Public record
Software health reportschema 0.34.0 · metrics 2.10.0 · 2026-10-08 09:32 UTC

ggozad / haiku.rag

Agentic RAG for local and self-hosted document search: hybrid retrieval, reranking and multimodal RAG on embedded LanceDB, with Docling parsing and an MCP server

PythonMIT★ 622 stars⑂ 52 forkssince Oct 2024View on GitHub ↗
KindCommand-line toolMCP serverLibraryNetwork servicehow this is determined
#mcp-server#rag#lancedb#pydantic-ai#docling#ag-ui#agentic-rag#code-execution#code-mode#cross-encoder#document-ai#document-ingestion#document-parsing#hallucination-prevention#multimodal-rag#offline-llm#rag-evaluation#reciprocal-rank-fusion#reranking

ggozad/haiku.rag holds a health index of 91 out of 100, placing it in the Excellent band. It scores highest on Vitality (100/100) and lowest on Security (53/100). It was last updated today. A single contributor accounts for most of its recent work.

91
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.

91
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 77 is calibrated to 91 on the published index scale (record calibration 2026-08-02).

Ownership

Yiorgis GozadinosPersonal account
183 followers94 public repossince Jan 2010haiku

This repository is owned by a personal account. A single-owner project carries more continuity risk than an organization-backed one.

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publishTags
PyPIhaiku.rag0.95.04,2791870 days agoragagentic-ragcitationsdoclingdocument-ingestionembeddingshybrid-searchlancedbmcpmcp-servermultimodal-ragpydantic-airerankingvector-database
PyPIhaiku.rag-slim0.95.05,6811430 days agoragagentic-ragcitationsdoclingdocument-ingestionembeddingshybrid-searchlancedbmcpmcp-servermultimodal-ragpydantic-airerankingvector-database

Metrics by category

Vitality

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

100Exceptional · 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 — 2,416 commits in the last year
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 29 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year2,416
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 100 releases published
36/36Release recency — latest release 0 days ago
27/27Release cadence — a release every ~1.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count100
latest_release_tag0.95.0
releases_from_tagsno
days_since_latest_release0
mean_days_between_releases1.9
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?

67Good · 17% of overall

Popularity & adoption

64Moderate
How it's scored
45.3/60Stars — 622 stars
14.2/25Forks — 52 forks
4.3/15Watchers — 7 watchers
Inputs used
forks52
stars622
watchers7
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

70Good
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_badges5
has_contributingyes
has_issue_templateno
has_code_of_conductno
readme_badge_servicescodecov.io, github.com, shields.io
has_pull_request_templateno

Ecosystem adoption (downloads)

67Good
How it's scored
53.3/80Monthly downloads — 9,960 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packageshaiku.rag, haiku.rag-slim
dependents—
ecosystemspypi
total_downloads—
monthly_downloads9,960
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?

65Good · 23% of overall

Maintainer resilience (bus factor)

33At Risk
How it's scored
9/54Bus factor — 1 contributor(s) cover half of all commits
0.7/22.5Commit distribution — top contributor authored 97% of commits
13.5/13.5Contributor breadth — 13 contributors
10/10OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations
Inputs used
bus_factor1
contributors_sampled13
top_contributor_share0.97

Issue & PR responsiveness

77Good
How it's scored
41.8/42Issue resolution — 100% of issues closed
28.4/30PR acceptance — 483/511 decided PRs merged
6.5/13Newcomer PR acceptance — 2/4 first-time contributors' PRs merged in 30d
0/15OpenSSF Scorecard: Code-Review — Found 1/13 approved changesets -- score normalized to 0
Inputs used
merged_prs483
open_issues1
closed_issues182
prs_merged_7d18
prs_decided_7d19
prs_merged_30d55
prs_decided_30d59
issue_closed_ratio0.995
closed_unmerged_prs28
first_time_authors_30d3
first_time_prs_merged_30d2
first_time_prs_decided_30d4

Ownership & stewardship

64Moderate
How it's scored
10/30Ownership backing — personal (user) account
0/20Verified domain — not applicable to user accounts
16.3/25Owner reach — 183 followers of ggozad
25/25Track record — 94 public repos, account ~16 yr old
Inputs used
followers183
owner_typeUser
is_verified—
owner_loginggozad
public_repos94
account_age_days6,109
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 2 package(s) on pypi
35/35Publish recency — latest publish 0 days ago
20/20Version history — 187 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packageshaiku.rag, haiku.rag-slim
ecosystemspypi
any_deprecatedno
min_days_since_publish0

Engineering Quality

Are baseline engineering and documentation practices in place?

96Exceptional · 19% of overall

Engineering practices

94Exceptional
How it's scored
24/24CI workflows — 6 workflow(s)
24/24Tests present
16/16Linter config — biome.json, evaluations/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
9.6/9.6Pre-commit hooks
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 9 out of 9 merged PRs checked by a CI test -- score normalized to 10
Inputs used
has_ciyes
has_testsyes
has_editorconfigno
has_linter_configyes
has_precommit_configyes

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://ggozad.github.io/haiku.rag/
10/10Repository description
10/10Topics — 19 topics
10/10Wiki
Inputs used
topicsmcp-server, rag, lancedb, pydantic-ai, docling, ag-ui, agentic-rag, code-execution, code-mode, cross-encoder, document-ai, document-ingestion, document-parsing, hallucination-prevention, multimodal-rag, offline-llm, rag-evaluation, reciprocal-rank-fusion, reranking
has_wikiyes
homepagehttps://ggozad.github.io/haiku.rag/
docs_sitehttps://ggozad.github.io/haiku.rag/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

53Moderate · 16% of overall

Security posture

41Weak
How it's scored
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 9 out of 9 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
0/7.5Code-Review — Found 1/13 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 16 contributing companies or organizations
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5License — license file detected
7.5/7.5Maintained — 30 commit(s) and 29 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
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 — 53 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated17
scorecard_versionv5.5.0
checks_inconclusive1
scorecard_aggregate4.1
Excluded from scoring (no data or not applicable): Signed-Releases. Remaining weights renormalized.

Dependency advisories

100Exceptional
How it's scored
35/35Direct dependencies free of known advisories — no direct dependency carries a known advisory
0/25Indirect dependencies free of known advisories — transitive set not separable from development and test dependencies in this scope
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories65
affected_packages19
assessed_packages1,111
unassessed_packages41
affected_by_severitycritical 2, high 13, moderate 2, low 2
direct_affected_packages0
Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories, No advisories left outstanding. Remaining weights renormalized. Matched 1111 resolved dependencies against OSV. 41 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.

69Good · 4% of overall

Agent context & guidance

85Excellent
How it's scored
45/45Agent instructions — AGENTS.md, CLAUDE.md
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 92 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.92
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes86,491

Verify loop (build / test / typecheck)

56Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
11/11Lint / format config — biome.json, evaluations/pyproject.toml ([tool.ruff]), pyproject.toml ([tool.ruff])
11/11Static type checking — app/frontend/tsconfig.json
10/10Reproducible environment — Dockerfile, lockfile
2/10Demonstrated agent practice — 1 of the last 100 commits agent-authored or agent-credited
0/8Automated maintenance — no automated dependency updates observed
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilespnpm-lock.yaml, uv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configyes
typecheck_configsapp/frontend/tsconfig.json
agent_commit_share0.01
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

81Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (app/frontend/tsconfig.json)
54.3/55Manageable file sizes — 5/391 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes137,791
source_files_sampled391
oversized_source_files5

Machine-readable interfaces

60Moderate
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
20/20MCP server
40/40Runnable examples — examples, samples
Inputs used
example_dirsexamples, samples
has_mcp_signalyes
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

622GitHub stars
13contributors
2,416commits, last 12 months
0days since last push
100releases
1bus factor
1open issues
PyPIpackage ecosystems

Data collection warnings

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • Could not fetch pypi package 'haiku.rag-evals' from its registry
  • deps.dev does not index pypi:haiku.rag@0.95.0; advisories assessed against the repository dependency graph instead

More detail

Star and fork history 0 ★ / 52 ⇿
0Stars
52Forks
97Releases

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.

010203040505062025-062026-022026-10
Major 0Minor 64Patch 33

Each point covers 2 days.

OpenSSF Scorecard 4.1 / 10
4.1aggregate

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 · 2026-10-08 09:31 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests9 out of 9 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 1/13 approved changesets -- score normalized to 0
10Contributorsproject has 16 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 29 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities53 existing vulnerabilities detected
Direct dependencies 30
RegistryPackageVersion constraintManifest
PyPIhaiku.rag-slim—evaluations/pyproject.toml
PyPIpydantic-ai-slim>=1.81.0evaluations/pyproject.toml
PyPIbeautifulsoup4>=4.12.0evaluations/pyproject.toml
PyPIdatasets>=4.6.1evaluations/pyproject.toml
PyPIhuggingface_hub>=0.20.0evaluations/pyproject.toml
PyPItyper>=0.21.0,<0.22.0evaluations/pyproject.toml
PyPIpython-dotenv>=1.2.2evaluations/pyproject.toml
PyPItypesafe-sdk>=0.7.0evaluations/pyproject.toml
PyPIcharset-normalizer>=3.4.0haiku_rag_slim/pyproject.toml
PyPIdocling-core==2.93.0haiku_rag_slim/pyproject.toml
PyPIhttpx>=0.28.1haiku_rag_slim/pyproject.toml
PyPIjinja2>=3.1.0haiku_rag_slim/pyproject.toml
PyPIfastmcp>=4.0.2,<5.0.0haiku_rag_slim/pyproject.toml
PyPIlancedb==0.39.0haiku_rag_slim/pyproject.toml
PyPIopentelemetry-api>=1.44.0haiku_rag_slim/pyproject.toml
PyPIpylance==12.0.0haiku_rag_slim/pyproject.toml
PyPIpathspec>=1.0.4haiku_rag_slim/pyproject.toml
PyPIpydantic>=2.12.5haiku_rag_slim/pyproject.toml
PyPIpydantic-ai-slim>=2.40.0,<3.0.0haiku_rag_slim/pyproject.toml
PyPIpydantic-monty>=1.0.0,<1.1.0haiku_rag_slim/pyproject.toml
PyPIpyarrow>=16,<25haiku_rag_slim/pyproject.toml
PyPIpypdfium2>=5.0haiku_rag_slim/pyproject.toml
PyPIpython-dotenv>=1.2.2haiku_rag_slim/pyproject.toml
PyPIpyyaml>=6.0.3haiku_rag_slim/pyproject.toml
PyPIrich>=14.3.3haiku_rag_slim/pyproject.toml
PyPItextual-image>=0.8.5haiku_rag_slim/pyproject.toml
PyPItyper>=0.21.0,<0.27.0haiku_rag_slim/pyproject.toml
PyPIwatchfiles>=1.1.1haiku_rag_slim/pyproject.toml
PyPIzstandard>=0.23.0haiku_rag_slim/pyproject.toml
PyPIhaiku.rag-slim==0.95.0pyproject.toml
All dependencies 1,152

Full resolved dependency set from the GitHub dependency graph: 48 direct and 1,104 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

RegistryPackageVersionRelation
PyPIbeautifulsoup4—direct
PyPIbeautifulsoup44.14.3direct
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PyPIdatasets—direct
PyPIdatasets5.0.1direct
PyPIdocling-core2.93.0direct
PyPIfastmcp—direct
PyPIfastmcp4.0.2direct
PyPIhaiku-rag-slim—direct
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PyPIhttpx—direct
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PyPIpathspec1.0.4direct
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PyPIpydantic-monty1.0.0direct
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PyPIpypdfium2—direct
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PyPIpython-dotenv—direct
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PyPIpyyaml6.0.3direct
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npm@0no-co/graphql.web1.3.3indirect
npm@a2ui/web_core0.10.4indirect
npm@ag-ui/a2ui-middleware0.0.10indirect
npm@ag-ui/a2ui-toolkit0.0.4indirect
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npm@ag-ui/encoder0.0.57indirect
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npmmicromark-util-subtokenize2.1.0indirect
npmmicromark-util-symbol1.1.0indirect
npmmicromark-util-symbol2.0.1indirect
npmmicromark-util-types1.1.0indirect
npmmicromark-util-types2.0.2indirect
npmmime1.6.0indirect
npmmime-db1.52.0indirect
npmmime-db1.54.0indirect
npmmime-types2.1.35indirect
npmmime-types3.0.2indirect
npmminimist1.2.8indirect
npmmri1.2.0indirect
npmms2.0.0indirect
npmms2.1.3indirect
npmmustache4.2.0indirect
npmnanoid3.3.18indirect
npmnegotiator0.6.3indirect
npmnegotiator1.0.0indirect
npmnext16.3.4indirect
npmnode-domexception1.0.0indirect
npmnode-fetch2.7.0indirect
npmnode-fetch3.3.2indirect
npmobject-assign4.1.1indirect
npmobject-inspect1.13.4indirect
npmon-exit-leak-free2.1.2indirect
npmon-finished2.4.1indirect
npmonce1.4.0indirect
npmoniguruma-parser0.12.2indirect
npmoniguruma-to-es4.3.6indirect
npmopenai6.49.0indirect
npmp-finally1.0.0indirect
npmp-queue6.6.2indirect
npmp-queue9.3.3indirect
npmp-retry4.6.2indirect
npmp-retry7.1.1indirect
npmp-timeout3.2.0indirect
npmp-timeout7.0.1indirect
npmpackage-manager-detector1.8.0indirect
npmparse-entities4.0.2indirect
npmparse57.3.0indirect
npmparseurl1.3.3indirect
npmpartial-json0.1.7indirect
npmpath-data-parser0.1.0indirect
npmpath-key3.1.1indirect
npmpath-to-regexp0.1.13indirect
npmpath-to-regexp8.4.2indirect
npmphoenix1.8.11indirect
npmpicocolors1.1.1indirect
npmpino9.14.0indirect
npmpino-abstract-transport2.0.0indirect
npmpino-pretty11.3.0indirect
npmpino-std-serializers7.1.0indirect
npmpkce-challenge5.0.1indirect
npmpoints-on-curve0.2.0indirect
npmpoints-on-path0.2.1indirect
npmpostcss8.5.23indirect
npmprocess0.11.10indirect
npmprocess-warning5.1.0indirect
npmprop-types15.8.1indirect
npmproperty-information6.5.0indirect
npmproperty-information7.2.0indirect
npmproxy-addr2.0.7indirect
npmproxy-from-env2.1.0indirect
npmpump3.0.4indirect
npmqs6.16.0indirect
npmquick-format-unescaped4.0.4indirect
npmrange-parser1.2.1indirect
npmrange-parser1.3.0indirect
npmraw-body2.5.3indirect
npmraw-body3.0.2indirect
npmreact19.2.8indirect
npmreact-dom19.2.8indirect
npmreact-is16.13.1indirect
npmreact-is18.3.1indirect
npmreact-markdown8.0.7indirect
npmreact-remove-scroll2.7.2indirect
npmreact-remove-scroll-bar2.3.8indirect
npmreact-style-singleton2.2.3indirect
npmreadable-stream4.7.0indirect
npmreal-require0.2.0indirect
npmreflect-metadata0.2.2indirect
npmregex6.1.0indirect
npmregex-recursion6.0.2indirect
npmregex-utilities2.3.0indirect
npmrehype-harden1.1.8indirect
npmrehype-katex7.0.1indirect
npmrehype-raw7.0.0indirect
npmrehype-sanitize6.0.0indirect
npmremark-cjk-friendly1.2.3indirect
npmremark-cjk-friendly-gfm-strikethrough1.2.3indirect
npmremark-gfm4.0.1indirect
npmremark-math6.0.0indirect
npmremark-parse10.0.2indirect
npmremark-parse11.0.0indirect
npmremark-rehype10.1.0indirect
npmremark-rehype11.1.2indirect
npmremark-stringify11.0.0indirect
npmremend1.0.1indirect
npmrequire-from-string2.0.2indirect
npmretry0.13.1indirect
npmrobust-predicates3.0.3indirect
npmroughjs4.6.6indirect
npmrouter2.2.0indirect
npmrw1.3.3indirect
npmrxjs7.8.1indirect
npmsade1.8.1indirect
npmsafe-buffer5.2.1indirect
npmsafe-stable-stringify2.5.0indirect
npmsafer-buffer2.1.2indirect
npmscheduler0.27.0indirect
npmsecure-json-parse2.7.0indirect
npmsemver7.8.5indirect
npmsend0.19.2indirect
npmsend1.2.1indirect
npmserve-static1.16.3indirect
npmserve-static2.2.1indirect
npmsetprototypeof1.2.0indirect
npmsharp0.35.4indirect
npmshebang-command2.0.0indirect
npmshebang-regex3.0.0indirect
npmshiki3.23.0indirect
npmside-channel1.1.1indirect
npmside-channel-list1.0.1indirect
npmside-channel-map1.0.1indirect
npmside-channel-weakmap1.0.2indirect
npmsonic-boom4.2.1indirect
npmsource-map-js1.2.1indirect
npmspace-separated-tokens2.0.2indirect
npmsplit24.2.0indirect
npmstatuses2.0.2indirect
npmstreamdown1.6.11indirect
npmstring_decoder1.3.0indirect
npmstringify-entities4.0.4indirect
npmstrip-json-comments3.1.1indirect
npmstyle-to-js1.1.21indirect
npmstyle-to-object0.4.4indirect
npmstyle-to-object1.0.14indirect
npmstyled-jsx5.1.6indirect
npmstylis4.4.0indirect
npmsupports-color7.2.0indirect
npmtailwind-merge3.6.0indirect
npmthread-stream3.2.0indirect
npmtinyexec1.3.0indirect
npmtoidentifier1.0.1indirect
npmtr460.0.3indirect
npmtrim-lines3.0.1indirect
npmtrough2.2.0indirect
npmts-dedent2.3.0indirect
npmtslib2.8.1indirect
npmtsscmp1.0.6indirect
npmtw-animate-css1.4.0indirect
npmtype-graphql2.0.0-rc.1indirect
npmtype-is1.6.18indirect
npmtype-is2.1.0indirect
npmtypescript5.9.3indirect
npmundici5.29.0indirect
npmundici-types6.21.0indirect
npmunified10.1.2indirect
npmunified11.0.5indirect
npmunist-util-find-after5.0.0indirect
npmunist-util-generated2.0.1indirect
npmunist-util-is5.2.1indirect
npmunist-util-is6.0.1indirect
npmunist-util-position4.0.4indirect
npmunist-util-position5.0.0indirect
npmunist-util-remove-position5.0.0indirect
npmunist-util-stringify-position3.0.3indirect
npmunist-util-stringify-position4.0.0indirect
npmunist-util-visit4.1.2indirect
npmunist-util-visit5.1.0indirect
npmunist-util-visit-parents5.1.3indirect
npmunist-util-visit-parents6.0.2indirect
npmunpipe1.0.0indirect
npmuntruncate-json0.0.1indirect
npmurlpattern-polyfill10.1.0indirect
npmurql4.2.2indirect
npmuse-callback-ref1.3.3indirect
npmuse-sidecar1.1.3indirect
npmuse-stick-to-bottom1.1.6indirect
npmutils-merge1.0.1indirect
npmuuid10.0.0indirect
npmuuid11.1.1indirect
npmuuid14.0.1indirect
npmuvu0.5.6indirect
npmvalidator13.15.35indirect
npmvary1.1.2indirect
npmvfile5.3.7indirect
npmvfile6.0.3indirect
npmvfile-location5.0.3indirect
npmvfile-message3.1.4indirect
npmvfile-message4.0.3indirect
npmweb-namespaces2.0.1indirect
npmweb-streams-polyfill3.3.3indirect
npmwebidl-conversions3.0.1indirect
npmwhatwg-url5.0.0indirect
npmwhich2.0.2indirect
npmwonka6.3.6indirect
npmwrappy1.0.2indirect
npmws8.21.3indirect
npmzod3.25.75indirect
npmzod3.25.76indirect
npmzod-to-json-schema3.25.2indirect
npmzwitch2.0.4indirect
PyPIaccelerate1.15.0indirect
PyPIag-ui-protocol0.1.18indirect
PyPIaiofile3.9.0indirect
PyPIaiohappyeyeballs2.6.1indirect
PyPIaiohttp3.14.3indirect
PyPIaiolimiter1.2.1indirect
PyPIaiosignal1.4.0indirect
PyPIaiosqlite—indirect
PyPIaiosqlite0.22.1indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanthropic1.4.0indirect
PyPIantlr4-python3-runtime4.9.3indirect
PyPIanyio4.14.2indirect
PyPIasyncpg—indirect
PyPIasyncpg0.31.0indirect
PyPIattrs26.1.0indirect
PyPIauthlib1.7.2indirect
PyPIbeartype0.22.9indirect
PyPIboto31.42.74indirect
PyPIbotocore1.42.74indirect
PyPIcachetools7.0.5indirect
PyPIcaio0.9.25indirect
PyPIcertifi2026.2.25indirect
PyPIcffi2.0.0indirect
PyPIcfgv3.5.0indirect
PyPIclick8.4.2indirect
PyPIcohere—indirect
PyPIcohere5.21.1indirect
PyPIcolorama0.4.6indirect
PyPIcolorlog6.10.1indirect
PyPIcoverage7.13.5indirect
PyPIcryptography50.0.0indirect
PyPIcuda-bindings13.2.0indirect
PyPIcuda-pathfinder1.4.4indirect
PyPIcuda-toolkit13.0.3.0indirect
PyPIcyclopts4.10.1indirect
PyPIdeepmerge2.0indirect
PyPIdefusedxml0.7.1indirect
PyPIdeprecation2.1.0indirect
PyPIdill0.4.1indirect
PyPIdistlib0.4.0indirect
PyPIdistro1.9.0indirect
PyPIdnspython2.8.0indirect
PyPIdoclang0.7.3indirect
PyPIdocling2.124.0indirect
PyPIdocling-ibm-models4.0.1indirect
PyPIdocling-parse7.16.0indirect
PyPIdocling-slim2.124.0indirect
PyPIdocstring-parser0.17.0indirect
PyPIdocutils0.22.4indirect
PyPIemail-validator2.3.0indirect
PyPIet-xmlfile2.0.0indirect
PyPIeval-type-backport0.3.1indirect
PyPIexceptiongroup1.3.1indirect
PyPIexecnet2.1.2indirect
PyPIexecuting2.2.1indirect
PyPIfaker40.11.1indirect
PyPIfastapi—indirect
PyPIfastapi0.136.1indirect
PyPIfastavro1.12.1indirect
PyPIfastmcp-slim4.0.2indirect
PyPIffmpeg-python0.2.0indirect
PyPIfilelock3.25.2indirect
PyPIfiletype1.2.0indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.6.0indirect
PyPIfuture1.0.0indirect
PyPIgenai-prices0.1.6indirect
PyPIgoogle-auth2.57.1indirect
PyPIgoogle-genai2.22.0indirect
PyPIgoogleapis-common-protos1.73.0indirect
PyPIgreenlet3.5.1indirect
PyPIgriffelib2.0.1indirect
PyPIgroq1.1.1indirect
PyPIh110.16.0indirect
PyPIhaiku-rag0.95.0indirect
PyPIhaiku-rag-evals0.95.0indirect
PyPIhf-xet1.5.2indirect
PyPIhttpcore1.0.9indirect
PyPIhttpcore22.12.0indirect
PyPIhttptools0.7.1indirect
PyPIhttpx22.12.0indirect
PyPIhttpx2-jsfetch1.0indirect
PyPIidentify2.6.18indirect
PyPIidna3.18indirect
PyPIiniconfig2.3.0indirect
PyPIjaraco-classes3.4.0indirect
PyPIjaraco-context6.1.2indirect
PyPIjaraco-functools4.4.0indirect
PyPIjeepney0.9.0indirect
PyPIjiter0.16.0indirect
PyPIjmespath1.1.0indirect
PyPIjoblib1.5.3indirect
PyPIjoserfc1.7.4indirect
PyPIjsonpatch1.33indirect
PyPIjsonpath-python1.1.5indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonref1.1.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-path0.4.5indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIkeyring25.7.0indirect
PyPIlance-namespace0.11.1indirect
PyPIlance-namespace-urllib3-client0.11.1indirect
PyPIlangchain-core1.4.8indirect
PyPIlangchain-protocol0.0.18indirect
PyPIlangchain-text-splitters1.1.2indirect
PyPIlangsmith0.9.1indirect
PyPIlatex2mathml3.79.0indirect
PyPIlinkify-it-py2.1.0indirect
PyPIlogfire—indirect
PyPIlogfire5.0.0indirect
PyPIlogfire-api4.30.0indirect
PyPIlxml6.1.1indirect
PyPImail-parser4.4.0indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py4.0.0indirect
PyPImarko2.2.2indirect
PyPImarkupsafe3.0.3indirect
PyPImcp2.1.1indirect
PyPImcp-types2.1.1indirect
PyPImdit-py-plugins0.5.0indirect
PyPImdurl0.1.2indirect
PyPImistralai2.9.4indirect
PyPImore-itertools10.8.0indirect
PyPImpire2.10.2indirect
PyPImpmath1.3.0indirect
PyPImultidict6.9.1indirect
PyPImultiprocess0.70.19indirect
PyPInetworkx3.6.1indirect
PyPInodeenv1.10.0indirect
PyPInumpy2.4.3indirect
PyPInvidia-cublas13.1.1.3indirect
PyPInvidia-cuda-cupti13.0.85indirect
PyPInvidia-cuda-nvrtc13.0.88indirect
PyPInvidia-cuda-runtime13.0.96indirect
PyPInvidia-cudnn-cu139.20.0.48indirect
PyPInvidia-cufft12.0.0.61indirect
PyPInvidia-cufile1.15.1.6indirect
PyPInvidia-curand10.4.0.35indirect
PyPInvidia-cusolver12.0.4.66indirect
PyPInvidia-cusparse12.6.3.3indirect
PyPInvidia-cusparselt-cu130.8.1indirect
PyPInvidia-nccl-cu132.29.7indirect
PyPInvidia-nvjitlink13.0.88indirect
PyPInvidia-nvshmem-cu133.4.5indirect
PyPInvidia-nvtx13.0.85indirect
PyPIobstore—indirect
PyPIobstore0.9.4indirect
PyPIolefile0.47indirect
PyPIomegaconf2.3.0indirect
PyPIopenai3.8.0indirect
PyPIopenapi-pydantic0.5.1indirect
PyPIopencv-python4.13.0.92indirect
PyPIopencv-python-headless—indirect
PyPIopencv-python-headless4.13.0.92indirect
PyPIopenpyxl3.1.5indirect
PyPIopentelemetry-exporter-otlp-proto-common1.44.0indirect
PyPIopentelemetry-exporter-otlp-proto-http1.44.0indirect
PyPIopentelemetry-instrumentation0.65b0indirect
PyPIopentelemetry-instrumentation-httpx0.65b0indirect
PyPIopentelemetry-proto1.44.0indirect
PyPIopentelemetry-sdk1.44.0indirect
PyPIopentelemetry-semantic-conventions0.65b0indirect
PyPIopentelemetry-util-http0.65b0indirect
PyPIorjson3.11.7indirect
PyPIpackaging26.0indirect
PyPIpandas3.0.1indirect
PyPIpathable0.5.0indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.9.4indirect
PyPIpluggy1.6.0indirect
PyPIpolyfactory3.3.0indirect
PyPIpre-commit4.5.1indirect
PyPIpropcache0.4.1indirect
PyPIprotobuf6.33.6indirect
PyPIpsutil7.2.2indirect
PyPIpy-key-value-aio0.4.4indirect
PyPIpyasn10.6.4indirect
PyPIpyasn1-modules0.4.2indirect
PyPIpyclipper1.4.0indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.41.5indirect
PyPIpydantic-evals2.40.0indirect
PyPIpydantic-graph2.40.0indirect
PyPIpydantic-monty-client1.0.0indirect
PyPIpydantic-monty-runtime1.0.0indirect
PyPIpydantic-settings2.14.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.15.1indirect
PyPIpylatexenc2.10indirect
PyPIpymdown-extensions11.0.1indirect
PyPIpyperclip1.11.0indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-cov7.1.0indirect
PyPIpytest-recording0.13.4indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-discovery1.6.1indirect
PyPIpython-docx1.2.0indirect
PyPIpython-multipart0.0.32indirect
PyPIpython-oxmsg0.0.2indirect
PyPIpython-pptx1.0.2indirect
PyPIpywin32311indirect
PyPIpywin32-ctypes0.2.3indirect
PyPIrapidocr3.9.2indirect
PyPIreferencing0.37.0indirect
PyPIregex2026.2.28indirect
PyPIrequests2.34.2indirect
PyPIrequests-toolbelt1.0.0indirect
PyPIrich-rst1.3.2indirect
PyPIrpds-py0.30.0indirect
PyPIrtree1.4.1indirect
PyPIruff—indirect
PyPIruff0.16.6indirect
PyPIs3transfer0.16.0indirect
PyPIsafetensors0.7.0indirect
PyPIsafetensors0.8.0indirect
PyPIscikit-learn1.8.0indirect
PyPIscipy1.17.1indirect
PyPIsecretstorage3.5.0indirect
PyPIsemchunk3.2.5indirect
PyPIsentence-transformers—indirect
PyPIsentence-transformers5.7.0indirect
PyPIsetuptools83.0.0indirect
PyPIshapely2.1.2indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.9.1indirect
PyPIsqlalchemy—indirect
PyPIsqlalchemy2.0.50indirect
PyPIsse-starlette3.3.3indirect
PyPIstarlette—indirect
PyPIstarlette1.3.1indirect
PyPIsympy1.14.0indirect
PyPItabulate0.10.0indirect
PyPItenacity9.1.4indirect
PyPItextual—indirect
PyPItextual8.2.5indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.12.0indirect
PyPItokenizers0.22.2indirect
PyPItokenizers0.23.2indirect
PyPItomli2.4.1indirect
PyPItorch—indirect
PyPItorch2.13.0indirect
PyPItorchvision0.28.0indirect
PyPItqdm4.67.3indirect
PyPItransformers—indirect
PyPItransformers5.17.0indirect
PyPItransformers5.8.1indirect
PyPItree-sitter—indirect
PyPItree-sitter0.25.2indirect
PyPItree-sitter-c0.24.1indirect
PyPItree-sitter-javascript0.25.0indirect
PyPItree-sitter-json—indirect
PyPItree-sitter-json0.24.8indirect
PyPItree-sitter-python0.25.0indirect
PyPItree-sitter-typescript0.23.2indirect
PyPItriton3.7.1indirect
PyPItruststore0.10.4indirect
PyPIty—indirect
PyPIty0.0.78indirect
PyPItypes-requests2.32.4.20260324indirect
PyPItyping-extensions4.15.0indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.3indirect
PyPIuc-micro-py2.0.0indirect
PyPIuncalled-for0.4.0indirect
PyPIurllib32.8.0indirect
PyPIuuid-utils0.14.1indirect
PyPIuvicorn—indirect
PyPIuvicorn0.42.0indirect
PyPIuvloop0.22.1indirect
PyPIvcrpy8.2.1indirect
PyPIvirtualenv21.14.5indirect
PyPIvoyageai0.3.7indirect
PyPIwebsockets16.0indirect
PyPIwrapt1.17.3indirect
PyPIxlsxwriter3.2.9indirect
PyPIxxhash3.6.0indirect
PyPIyarl1.23.0indirect
PyPIzensical0.0.43indirect
PyPIzeroentropy—indirect
PyPIzeroentropy0.1.0a11indirect
Dependency advisories 19

This repository publishes no package the index resolves, so its own dependency graph was assessed — 1,111 packages, which also include development and test pins that never ship: 19 carry known advisories, of which 0 are direct. 41 could not be assessed — no resolved version, an unsupported ecosystem, or beyond the reported package list.

PackageVersionRelationSeverityAdvisoriesFixed in
next16.3.4indirectcritical716.3.8
proxy-addr2.0.7indirectcritical12.0.8
@fastify/busboy2.1.1indirecthigh23.2.2
@graphql-tools/utils10.11.0indirecthigh112.0.1
@graphql-tools/utils11.2.2indirecthigh112.0.1
@graphql-tools/utils12.0.0indirecthigh112.0.1
@modelcontextprotocol/sdk1.30.0indirecthigh12.2.0
axios1.19.0indirecthigh121.20.0
docling2.124.0indirecthigh72.132.0
docling-slim2.124.0indirecthigh72.132.0
sharp0.35.4indirecthigh10.35.5
source-map-js1.2.1indirecthigh11.2.2
transformers5.8.1indirecthigh45.10.0
undici5.29.0indirecthigh138.10.2
uuid10.0.0indirecthigh113.0.1
@fastify/busboy3.2.1indirectmoderate13.2.2
fast-copy3.0.2indirectmoderate14.1.0
dompurify3.4.13indirectlow23.4.16
katex0.16.47indirectlow10.18.2

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 — PyPI.