-bedrock0.5.0indirect
PyPIllama-index-llms-bedrock-converse0.12.11indirect
PyPIllama-index-llms-bedrock-converse0.14.5indirect
PyPIllama-index-llms-google-genai0.8.7indirect
PyPIllama-index-llms-google-genai0.9.1indirect
PyPIllama-index-llms-openai—indirect
PyPIllama-index-llms-openai0.3.42indirect
PyPIllama-index-llms-openai0.4.7indirect
PyPIllama-index-llms-openai0.6.18indirect
PyPIllama-index-llms-openai0.6.23indirect
PyPIllama-index-llms-openai0.7.5indirect
PyPIllama-index-multi-modal-llms-openai0.4.3indirect
PyPIllama-index-multi-modal-llms-openai0.5.3indirect
PyPIllama-index-program-openai0.3.1indirect
PyPIllama-index-program-openai0.3.2indirect
PyPIllama-index-question-gen-openai0.3.0indirect
PyPIllama-index-question-gen-openai0.3.1indirect
PyPIllama-index-readers-file0.4.11indirect
PyPIllama-index-readers-file0.4.7indirect
PyPIllama-index-readers-file0.5.6indirect
PyPIllama-index-readers-llama-parse0.4.0indirect
PyPIllama-index-readers-llama-parse0.5.1indirect
PyPIllama-index-tools-mcp—indirect
PyPIllama-index-tools-openai-image-generation—indirect
PyPIllama-index-tools-tavily-research—indirect
PyPIllama-parse0.6.23indirect
PyPIllama-parse0.6.43indirect
PyPIllama-parse0.6.54indirect
PyPIllama-quickstart-agent0.0.6indirect
PyPIllama-simple-hitl-agent0.0.1indirect
PyPIlogfire4.25.0indirect
PyPIlogfire-api4.25.0indirect
PyPImako1.3.10indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkupsafe3.0.2indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow3.26.1indirect
PyPImarshmallow3.26.2indirect
PyPImcp1.25.0indirect
PyPImcp1.26.0indirect
PyPImcp1.27.0indirect
PyPImcp1.28.1indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImermaid-builder0.0.3indirect
PyPImistralai1.12.4indirect
PyPImmh35.2.0indirect
PyPImockito1.5.5indirect
PyPImockito2.0.0a2indirect
PyPImockito2.0.3indirect
PyPImockito2.0.4indirect
PyPImore-itertools10.8.0indirect
PyPImsal1.32.3indirect
PyPImsal1.34.0indirect
PyPImsal1.35.0indirect
PyPImsal1.35.0b1indirect
PyPImsal1.35.1indirect
PyPImsal-extensions1.3.1indirect
PyPImsgpack1.1.2indirect
PyPImsgpack1.2.1indirect
PyPImsrest0.7.1indirect
PyPImultidict6.4.4indirect
PyPImultidict6.6.3indirect
PyPImultidict6.7.0indirect
PyPImultidict6.7.1indirect
PyPImypy1.19.1indirect
PyPImypy2.1.0indirect
PyPImypy-extensions1.1.0indirect
PyPInest-asyncio1.6.0indirect
PyPInetworkx3.4.2indirect
PyPInetworkx3.5indirect
PyPInetworkx3.6.1indirect
PyPInexus-rpc1.2.0indirect
PyPInltk3.9.1indirect
PyPInltk3.9.2indirect
PyPInltk3.9.3indirect
PyPInltk3.9.4indirect
PyPInodeenv1.10.0indirect
PyPInumpy2.2.6indirect
PyPInumpy2.3.1indirect
PyPInumpy2.4.2indirect
PyPInumpy2.4.4indirect
PyPIoauthlib3.2.2indirect
PyPIoauthlib3.3.1indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopeninference-instrumentation0.1.30indirect
PyPIopeninference-instrumentation0.1.35indirect
PyPIopeninference-instrumentation0.1.42indirect
PyPIopeninference-instrumentation0.1.44indirect
PyPIopeninference-instrumentation0.1.45indirect
PyPIopeninference-instrumentation0.1.46indirect
PyPIopeninference-instrumentation0.1.56indirect
PyPIopeninference-semantic-conventions0.1.17indirect
PyPIopeninference-semantic-conventions0.1.21indirect
PyPIopeninference-semantic-conventions0.1.25indirect
PyPIopeninference-semantic-conventions0.1.26indirect
PyPIopeninference-semantic-conventions0.1.28indirect
PyPIopeninference-semantic-conventions0.1.31indirect
PyPIopentelemetry-api1.31.1indirect
PyPIopentelemetry-api1.39.1indirect
PyPIopentelemetry-api1.40.0indirect
PyPIopentelemetry-api1.43.0indirect
PyPIopentelemetry-exporter-gcp-logging1.11.0a0indirect
PyPIopentelemetry-exporter-gcp-monitoring1.11.0a0indirect
PyPIopentelemetry-exporter-gcp-trace1.11.0indirect
PyPIopentelemetry-exporter-otlp-proto-common1.39.1indirect
PyPIopentelemetry-exporter-otlp-proto-http1.39.1indirect
PyPIopentelemetry-instrumentation0.52b1indirect
PyPIopentelemetry-instrumentation0.60b1indirect
PyPIopentelemetry-instrumentation0.61b0indirect
PyPIopentelemetry-instrumentation0.64b0indirect
PyPIopentelemetry-instrumentation-asgi0.52b1indirect
PyPIopentelemetry-instrumentation-dbapi0.52b1indirect
PyPIopentelemetry-instrumentation-django0.52b1indirect
PyPIopentelemetry-instrumentation-fastapi0.52b1indirect
PyPIopentelemetry-instrumentation-flask0.52b1indirect
PyPIopentelemetry-instrumentation-httpx0.60b1indirect
PyPIopentelemetry-instrumentation-psycopg20.52b1indirect
PyPIopentelemetry-instrumentation-requests0.52b1indirect
PyPIopentelemetry-instrumentation-urllib0.52b1indirect
PyPIopentelemetry-instrumentation-urllib30.52b1indirect
PyPIopentelemetry-instrumentation-wsgi0.52b1indirect
PyPIopentelemetry-proto1.39.1indirect
PyPIopentelemetry-resource-detector-azure0.1.5indirect
PyPIopentelemetry-resourcedetector-gcp1.11.0a0indirect
PyPIopentelemetry-sdk1.31.1indirect
PyPIopentelemetry-sdk1.39.1indirect
PyPIopentelemetry-sdk1.40.0indirect
PyPIopentelemetry-sdk1.43.0indirect
PyPIopentelemetry-semantic-conventions0.52b1indirect
PyPIopentelemetry-semantic-conventions0.60b1indirect
PyPIopentelemetry-semantic-conventions0.61b0indirect
PyPIopentelemetry-semantic-conventions0.64b0indirect
PyPIopentelemetry-semantic-conventions-ai0.4.13indirect
PyPIopentelemetry-util-http0.52b1indirect
PyPIopentelemetry-util-http0.60b1indirect
PyPIorjson3.11.5indirect
PyPIorjson3.11.7indirect
PyPIorjson3.11.8indirect
PyPIorjson3.11.9indirect
PyPIpackaging25.0indirect
PyPIpackaging26.0indirect
PyPIpackaging26.2indirect
PyPIpandas2.2.3indirect
PyPIpandas2.3.3indirect
PyPIpathable0.5.0indirect
PyPIpathlib1.0.1indirect
PyPIpathspec1.0.3indirect
PyPIpathspec1.0.4indirect
PyPIpathspec1.1.1indirect
PyPIpexpect—indirect
PyPIpillow11.2.1indirect
PyPIpillow11.3.0indirect
PyPIpillow12.1.0indirect
PyPIpillow12.1.1indirect
PyPIpillow12.2.0indirect
PyPIplatformdirs4.10.0indirect
PyPIplatformdirs4.3.8indirect
PyPIplatformdirs4.5.1indirect
PyPIplatformdirs4.9.2indirect
PyPIplatformdirs4.9.6indirect
PyPIpluggy1.6.0indirect
PyPIpre-commit4.5.1indirect
PyPIpre-commit4.6.0indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.3.1indirect
PyPIpropcache0.3.2indirect
PyPIpropcache0.4.1indirect
PyPIpropcache0.5.2indirect
PyPIproto-plus1.27.1indirect
PyPIprotobuf6.33.5indirect
PyPIpsutil6.1.1indirect
PyPIpsutil7.0.0indirect
PyPIpy-key-value-aio0.4.4indirect
PyPIpyarrow23.0.1indirect
PyPIpyasn10.6.2indirect
PyPIpyasn10.6.3indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpycparser2.22indirect
PyPIpycparser2.23indirect
PyPIpycparser3.0indirect
PyPIpydantic—indirect
PyPIpydantic2.11.4indirect
PyPIpydantic2.11.7indirect
PyPIpydantic2.12.5indirect
PyPIpydantic2.13.4indirect
PyPIpydantic-ai-slim1.63.0indirect
PyPIpydantic-core2.33.2indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-core2.46.4indirect
PyPIpydantic-evals1.63.0indirect
PyPIpydantic-function-models0.1.11indirect
PyPIpydantic-function-models0.1.12indirect
PyPIpydantic-graph1.63.0indirect
PyPIpydantic-settings2.12.0indirect
PyPIpydantic-settings2.13.0indirect
PyPIpydantic-settings2.13.1indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.19.1indirect
PyPIpygments2.19.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.10.1indirect
PyPIpyjwt2.11.0indirect
PyPIpyjwt2.12.1indirect
PyPIpyjwt2.13.0indirect
PyPIpyjwt2.15.1indirect
PyPIpyopenssl25.3.0indirect
PyPIpyparsing3.3.2indirect
PyPIpypdf5.5.0indirect
PyPIpypdf5.8.0indirect
PyPIpypdf6.7.0indirect
PyPIpypdf6.7.5indirect
PyPIpyperclip1.11.0indirect
PyPIpysignalr1.3.0indirect
PyPIpyte—indirect
PyPIpytest—indirect
PyPIpytest9.0.2indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio—indirect
PyPIpytest-asyncio1.3.0indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.0.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-mock3.15.1indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.1.0indirect
PyPIpython-discovery1.4.3indirect
PyPIpython-dotenv—indirect
PyPIpython-dotenv1.1.0indirect
PyPIpython-dotenv1.1.1indirect
PyPIpython-dotenv1.2.1indirect
PyPIpython-dotenv1.2.2indirect
PyPIpython-dotenv1.2.4indirect
PyPIpython-engineio4.13.1indirect
PyPIpython-engineio4.13.3indirect
PyPIpython-engineio4.14.0indirect
PyPIpython-multipart0.0.21indirect
PyPIpython-multipart0.0.22indirect
PyPIpython-multipart0.0.24indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-socketio5.16.1indirect
PyPIpython-socketio5.16.3indirect
PyPIpython-socketio5.17.0indirect
PyPIpytz2025.2indirect
PyPIpywin32311indirect
PyPIpywin32312indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIpywinpty3.0.3indirect
PyPIpyyaml6.0.2indirect
PyPIpyyaml6.0.3indirect
PyPIreferencing0.37.0indirect
PyPIregex2024.11.6indirect
PyPIregex2026.1.15indirect
PyPIregex2026.2.28indirect
PyPIregex2026.4.4indirect
PyPIrequests2.32.3indirect
PyPIrequests2.32.4indirect
PyPIrequests2.32.5indirect
PyPIrequests2.33.1indirect
PyPIrequests2.34.2indirect
PyPIrequests-oauthlib2.0.0indirect
PyPIrich14.0.0indirect
PyPIrich14.2.0indirect
PyPIrich14.3.2indirect
PyPIrich14.3.3indirect
PyPIrich15.0.0indirect
PyPIrich-rst1.3.2indirect
PyPIrpds-py0.30.0indirect
PyPIrpds-py2026.6.3indirect
PyPIrsa4.9.1indirect
PyPIruff0.14.13indirect
PyPIruff0.15.1indirect
PyPIruff0.15.20indirect
PyPIruff0.15.4indirect
PyPIs3transfer0.14.0indirect
PyPIs3transfer0.16.0indirect
PyPIsecretstorage3.5.0indirect
PyPIsetuptools80.9.0indirect
PyPIsetuptools82.0.0indirect
PyPIsetuptools82.0.1indirect
PyPIshellingham1.5.4indirect
PyPIsimple-websocket1.1.0indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.7indirect
PyPIsoupsieve2.8.3indirect
PyPIsqlalchemy2.0.41indirect
PyPIsqlalchemy2.0.46indirect
PyPIsqlalchemy2.0.47indirect
PyPIsqlalchemy2.0.49indirect
PyPIsqlalchemy-spanner1.17.2indirect
PyPIsqlparse0.5.5indirect
PyPIsqlparse0.6.0indirect
PyPIsse-starlette3.2.0indirect
PyPIsse-starlette3.3.2indirect
PyPIsse-starlette3.3.4indirect
PyPIsse-starlette3.4.5indirect
PyPIstarlette0.52.1indirect
PyPIstarlette1.0.0indirect
PyPIstarlette1.3.1indirect
PyPIstriprtf0.0.26indirect
PyPItemporalio1.20.0indirect
PyPItenacity9.1.2indirect
PyPItenacity9.1.4indirect
PyPItextual6.2.1indirect
PyPItextual7.5.0indirect
PyPItiktoken0.12.0indirect
PyPItiktoken0.9.0indirect
PyPItinytag2.2.0indirect
PyPItinytag2.2.1indirect
PyPItokenizers0.22.2indirect
PyPItomli2.2.1indirect
PyPItomli2.4.0indirect
PyPItomli2.4.1indirect
PyPItqdm4.67.1indirect
PyPItqdm4.67.3indirect
PyPItruststore0.10.1indirect
PyPItruststore0.10.4indirect
PyPItyper0.24.1indirect
PyPItypes-protobuf6.32.1.20260221indirect
PyPItypes-requests2.32.4.20260107indirect
PyPItyping-extensions—indirect
PyPItyping-extensions4.13.2indirect
PyPItyping-extensions4.14.1indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-extensions4.16.0indirect
PyPItyping-inspect0.9.0indirect
PyPItyping-inspection0.4.0indirect
PyPItyping-inspection0.4.1indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.2indirect
PyPItzdata2025.3indirect
PyPItzlocal5.3.1indirect
PyPIuc-micro-py1.0.3indirect
PyPIuc-micro-py2.0.0indirect
PyPIuipath-agent-framework0.1.1indirect
PyPIuipath-claude-sdk—indirect
PyPIuipath-claude-sdk0.1.0indirect
PyPIuipath-core0.2.4indirect
PyPIuipath-core0.5.11indirect
PyPIuipath-core0.5.31indirect
PyPIuipath-core0.5.33indirect
PyPIuipath-dev—indirect
PyPIuipath-dev0.0.21indirect
PyPIuipath-dev0.0.78indirect
PyPIuipath-google-adk0.1.1indirect
PyPIuipath-ipc2.5.3indirect
PyPIuipath-llamaindex—indirect
PyPIuipath-llamaindex0.0.30indirect
PyPIuipath-llamaindex0.0.36indirect
PyPIuipath-llamaindex0.5.0indirect
PyPIuipath-llamaindex0.5.11indirect
PyPIuipath-llamaindex0.6.2indirect
PyPIuipath-llamaindex-template-agent0.0.2indirect
PyPIuipath-openai-agents0.1.2indirect
PyPIuipath-pydantic-ai0.1.2indirect
PyPIuritemplate4.2.0indirect
PyPIurllib32.4.0indirect
PyPIurllib32.5.0indirect
PyPIurllib32.6.3indirect
PyPIurllib32.7.0indirect
PyPIuvicorn0.40.0indirect
PyPIuvicorn0.41.0indirect
PyPIuvicorn0.44.0indirect
PyPIuvicorn0.50.0indirect
PyPIuvloop0.22.1indirect
PyPIvadersentiment3.3.2indirect
PyPIvirtualenv20.36.1indirect
PyPIvirtualenv21.1.0indirect
PyPIvirtualenv21.5.1indirect
PyPIwatchdog6.0.0indirect
PyPIwatchfiles1.1.1indirect
PyPIwcwidth0.6.0indirect
PyPIwebsockets15.0.1indirect
PyPIwrapt1.17.2indirect
PyPIwrapt1.17.3indirect
PyPIwrapt2.2.2indirect
PyPIwsproto1.3.2indirect
PyPIxai-sdk1.7.0indirect
PyPIyarl1.20.0indirect
PyPIyarl1.20.1indirect
PyPIyarl1.22.0indirect
PyPIyarl1.23.0indirect
PyPIyarl1.24.2indirect
PyPIzipp3.21.0indirect
PyPIzipp3.23.0indirect
Dependency advisories 104

This repository publishes no package the index resolves, so its own dependency graph was assessed — 683 packages, which also include development and test pins that never ship: 104 carry known advisories, of which 9 are direct. 23 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
aiohttp3.11.18directcritical693.14.4
aiohttp3.12.14directcritical673.14.4
aiohttp3.13.3directcritical513.14.4
google-adk1.25.1directcritical22.0.0a2
anyio4.12.1indirectcritical44.14.2
anyio4.13.0indirectcritical44.14.2
anyio4.14.1indirectcritical64.14.2
anyio4.9.0indirectcritical44.14.2
authlib1.6.8indirectcritical121.7.1
cryptography45.0.2indirectcritical1350.0.0
cryptography45.0.5indirectcritical1350.0.0
cryptography46.0.3indirectcritical1350.0.0
cryptography46.0.4indirectcritical1350.0.0
cryptography46.0.5indirectcritical1150.0.0
fastmcp3.0.2indirectcritical63.2.0
nltk3.9.1indirectcritical863.10.3
nltk3.9.2indirectcritical863.10.3
nltk3.9.3indirectcritical743.10.3
nltk3.9.4indirectcritical653.10.3
pillow11.2.1indirectcritical3812.3.0
pillow11.3.0indirectcritical3612.3.0
pillow12.1.0indirectcritical3812.3.0
pillow12.1.1indirectcritical3612.3.0
pillow12.2.0indirectcritical2612.3.0
pyjwt2.10.1indirectcritical312.15.0
pyjwt2.11.0indirectcritical322.15.0
pyjwt2.12.1indirectcritical292.15.0
pyjwt2.13.0indirectcritical282.15.0
pyopenssl25.3.0indirectcritical426.0.0
aiohttp3.13.5directhigh313.14.4
aiohttp3.14.1directhigh93.14.4
llama-index0.12.38directhigh60.13.0
llama-index0.12.49directhigh20.13.0
pydantic-ai1.63.0directhigh142.44.0
azure-core1.34.0indirecthigh21.38.0
azure-core1.35.0indirecthigh21.38.0
banks2.1.2indirecthigh82.5.1
banks2.1.3indirecthigh82.5.1
banks2.4.0indirecthigh82.5.1
banks2.4.1indirecthigh82.5.1
cryptography46.0.7indirecthigh750.0.0
fsspec2025.5.0indirecthigh22026.6.0
fsspec2025.7.0indirecthigh22026.6.0
fsspec2026.2.0indirecthigh22026.6.0
fsspec2026.3.0indirecthigh22026.6.0
httplib20.31.2indirecthigh20.32.0
llama-index-core0.12.42indirecthigh20.13.0
llama-index-core0.12.49indirecthigh20.13.0
mako1.3.10indirecthigh61.4.2
mcp1.25.0indirecthigh72.2.0
mcp1.26.0indirecthigh72.2.0
mcp1.27.0indirecthigh72.2.0
mcp1.28.1indirecthigh12.2.0
msgpack1.1.2indirecthigh21.2.1
orjson3.11.5indirecthigh13.11.6
pyasn10.6.2indirecthigh80.6.4
pyasn10.6.3indirecthigh60.6.4
pydantic-ai-slim1.63.0indirecthigh142.44.0
pypdf5.5.0indirecthigh976.19.0
pypdf5.8.0indirecthigh976.19.0
pypdf6.7.0indirecthigh836.19.0
pypdf6.7.5indirecthigh696.19.0
python-multipart0.0.21indirecthigh140.0.31
python-multipart0.0.22indirecthigh120.0.31
python-multipart0.0.24indirecthigh120.0.31
soupsieve2.7indirecthigh82.9.0
soupsieve2.8.3indirecthigh82.9.0
sqlparse0.5.5indirecthigh100.6.0
starlette0.52.1indirecthigh101.3.1
starlette1.0.0indirecthigh101.3.1
urllib32.4.0indirecthigh162.8.0
urllib32.5.0indirecthigh122.8.0
urllib32.6.3indirecthigh102.8.0
urllib32.7.0indirecthigh62.8.0
virtualenv20.36.1indirecthigh821.7.13
virtualenv21.1.0indirecthigh821.7.13
virtualenv21.5.1indirecthigh821.7.13
cryptography49.0.0indirectmoderate250.0.0
idna3.10indirectmoderate23.15
idna3.11indirectmoderate23.15
marshmallow3.26.1indirectmoderate24.1.2
multidict6.7.0indirectmoderate26.9.1
multidict6.7.1indirectmoderate26.9.1
oauthlib3.2.2indirectmoderate44.0.0
oauthlib3.3.1indirectmoderate44.0.0
pydantic-settings2.12.0indirectmoderate12.14.2
pydantic-settings2.13.0indirectmoderate12.14.2
pydantic-settings2.13.1indirectmoderate12.14.2
pytest9.0.2indirectmoderate29.0.3
python-dotenv1.1.0indirectmoderate21.2.2
python-dotenv1.1.1indirectmoderate21.2.2
python-dotenv1.2.1indirectmoderate21.2.2
requests2.32.3indirectmoderate42.33.0
requests2.32.4indirectmoderate22.33.0
requests2.32.5indirectmoderate22.33.0
setuptools80.9.0indirectmoderate283.0.0
setuptools82.0.0indirectmoderate283.0.0
setuptools82.0.1indirectmoderate283.0.0
pygments2.19.1indirectlow22.20.0
pygments2.19.2indirectlow22.20.0
python-engineio4.13.1indirectunknown4—
python-socketio5.16.1indirectunknown2—
tinytag2.2.0indirectunknown3—
tinytag2.2.1indirectunknown1—

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

Raw JSON report machine-readable

Feedback

Spotted something off in this report, or have thoughts to share? Wrong measurements, missed tooling, ideas, questions — anything is welcome. Every message is read and gets a response.

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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.