Public record
Software health reportschema 0.31.0 · metrics 2.10.0 · 2026-08-05 01:22 UTC

microsoft / graphrag

A modular graph-based Retrieval-Augmented Generation (RAG) system

Python · Jupyter NotebookMIT★ 35,247 stars⑂ 3,701 forkssince Mar 2024View on GitHub ↗
KindCommand-line toolLibraryNetwork servicehow this is determined
#graphrag#rag#llm#llms#gpt#gpt-4#gpt4

microsoft/graphrag holds a health index of 96 out of 100, placing it in the Exceptional band. It scores highest on Community & Adoption (94/100) and lowest on AI Readiness (54/100). It was last updated today. 2 contributors account for most of its recent work.

96
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.

96
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 83 is calibrated to 96 on the published index scale (record calibration 2026-08-02).

Ownership

MicrosoftOrganization
126,867 followers8,242 public repossince Dec 2013

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

Package ecosystems

RegistryPackageVersionDownloads / moVersionsLast publish
PyPIgraphrag3.1.174,7174718 days ago
PyPIgraphrag-llm3.1.131,6761218 days ago
PyPIgraphrag-cache3.1.1-1218 days ago
PyPIgraphrag-input3.1.131,5741218 days ago
PyPIgraphrag-common3.1.132,1951218 days ago
PyPIgraphrag-storage3.1.1-1218 days ago
PyPIgraphrag-vectors3.1.131,3801218 days ago
PyPIgraphrag-chunking3.1.131,4081218 days ago

Metrics by category

Vitality

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

89Excellent · 21% of overall

Development activity

81Excellent
How it's scored
36/36Push recency — last push 0 days ago
17.3/36Commit cadence — 25/52 weeks with commits
17.4/18Commit volume — 85 commits in the last year
10/10OpenSSF Scorecard: Maintained — 14 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
Inputs used
commits_last_year85
human_commit_share1
days_since_last_push0
active_weeks_last_year25

Release discipline

100Exceptional
How it's scored
27/27Ships releases — 41 releases published
36/36Release recency — latest release 17 days ago
27/27Release cadence — a release every ~18.9 days
0/10OpenSSF Scorecard: Signed-Releases — no data
Inputs used
releases_count41
latest_release_tagv3.1.1
releases_from_tagsno
days_since_latest_release17
mean_days_between_releases18.9
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?

94Exceptional · 17% of overall

Popularity & adoption

98Exceptional
How it's scored
60/60Stars — 35,247 stars
25/25Forks — 3,701 forks
12.8/15Watchers — 201 watchers
Inputs used
forks3,701
stars35,247
watchers201
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Community health

92Excellent
How it's scored
22.5/22.5README
22.5/22.5License — recognized license (MIT)
18/18CONTRIBUTING guide
13.5/13.5Code of conduct
0/7.2Issue template
6.3/6.3PR template
Inputs used
has_readmeyes
has_licenseyes
readme_badges4
has_contributingyes
has_issue_templateno
has_code_of_conductyes
readme_badge_servicesshields.io
has_pull_request_templateyes

Ecosystem adoption (downloads)

89Excellent
How it's scored
71.6/80Monthly downloads — 232,950 downloads/month across pypi
0/20Registry dependents — not reported by this ecosystem
Inputs used
packagesgraphrag, graphrag-llm, graphrag-cache, graphrag-input, graphrag-common, graphrag-storage, graphrag-vectors, graphrag-chunking
dependents—
ecosystemspypi
total_downloads—
monthly_downloads232,950
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?

83Excellent · 23% of overall

Maintainer resilience (bus factor)

64Moderate
How it's scored
25.2/54Bus factor — 2 contributor(s) cover half of all commits
15.1/22.5Commit distribution — top contributor authored 33% of commits
13.5/13.5Contributor breadth — 49 contributors
10/10OpenSSF Scorecard: Contributors — project has 9 contributing companies or organizations
Inputs used
bus_factor2
contributors_sampled49
top_contributor_share0.329

Issue & PR responsiveness

75Good
How it's scored
41.8/42Issue resolution — 100% of issues closed
18.5/30PR acceptance — 746/1,212 decided PRs merged
0/13Newcomer PR acceptance — 0/12 first-time contributors' PRs merged in 30d
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs746
open_issues4
closed_issues826
prs_merged_7d0
prs_decided_7d0
prs_merged_30d8
prs_decided_30d45
issue_closed_ratio0.995
closed_unmerged_prs466
first_time_authors_30d12
first_time_prs_merged_30d0
first_time_prs_decided_30d12

Ownership & stewardship

100Exceptional
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain — verified-domain status not read for this organization
25/25Owner reach — 126,867 followers of microsoft
25/25Track record — 8,242 public repos, account ~12 yr old
Inputs used
followers126,867
owner_typeOrganization
is_verified—
owner_loginmicrosoft
public_repos8,242
account_age_days4,620
Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.

Package maintenance

100Exceptional
How it's scored
25/25Published & resolvable — 8 package(s) on pypi
35/35Publish recency — latest publish 18 days ago
20/20Version history — 47 published versions
20/20Not deprecated — active, not deprecated or yanked
Inputs used
packagesgraphrag, graphrag-llm, graphrag-cache, graphrag-input, graphrag-common, graphrag-storage, graphrag-vectors, graphrag-chunking
ecosystemspypi
any_deprecatedno
min_days_since_publish18

Engineering Quality

Are baseline engineering and documentation practices in place?

81Excellent · 19% of overall

Engineering practices

68Good
How it's scored
24/24CI workflows — 10 workflow(s)
24/24Tests present
0/16Linter config
0/9.6Pre-commit hooks
0/6.4.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_editorconfigno
has_linter_configno
has_precommit_configno

Documentation

100Exceptional
How it's scored
30/30README
25/25Documentation directory
15/15Documentation / homepage site — https://microsoft.github.io/graphrag/
10/10Repository description
10/10Topics — 7 topics
10/10Wiki
Inputs used
topicsgraphrag, rag, llm, llms, gpt, gpt-4, gpt4
has_wikiyes
homepagehttps://microsoft.github.io/graphrag/
docs_sitehttps://microsoft.github.io/graphrag/
has_readmeyes
has_docs_diryes
has_descriptionyes

Security

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

73Good · 16% of overall

Security posture

66Good
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 9 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 — 14 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — no data
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool is run on all commits
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — no data
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 98 existing vulnerabilities detected
Inputs used
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.6
Excluded from scoring (no data or not applicable): Packaging, 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
25/25Indirect dependencies free of known advisories — no indirect dependency carries a known advisory
0/40No advisories left outstanding — no advisory carries a publication date
Inputs used
sourceosv
advisories0
affected_packages0
assessed_packages113
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:graphrag@3.1.1 runtime dependency closure — what installing the published package pulls in — 113 packages. Reachability is not analyzed.

AI Readiness

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

54Moderate · 4% of overall

Agent context & guidance

40Weak
How it's scored
0/45Agent instructions — no CLAUDE.md / AGENTS.md / editor rules
0/15Machine-readable docs (llms.txt)
40/40Legible commit history — 99 of 100 human commits state their intent (structured subject or explanatory body)
Inputs used
has_llms_txtno
llms_txt_url—
legible_history_share0.99
agent_instruction_files—
agent_instruction_max_bytes—

Verify loop (build / test / typecheck)

58Moderate
How it's scored
0/18One-command bootstrap
22/22Automated tests
0/11Lint / format config
11/11Static type checking — packages/graphrag-cache/graphrag_cache/py.typed, packages/graphrag-common/graphrag_common/py.typed, packages/graphrag-llm/graphrag_llm/py.typed, packages/graphrag-storage/graphrag_storage/py.typed, packages/graphrag/graphrag/py.typed
10/10Reproducible environment — Dockerfile, lockfile
10/10Demonstrated agent practice — 7 of the last 100 commits agent-authored or agent-credited
5/8Automated maintenance — dependency automation configured, none observed in the sampled commits
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Inputs used
has_nixno
has_testsyes
lockfilesuv.lock
has_dockerfileyes
typed_languageno
bootstrap_files—
has_devcontainerno
has_linter_configno
typecheck_configspackages/graphrag-cache/graphrag_cache/py.typed, packages/graphrag-common/graphrag_common/py.typed, packages/graphrag-llm/graphrag_llm/py.typed, packages/graphrag-storage/graphrag_storage/py.typed, packages/graphrag/graphrag/py.typed
agent_commit_share0.07
toolchain_manifests—
dependency_bot_commit_share0

Code legibility for models

82Excellent
How it's scored
27/45Type-checkable code — Python with type-check config (packages/graphrag-cache/graphrag_cache/py.typed, packages/graphrag-common/graphrag_common/py.typed, packages/graphrag-llm/graphrag_llm/py.typed, packages/graphrag-storage/graphrag_storage/py.typed, packages/graphrag/graphrag/py.typed)
55/55Manageable file sizes — 0/573 source files over 60KB
Inputs used
primary_languagePython
largest_source_bytes22,070
source_files_sampled573
oversized_source_files0

Machine-readable interfaces

40Weak
How it's scored
0/40API schema (OpenAPI/GraphQL/proto)
0/20MCP server
40/40Runnable examples — notebooks
Inputs used
example_dirsnotebooks
has_mcp_signalno
api_schema_files—
interfaces_expected_ofnetwork-service

Key facts

35,247GitHub stars
49contributors
85commits, last 12 months
0days since last push
41releases
2bus factor
4open 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 33 authors (cap 12)
  • Could not fetch pypi package 'graphrag-monorepo' from its registry
  • Could not fetch pypi package 'unified-copilot' from its registry

More detail

Star and fork history 0 ★ / 3,701 ⇿
0Stars
3,701Forks
15Releases

When each star and fork was added, collected from GitHub and bucketed by day. Cumulative growth sits directly above the daily additions it is made of, so the two read against each other: steady organic accretion looks nothing like an abrupt, short-lived burst. Where that difference is measurable, it is reported as growth authenticity.

Only the most recent history is shown — this repository exceeds the collection window, so the earliest history is not captured.

2,5002,7503,0003,2503,5003,7503,701122025-082026-022026-08
Major 1Minor 3Patch 10
OpenSSF Scorecard 6.6 / 10
6.6aggregate

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 · 2026-08-05 01:22 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 9 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained14 commit(s) and 9 issue activity found in the last 90 days -- score normalized to 10
n/aPackagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool is run on all commits
10Security-Policysecurity policy file detected
n/aSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities98 existing vulnerabilities detected
Direct dependencies 72
RegistryPackageVersion constraintManifest
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PyPIazure-storage-blob~=12.20unified-search-app/pyproject.toml
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All dependencies 427

Full resolved dependency set from the GitHub dependency graph: 106 direct and 321 indirect (transitive) packages. The transitive closure is complete when the repository commits a lockfile.

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PyPIblinker1.9.0indirect
PyPIcachetools5.5.2indirect
PyPIcatalogue2.0.10indirect
PyPIcertifi2025.7.14indirect
PyPIcertifi2026.6.17indirect
PyPIcffi1.17.1indirect
PyPIcffi2.1.0indirect
PyPIcharset-normalizer3.4.2indirect
PyPIcharset-normalizer3.4.9indirect
PyPIclick8.1.8indirect
PyPIclick8.4.2indirect
PyPIcloudpathlib0.21.1indirect
PyPIcloudpathlib0.24.0indirect
PyPIcolorama0.4.6indirect
PyPIcoloredlogs15.0.1indirect
PyPIcomm0.2.3indirect
PyPIconfection0.1.5indirect
PyPIconfection1.3.3indirect
PyPIcontourpy1.3.2indirect
PyPIcontourpy1.3.3indirect
PyPIcoverage7.15.1indirect
PyPIcryptography45.0.5indirect
PyPIcryptography49.0.0indirect
PyPIcycler0.12.1indirect
PyPIcymem2.0.11indirect
PyPIcymem2.0.13indirect
PyPIdebugpy1.8.15indirect
PyPIdebugpy1.8.21indirect
PyPIdecorator5.2.1indirect
PyPIdecorator5.3.1indirect
PyPIdefusedxml0.7.1indirect
PyPIdeprecation2.1.0indirect
PyPIdeptry0.25.1indirect
PyPIdistro1.9.0indirect
PyPIenvirons11.2.1indirect
PyPIexceptiongroup1.3.0indirect
PyPIexecnet2.1.2indirect
PyPIexecuting2.2.0indirect
PyPIexecuting2.2.1indirect
PyPIfastjsonschema2.21.2indirect
PyPIfastuuid0.14.0indirect
PyPIfilelock3.29.7indirect
PyPIflatbuffers25.12.19indirect
PyPIfnllm0.4.1indirect
PyPIfonttools4.59.0indirect
PyPIfqdn1.5.1indirect
PyPIfrozenlist1.8.0indirect
PyPIfsspec2026.6.0indirect
PyPIfuture1.0.0indirect
PyPIgensim4.3.3indirect
PyPIghp-import2.1.0indirect
PyPIgitdb4.0.12indirect
PyPIgitpython3.1.45indirect
PyPIgraphrag-monorepo0.0.0indirect
PyPIgraspologic3.4.1indirect
PyPIh110.16.0indirect
PyPIhatchling—indirect
PyPIhf-xet1.5.1indirect
PyPIhttpcore1.0.9indirect
PyPIhttpx0.28.1indirect
PyPIhuggingface-hub1.23.0indirect
PyPIhumanfriendly10.0indirect
PyPIhyppo0.4.0indirect
PyPIidna3.10indirect
PyPIidna3.18indirect
PyPIimportlib-metadata8.9.0indirect
PyPIiniconfig2.3.0indirect
PyPIipykernel6.30.0indirect
PyPIipykernel7.3.0indirect
PyPIipython8.37.0indirect
PyPIipython9.15.0indirect
PyPIipython9.4.0indirect
PyPIipython-pygments-lexers1.1.1indirect
PyPIipywidgets8.1.8indirect
PyPIisodate0.7.2indirect
PyPIisoduration20.11.0indirect
PyPIjedi0.19.2indirect
PyPIjedi0.20.0indirect
PyPIjiter0.10.0indirect
PyPIjiter0.16.0indirect
PyPIjoblib1.5.1indirect
PyPIjoblib1.5.3indirect
PyPIjson50.15.0indirect
PyPIjsonpointer3.1.1indirect
PyPIjsonschema4.25.0indirect
PyPIjsonschema4.26.0indirect
PyPIjsonschema-specifications2025.4.1indirect
PyPIjsonschema-specifications2025.9.1indirect
PyPIjupyter1.1.1indirect
PyPIjupyter-builder1.1.0indirect
PyPIjupyter-client8.6.3indirect
PyPIjupyter-client8.9.1indirect
PyPIjupyter-console6.6.3indirect
PyPIjupyter-core5.8.1indirect
PyPIjupyter-core5.9.1indirect
PyPIjupyter-events0.12.1indirect
PyPIjupyter-lsp2.3.1indirect
PyPIjupyter-server2.20.0indirect
PyPIjupyter-server-terminals0.5.4indirect
PyPIjupyterlab4.6.1indirect
PyPIjupyterlab-pygments0.3.0indirect
PyPIjupyterlab-server2.28.0indirect
PyPIjupyterlab-widgets3.0.16indirect
PyPIjupytext1.19.4indirect
PyPIkiwisolver1.4.8indirect
PyPIlance-namespace0.9.0indirect
PyPIlance-namespace-urllib3-client0.9.0indirect
PyPIlangcodes3.5.0indirect
PyPIlanguage-data1.3.0indirect
PyPIlark1.3.1indirect
PyPIllvmlite0.44.0indirect
PyPImagika0.6.3indirect
PyPImarisa-trie1.2.1indirect
PyPImarkdown3.10.2indirect
PyPImarkdown-it-py3.0.0indirect
PyPImarkdown-it-py4.2.0indirect
PyPImarkdownify1.2.3indirect
PyPImarkupsafe3.0.2indirect
PyPImarkupsafe3.0.3indirect
PyPImarshmallow4.0.0indirect
PyPImatplotlib3.10.3indirect
PyPImatplotlib-inline0.1.7indirect
PyPImatplotlib-inline0.2.2indirect
PyPImdit-py-plugins0.6.1indirect
PyPImdurl0.1.2indirect
PyPImergedeep1.3.4indirect
PyPImistune3.3.3indirect
PyPImkdocs1.6.1indirect
PyPImkdocs-exclude-search0.6.6indirect
PyPImkdocs-get-deps0.2.2indirect
PyPImkdocs-jupyter0.26.3indirect
PyPImkdocs-material9.7.6indirect
PyPImkdocs-material-extensions1.3.1indirect
PyPImkdocs-typer0.0.3indirect
PyPImpmath1.3.0indirect
PyPImsal1.33.0indirect
PyPImsal1.37.0indirect
PyPImsal-extensions1.3.1indirect
PyPImultidict6.7.1indirect
PyPImurmurhash1.0.13indirect
PyPImurmurhash1.0.15indirect
PyPInarwhals2.0.0indirect
PyPInbclient0.11.0indirect
PyPInbconvert7.17.1indirect
PyPInbformat5.10.4indirect
PyPInest-asyncio1.6.0indirect
PyPInodeenv1.10.0indirect
PyPInodeenv1.9.1indirect
PyPInotebook7.6.0indirect
PyPInotebook-shim0.2.4indirect
PyPInumba0.61.2indirect
PyPIonnxruntime1.20.1indirect
PyPIopenai1.107.0indirect
PyPIopenai2.45.0indirect
PyPIoverrides7.7.0indirect
PyPIpackaging24.2indirect
PyPIpackaging26.2indirect
PyPIpaginate0.5.7indirect
PyPIpandas-stubs3.0.3.260530indirect
PyPIpandocfilters1.5.1indirect
PyPIparso0.8.4indirect
PyPIparso0.8.7indirect
PyPIpastel0.2.1indirect
PyPIpathspec1.1.1indirect
PyPIpatsy1.0.1indirect
PyPIpdfminer-six20260107indirect
PyPIpdfplumber0.11.10indirect
PyPIpexpect4.9.0indirect
PyPIpillow11.3.0indirect
PyPIpillow12.3.0indirect
PyPIplatformdirs4.10.0indirect
PyPIplatformdirs4.3.8indirect
PyPIpluggy1.6.0indirect
PyPIpoethepoet0.36.0indirect
PyPIpoethepoet0.48.0indirect
PyPIpot0.9.5indirect
PyPIpreshed3.0.10indirect
PyPIpreshed3.0.13indirect
PyPIprometheus-client0.25.0indirect
PyPIprompt-toolkit3.0.51indirect
PyPIprompt-toolkit3.0.52indirect
PyPIpropcache0.5.2indirect
PyPIprotobuf5.29.5indirect
PyPIprotobuf7.35.1indirect
PyPIpsutil7.0.0indirect
PyPIpsutil7.2.2indirect
PyPIptyprocess0.7.0indirect
PyPIpure-eval0.2.3indirect
PyPIpycparser2.22indirect
PyPIpycparser3.0indirect
PyPIpydantic-core2.33.2indirect
PyPIpydantic-core2.46.4indirect
PyPIpydeck0.9.1indirect
PyPIpygments2.19.2indirect
PyPIpygments2.20.0indirect
PyPIpyjwt2.10.1indirect
PyPIpyjwt2.13.0indirect
PyPIpylance0.20.0indirect
PyPIpymdown-extensions11.0.1indirect
PyPIpynndescent0.5.13indirect
PyPIpyparsing3.2.3indirect
PyPIpypdfium25.11.0indirect
PyPIpyreadline33.5.6indirect
PyPIpyright1.1.403indirect
PyPIpyright1.1.411indirect
PyPIpytest9.1.1indirect
PyPIpytest-asyncio1.4.0indirect
PyPIpytest-dotenv0.5.2indirect
PyPIpytest-timeout2.4.0indirect
PyPIpytest-xdist3.8.0indirect
PyPIpython-dateutil2.9.0.post0indirect
PyPIpython-json-logger4.1.0indirect
PyPIpytz2025.2indirect
PyPIpywin32311indirect
PyPIpywinpty3.0.5indirect
PyPIpyyaml-env-tag1.1indirect
PyPIpyzmq27.0.0indirect
PyPIpyzmq27.1.0indirect
PyPIrdflib7.1.4indirect
PyPIreferencing0.36.2indirect
PyPIreferencing0.37.0indirect
PyPIregex2024.11.6indirect
PyPIregex2026.7.10indirect
PyPIrequests2.32.4indirect
PyPIrequests2.34.2indirect
PyPIrequirements-parser0.13.1indirect
PyPIrfc3339-validator0.1.4indirect
PyPIrfc3986-validator0.1.1indirect
PyPIrfc3987-syntax1.1.0indirect
PyPIrich13.9.4indirect
PyPIrich15.0.0indirect
PyPIrpds-py0.26.0indirect
PyPIrpds-py2026.6.3indirect
PyPIruff0.12.5indirect
PyPIruff0.15.21indirect
PyPIscikit-learn1.7.1indirect
PyPIscipy1.12.0indirect
PyPIseaborn0.13.2indirect
PyPIsemversioner3.0.1indirect
PyPIsend2trash2.1.0indirect
PyPIsetuptools80.9.0indirect
PyPIsetuptools83.0.0indirect
PyPIshellingham1.5.4indirect
PyPIsix1.17.0indirect
PyPIsmart-open7.3.0.post1indirect
PyPIsmart-open8.0.1indirect
PyPIsmmap5.0.2indirect
PyPIsniffio1.3.1indirect
PyPIsoupsieve2.8.4indirect
PyPIspacy-legacy3.0.12indirect
PyPIspacy-loggers1.0.5indirect
PyPIsrsly2.5.1indirect
PyPIsrsly2.5.3indirect
PyPIstack-data0.6.3indirect
PyPIstarlette1.3.1indirect
PyPIstatsmodels0.14.5indirect
PyPIsympy1.14.0indirect
PyPItenacity9.1.2indirect
PyPIterminado0.18.1indirect
PyPIthinc8.3.13indirect
PyPIthinc8.3.4indirect
PyPIthreadpoolctl3.6.0indirect
PyPItiktoken0.11.0indirect
PyPItiktoken0.13.0indirect
PyPItinycss21.5.1indirect
PyPItokenizers0.23.1indirect
PyPItomli2.2.1indirect
PyPItomli2.4.1indirect
PyPItomlkit0.12.5indirect
PyPItornado6.5.1indirect
PyPItornado6.5.7indirect
PyPItraitlets5.14.3indirect
PyPItraitlets5.15.1indirect
PyPItyping-inspection0.4.1indirect
PyPItyping-inspection0.4.2indirect
PyPItzdata2025.2indirect
PyPItzdata2026.3indirect
PyPIumap-learn0.5.9.post2indirect
PyPIupdate-toml0.2.1indirect
PyPIuri-template1.3.0indirect
PyPIurllib32.5.0indirect
PyPIurllib32.7.0indirect
PyPIwasabi1.1.3indirect
PyPIwatchdog6.0.0indirect
PyPIwcwidth0.2.13indirect
PyPIwcwidth0.8.2indirect
PyPIweasel0.4.1indirect
PyPIweasel1.0.0indirect
PyPIwebcolors25.10.0indirect
PyPIwebencodings0.5.1indirect
PyPIwebsocket-client1.9.0indirect
PyPIwidgetsnbextension4.0.15indirect
PyPIwrapt1.17.2indirect
PyPIwrapt2.2.2indirect
PyPIyarl1.24.2indirect
PyPIzipp4.1.0indirect
Dependency advisories 0

Installing pypi:graphrag@3.1.1 pulls in 113 packages, direct and transitive: 0 carry known advisories, of which 0 are direct dependencies.

No known advisories affect the assessed dependencies.

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

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Missing data is excluded and weights renormalized, never scored as zero. Methodology is versioned and open: metrics v2.10.0, schema v0.31.0 — full methodology · metrics wiki.

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