Public record
Software health reportschema 0.27.0 · metrics 1.13.0 · 2026-07-26 21:40 UTC

microsoft / graphrag

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

Python · Jupyter NotebookMIT★ 34,856 stars⑂ 3,673 forkssince Mar 2024View on GitHub ↗
#graphrag#rag#llm#llms#gpt#gpt-4#gpt4

microsoft/graphrag holds a health index of 83 out of 100, placing it in the Good band. It scores highest on Community & Adoption (92/100) and lowest on AI Readiness (54/100). It was last updated today. 2 contributors account for most of its recent work.

83
overall / 100
Good

Software health index

Metrics are grouped into weighted categories on one standardized 1–100 scale. Overall starts as their weighted mean; when public evidence triggers the High-Risk Jurisdiction Policy, the rating is adjusted and receives an At risk ceiling of 49. AI Readiness sits outside the overall score.

83
Excellent85-100Exemplary; meets essentially all checked criteria
Good70-84Healthy; minor gaps
Moderate50-69Acceptable with notable gaps; review recommended
At risk30-49Significant weaknesses; adoption warrants caution
Critical1-29Severe 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.

Ownership

MicrosoftOrganization
125,928 followers8,222 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
PyPIgraphrag3.1.174,788478 days ago
PyPIgraphrag-llm3.1.1-128 days ago
PyPIgraphrag-cache3.1.1-128 days ago
PyPIgraphrag-input3.1.1-128 days ago
PyPIgraphrag-common3.1.131,981128 days ago
PyPIgraphrag-storage3.1.1-128 days ago
PyPIgraphrag-vectors3.1.1-128 days ago
PyPIgraphrag-chunking3.1.1-128 days ago

Metrics by category

Vitality

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

87Excellent · 22% of overall

Development activity

79Good
How it's scored
36/36Push recency — last push 0 days ago
15.9/36Commit cadence — 23/52 weeks with commits
17.4/18Commit volume — 85 commits in the last year
10/10OpenSSF Scorecard: Maintained — 14 commit(s) and 8 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_year23

Release discipline

100Excellent
How it's scored
27/27Ships releases — 41 releases published
36/36Release recency — latest release 8 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_release8
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?

92Excellent · 18% of overall

Popularity & adoption

98Excellent
How it's scored
60/60Stars — 34,856 stars
25/25Forks — 3,673 forks
12.7/15Watchers — 196 watchers
Inputs used
forks3,673
stars34,856
watchers196
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
has_contributingyes
has_issue_templateno
has_code_of_conductyes
has_pull_request_templateyes

Ecosystem adoption (downloads)

84Good
How it's scored
67/80Monthly downloads — 106,769 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_downloads106,769
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?

80Good · 24% 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

85Excellent
How it's scored
46.5/46.8Issue resolution — 100% of issues closed
23.6/38.3PR acceptance — 746/1,209 decided PRs merged
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Inputs used
merged_prs746
open_issues4
closed_issues828
issue_closed_ratio0.995
closed_unmerged_prs463

Ownership & stewardship

80Good
How it's scored
30/30Ownership backing — organization-owned
0/20Verified domain
25/25Owner reach — 125,928 followers of microsoft
25/25Track record — 8,222 public repos, account ~12 yr old
Inputs used
followers125,928
owner_typeOrganization
is_verified—
owner_loginmicrosoft
public_repos8,222
account_age_days4,611

Package maintenance

100Excellent
How it's scored
25/25Published & resolvable — 8 package(s) on pypi
35/35Publish recency — latest publish 8 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_publish8

Engineering Quality

Are baseline engineering and documentation practices in place?

81Good · 20% of overall

Engineering practices

68Moderate
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

100Excellent
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/
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

66Moderate
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 8 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 — 85 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

100Excellent
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? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score.

54Moderate · 0% of overall

Agent context & guidance

40At risk
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
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

82Good
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

40At risk
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—

Key facts

34,856GitHub 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
  • 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 ★ / 3,673 ⇿
0Stars
3,673Forks
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.

2,5002,7503,0003,2503,5003,7503,673122025-082026-012026-07
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 · 2026-07-26 21:40 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 8 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
0Vulnerabilities85 existing vulnerabilities detected
Direct dependencies 72
RegistryPackageVersion constraintManifest
PyPIstreamlit==1.43.0unified-search-app/pyproject.toml
PyPIazure-search-documents~=11.4unified-search-app/pyproject.toml
PyPIazure-storage-blob~=12.20unified-search-app/pyproject.toml
PyPIazure-identity~=1.16unified-search-app/pyproject.toml
PyPIgraphrag==2.5.0unified-search-app/pyproject.toml
PyPIaltair~=5.3unified-search-app/pyproject.toml
PyPIstreamlit-agraph~=0.0.45unified-search-app/pyproject.toml
PyPIst-tabs~=0.1unified-search-app/pyproject.toml
PyPIspacy~=3.8unified-search-app/pyproject.toml
PyPIgraphrag-common==3.1.1packages/graphrag-cache/pyproject.toml
PyPIgraphrag-storage==3.1.1packages/graphrag-cache/pyproject.toml
PyPIgraphrag-common==3.1.1packages/graphrag-chunking/pyproject.toml
PyPIpydantic~=2.10packages/graphrag-chunking/pyproject.toml
PyPIpython-dotenv~=1.0packages/graphrag-common/pyproject.toml
PyPIpyyaml~=6.0packages/graphrag-common/pyproject.toml
PyPItoml~=0.10packages/graphrag-common/pyproject.toml
PyPIgraphrag-common==3.1.1packages/graphrag-input/pyproject.toml
PyPIgraphrag-storage==3.1.1packages/graphrag-input/pyproject.toml
PyPIpydantic~=2.10packages/graphrag-input/pyproject.toml
PyPImarkitdown~=0.1.0packages/graphrag-input/pyproject.toml
PyPIpyarrow>=14.0.0packages/graphrag-input/pyproject.toml
PyPIazure-identity~=1.25packages/graphrag-llm/pyproject.toml
PyPIfastapi>=0.136.3,<1.0packages/graphrag-llm/pyproject.toml
PyPIgraphrag-cache==3.1.1packages/graphrag-llm/pyproject.toml
PyPIgraphrag-common==3.1.1packages/graphrag-llm/pyproject.toml
PyPIjinja2~=3.1packages/graphrag-llm/pyproject.toml
PyPIlitellm==1.92.0packages/graphrag-llm/pyproject.toml
PyPInest-asyncio2~=1.7packages/graphrag-llm/pyproject.toml
PyPIorjson>=3.11.6,<4.0packages/graphrag-llm/pyproject.toml
PyPIpydantic~=2.10packages/graphrag-llm/pyproject.toml
PyPItyping-extensions~=4.12packages/graphrag-llm/pyproject.toml
PyPIaiofiles~=25.1packages/graphrag-storage/pyproject.toml
PyPIazure-cosmos~=4.9packages/graphrag-storage/pyproject.toml
PyPIazure-identity~=1.25packages/graphrag-storage/pyproject.toml
PyPIazure-storage-blob~=12.24packages/graphrag-storage/pyproject.toml
PyPIgraphrag-common==3.1.1packages/graphrag-storage/pyproject.toml
PyPIpandas~=3.0packages/graphrag-storage/pyproject.toml
PyPIpydantic~=2.10packages/graphrag-storage/pyproject.toml
PyPIazure-core~=1.32packages/graphrag-vectors/pyproject.toml
PyPIazure-cosmos~=4.9packages/graphrag-vectors/pyproject.toml
PyPIazure-identity~=1.25packages/graphrag-vectors/pyproject.toml
PyPIazure-search-documents~=12.0packages/graphrag-vectors/pyproject.toml
PyPIgraphrag-common==3.1.1packages/graphrag-vectors/pyproject.toml
PyPIlancedb~=0.34.0packages/graphrag-vectors/pyproject.toml
PyPInumpy~=2.1packages/graphrag-vectors/pyproject.toml
PyPIpyarrow~=25.0packages/graphrag-vectors/pyproject.toml
PyPIpydantic~=2.10packages/graphrag-vectors/pyproject.toml
PyPIazure-identity~=1.25packages/graphrag/pyproject.toml
PyPIazure-search-documents~=12.0packages/graphrag/pyproject.toml
PyPIazure-storage-blob~=12.24packages/graphrag/pyproject.toml
PyPIdevtools~=0.12packages/graphrag/pyproject.toml
PyPIgraphrag-cache==3.1.1packages/graphrag/pyproject.toml
PyPIgraphrag-chunking==3.1.1packages/graphrag/pyproject.toml
PyPIgraphrag-common==3.1.1packages/graphrag/pyproject.toml
PyPIgraphrag-input==3.1.1packages/graphrag/pyproject.toml
PyPIgraphrag-llm==3.1.1packages/graphrag/pyproject.toml
PyPIgraphrag-storage==3.1.1packages/graphrag/pyproject.toml
PyPIgraphrag-vectors==3.1.1packages/graphrag/pyproject.toml
PyPIgraspologic-native>=1.2,<1.3packages/graphrag/pyproject.toml
PyPIjson-repair~=0.30packages/graphrag/pyproject.toml
PyPInetworkx~=3.4packages/graphrag/pyproject.toml
PyPInltk~=3.9packages/graphrag/pyproject.toml
PyPInumpy~=2.1packages/graphrag/pyproject.toml
PyPIpandas~=3.0packages/graphrag/pyproject.toml
PyPIpyarrow~=25.0packages/graphrag/pyproject.toml
PyPIpydantic~=2.10packages/graphrag/pyproject.toml
PyPIspacy~=3.8packages/graphrag/pyproject.toml
PyPIblis~=1.0packages/graphrag/pyproject.toml
PyPItextblob~=0.18packages/graphrag/pyproject.toml
PyPItqdm~=4.67packages/graphrag/pyproject.toml
PyPItyping-extensions~=4.12packages/graphrag/pyproject.toml
PyPItyper~=0.16packages/graphrag/pyproject.toml
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.

RegistryPackageVersionRelation
PyPIaiofiles—direct
PyPIaiofiles24.1.0direct
PyPIaiofiles25.1.0direct
PyPIaltair5.5.0direct
PyPIazure-core—direct
PyPIazure-core1.35.0direct
PyPIazure-core1.41.0direct
PyPIazure-cosmos—direct
PyPIazure-cosmos4.16.1direct
PyPIazure-cosmos4.9.0direct
PyPIazure-identity—direct
PyPIazure-identity1.23.1direct
PyPIazure-identity1.25.3direct
PyPIazure-search-documents—direct
PyPIazure-search-documents11.5.3direct
PyPIazure-search-documents12.0.0direct
PyPIazure-storage-blob—direct
PyPIazure-storage-blob12.26.0direct
PyPIazure-storage-blob12.30.0direct
PyPIblis—direct
PyPIblis1.2.1direct
PyPIblis1.3.3direct
PyPIdevtools—direct
PyPIdevtools0.12.2direct
PyPIfastapi—direct
PyPIfastapi0.139.0direct
PyPIgraphrag2.5.0direct
PyPIgraphrag3.1.1direct
PyPIgraphrag-cache3.1.0direct
PyPIgraphrag-cache3.1.1direct
PyPIgraphrag-chunking3.1.0direct
PyPIgraphrag-chunking3.1.1direct
PyPIgraphrag-common3.1.0direct
PyPIgraphrag-common3.1.1direct
PyPIgraphrag-input3.1.0direct
PyPIgraphrag-input3.1.1direct
PyPIgraphrag-llm3.1.0direct
PyPIgraphrag-llm3.1.1direct
PyPIgraphrag-storage3.1.0direct
PyPIgraphrag-storage3.1.1direct
PyPIgraphrag-vectors3.1.0direct
PyPIgraphrag-vectors3.1.1direct
PyPIgraspologic-native—direct
PyPIgraspologic-native1.2.5direct
PyPIjinja2—direct
PyPIjinja23.1.6direct
PyPIjson-repair—direct
PyPIjson-repair0.30.3direct
PyPIjson-repair0.61.4direct
PyPIlancedb—direct
PyPIlancedb0.17.0direct
PyPIlancedb0.34.0direct
PyPIlitellm1.86.2direct
PyPIlitellm1.92.0direct
PyPImarkitdown—direct
PyPImarkitdown0.1.6direct
PyPInest-asyncio2—direct
PyPInest-asyncio21.7.2direct
PyPInetworkx—direct
PyPInetworkx3.4.2direct
PyPInetworkx3.5direct
PyPInetworkx3.6.1direct
PyPInltk—direct
PyPInltk3.10.0direct
PyPInltk3.9.1direct
PyPInumpy—direct
PyPInumpy1.26.4direct
PyPInumpy2.4.6direct
PyPInumpy2.5.1direct
PyPIorjson—direct
PyPIorjson3.11.9direct
PyPIpandas—direct
PyPIpandas2.3.1direct
PyPIpandas3.0.3direct
PyPIpyarrow—direct
PyPIpyarrow21.0.0direct
PyPIpyarrow25.0.0direct
PyPIpydantic—direct
PyPIpydantic2.11.7direct
PyPIpydantic2.13.4direct
PyPIpython-dotenv—direct
PyPIpython-dotenv1.1.1direct
PyPIpython-dotenv1.2.2direct
PyPIpyyaml—direct
PyPIpyyaml6.0.2direct
PyPIpyyaml6.0.3direct
PyPIspacy—direct
PyPIspacy3.8.14direct
PyPIspacy3.8.7direct
PyPIst-tabs0.1.1direct
PyPIstreamlit1.43.0direct
PyPIstreamlit-agraph0.0.45direct
PyPItextblob—direct
PyPItextblob0.18.0.post0direct
PyPItextblob0.20.0direct
PyPItoml—direct
PyPItoml0.10.2direct
PyPItqdm—direct
PyPItqdm4.67.1direct
PyPItqdm4.68.4direct
PyPItyper—direct
PyPItyper0.17.4direct
PyPItyper0.26.8direct
PyPItyping-extensions—direct
PyPItyping-extensions4.14.1direct
PyPItyping-extensions4.16.0direct
PyPIaiohappyeyeballs2.7.1indirect
PyPIaiohttp3.14.1indirect
PyPIaiolimiter1.2.1indirect
PyPIaiosignal1.4.0indirect
PyPIannotated-doc0.0.4indirect
PyPIannotated-types0.7.0indirect
PyPIanyio4.14.2indirect
PyPIanyio4.9.0indirect
PyPIanytree2.13.0indirect
PyPIappnope0.1.4indirect
PyPIargon2-cffi25.1.0indirect
PyPIargon2-cffi-bindings25.1.0indirect
PyPIarrow1.4.0indirect
PyPIasttokens2.4.1indirect
PyPIasync-lru2.3.0indirect
PyPIattrs25.3.0indirect
PyPIattrs26.1.0indirect
PyPIautograd1.8.0indirect
PyPIazure-common1.1.28indirect
PyPIbabel2.18.0indirect
PyPIbackports-datetime-fromisoformat2.0.3indirect
PyPIbackrefs7.0indirect
PyPIbeartype0.18.5indirect
PyPIbeautifulsoup44.15.0indirect
PyPIbleach6.4.0indirect
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.

Raw JSON report machine-readable
{
  "data": {
    "repo": {
      "topics": [
        "graphrag",
        "rag",
        "llm",
        "llms",
        "gpt",
        "gpt-4",
        "gpt4"
      ],
      "is_fork": false,
      "size_kb": 206585,
      "has_wiki": true,
      "homepage": "https://microsoft.github.io/graphrag/",
      "languages": {
        "HTML": 85,
        "Jinja": 143,
        "Shell": 508,
        "Python": 1710593,
        "Dockerfile": 572,
        "Jupyter Notebook": 223928
      },
      "pushed_at": "2026-07-26T07:09:24Z",
      "created_at": "2024-03-27T17:57:52Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-26T20:32:21Z",
      "description": "A modular graph-based Retrieval-Augmented Generation (RAG) system",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "Jupyter Notebook"
      ]
    },
    "owner": {
      "blog": "https://opensource.microsoft.com",
      "name": "Microsoft",
      "type": "Organization",
      "login": "microsoft",
      "company": null,
      "location": "Redmond, WA",
      "followers": 125928,
      "avatar_url": "https://avatars.githubusercontent.com/u/6154722?v=4",
      "created_at": "2013-12-10T19:06:48Z",
      "is_verified": null,
      "public_repos": 8222,
      "account_age_days": 4611
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v3.1.1",
          "kind": "patch",
          "published_at": "2026-07-18T01:23:18Z"
        },
        {
          "tag": "v3.1.0",
          "kind": "minor",
          "published_at": "2026-05-28T15:55:40Z"
        },
        {
          "tag": "3.0.9",
          "kind": "patch",
          "published_at": "2026-04-13T19:29:27Z"
        },
        {
          "tag": "v3.0.8",
          "kind": "patch",
          "published_at": "2026-03-27T20:52:00Z"
        },
        {
          "tag": "v3.0.7",
          "kind": "patch",
          "published_at": "2026-03-24T17:21:24Z"
        },
        {
          "tag": "v3.0.6",
          "kind": "patch",
          "published_at": "2026-03-06T20:07:19Z"
        },
        {
          "tag": "v3.0.5",
          "kind": "patch",
          "published_at": "2026-02-27T21:17:58Z"
        },
        {
          "tag": "v3.0.4",
          "kind": "patch",
          "published_at": "2026-02-24T23:06:38Z"
        },
        {
          "tag": "v3.0.2",
          "kind": "patch",
          "published_at": "2026-02-13T18:44:16Z"
        },
        {
          "tag": "v3.0.1",
          "kind": "patch",
          "published_at": "2026-01-28T18:55:20Z"
        },
        {
          "tag": "v3.0.0",
          "kind": "major",
          "published_at": "2026-01-28T18:54:29Z"
        },
        {
          "tag": "v2.7.1",
          "kind": "patch",
          "published_at": "2026-01-26T19:49:10Z"
        },
        {
          "tag": "v2.7.0",
          "kind": "minor",
          "published_at": "2025-10-09T17:36:45Z"
        },
        {
          "tag": "v2.6.0",
          "kind": "minor",
          "published_at": "2025-09-22T22:21:48Z"
        },
        {
          "tag": "v.2.5.0",
          "kind": "other",
          "published_at": "2025-08-14T14:09:46Z"
        },
        {
          "tag": "v.2.4.0",
          "kind": "other",
          "published_at": "2025-07-15T00:56:05Z"
        },
        {
          "tag": "v2.3.0",
          "kind": "minor",
          "published_at": "2025-05-23T21:43:32Z"
        },
        {
          "tag": "v2.2.1",
          "kind": "patch",
          "published_at": "2025-05-01T00:18:20Z"
        },
        {
          "tag": "v2.2.0",
          "kind": "minor",
          "published_at": "2025-04-26T00:21:17Z"
        },
        {
          "tag": "v2.1.0",
          "kind": "minor",
          "published_at": "2025-03-12T00:20:14Z"
        },
        {
          "tag": "v2.0.0",
          "kind": "major",
          "published_at": "2025-02-25T23:53:56Z"
        },
        {
          "tag": "v1.2.0",
          "kind": "minor",
          "published_at": "2025-01-15T21:58:15Z"
        },
        {
          "tag": "v1.1.2",
          "kind": "patch",
          "published_at": "2025-01-09T22:51:17Z"
        },
        {
          "tag": "v1.1.1",
          "kind": "patch",
          "published_at": "2025-01-08T22:19:16Z"
        },
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2025-01-07T22:20:21Z"
        },
        {
          "tag": "v1.0.1",
          "kind": "patch",
          "published_at": "2024-12-18T23:28:49Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2024-12-11T23:49:49Z"
        },
        {
          "tag": "v0.9.0",
          "kind": "minor",
          "published_at": "2024-12-06T20:33:29Z"
        },
        {
          "tag": "v0.5.0",
          "kind": "minor",
          "published_at": "2024-11-18T06:10:22Z"
        },
        {
          "tag": "v0.4.1",
          "kind": "patch",
          "published_at": "2024-11-09T00:01:07Z"
        },
        {
          "tag": "v0.4.0",
          "kind": "minor",
          "published_at": "2024-11-06T00:46:22Z"
        },
        {
          "tag": "v0.3.6",
          "kind": "patch",
          "published_at": "2024-09-20T17:33:50Z"
        },
        {
          "tag": "v0.3.5",
          "kind": "patch",
          "published_at": "2024-09-19T17:36:28Z"
        },
        {
          "tag": "v0.3.3",
          "kind": "patch",
          "published_at": "2024-09-10T20:11:16Z"
        },
        {
          "tag": "v0.3.2",
          "kind": "patch",
          "published_at": "2024-08-26T23:59:29Z"
        },
        {
          "tag": "v0.3.1",
          "kind": "patch",
          "published_at": "2024-08-21T23:06:30Z"
        },
        {
          "tag": "v0.3.0",
          "kind": "minor",
          "published_at": "2024-08-13T00:17:56Z"
        },
        {
          "tag": "v0.2.2",
          "kind": "patch",
          "published_at": "2024-08-08T22:50:51Z"
        },
        {
          "tag": "v0.2.1",
          "kind": "patch",
          "published_at": "2024-08-06T00:50:26Z"
        },
        {
          "tag": "v0.2.0",
          "kind": "minor",
          "published_at": "2024-07-25T04:09:52Z"
        },
        {
          "tag": "v0.1.1",
          "kind": "patch",
          "published_at": "2024-07-02T18:49:43Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "14a00ad88fc33cf2b52f4f113f25807556f8e25e",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.1.1 (#2458)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-18T01:16:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0bb28657856b8264b4314116d738d81a0b68043c",
          "body": "* Fix JSONL loader for blank and invalid rows\n\n* Sync docs for schema and metadata fields\n\n* Revert \"Sync docs for schema and metadata fields\"\n\nThis reverts commit 55f170f7d25f58ba4494f2dee8c5690fd282c778.",
          "is_bot": false,
          "headline": "Fix JSONL loader handling of blank/invalid lines (#2434)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-07-17T21:45:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "82c339a8bf37b8ac3576b906044a49a70c0aac4c",
          "body": "* Sync docs for schema and metadata fields\n\n* Clarify prepend_metadata raw_data note\n\n* Align docs notebooks with v3 model APIs\n\n* Clean notebook formatting in v3 model cells\n\n* Use clean global_search params without pop workaround\n\n* Fix dynamic global search notebook JSON mode param conflict\n\n* Re\n[…]\n-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* remove outputs\n\n---------\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Sync docs for schema and metadata fields (#2435)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-07-17T20:41:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "f5af4d251f03f27886d007fdfdf36d1f5fd8b663",
          "body": "* fix issue-2170\n\n* semversioner change\n\n* test changes\n\n* Potential fix for pull request finding\n\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>\n\n* fix syntax mismatch\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>\nCo-authored-by: Copilot Autofix powered by AI <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Fix cannot release un-acquired lock in Blob logger (#2457)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-17T20:27:16Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "27a3675485f44edfa9c128337f1c13edc5e61284",
          "body": "* fix issue 2265\n\n* add semversioneer\n\n* copilot feedback\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>\nCo-authored-by: Nathan Evans <github@talkswithnumbers.com>",
          "is_bot": false,
          "headline": "Issue 2265: Column length mismatch (#2442)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-17T18:46:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "49c0911d0d5a2c29fc60cfe44a5ecb6d8dd7e3c4",
          "body": "…ils.py (#2443)\n\n* fix issue-2330\n\n* semversioner change\n\n* copilot feedback\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Missing return type hints on generator functions in query/llm/text_ut…",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-07-17T18:22:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64a95d3d512fc5765511573cc803de2e30fc2a25",
          "body": "* build(deps): refresh lockfile and bump runtime constraints\n\n- Refresh uv.lock within existing ranges (ruff 0.15.21, pyright 1.1.411)\n- Bump azure-search-documents ~=12.0, pyarrow ~=25.0, aiofiles ~=25.1, lancedb ~=0.34.0, litellm ==1.92.0, pandas ~=3.0 (+ pandas-stubs)\n- Hold graspologic-native on\n[…]\nithub-actions\n- unified-search-app remains excluded (separate project at repo root)\n\n* Bump dependencies.\n\n* Fix type check and tests.\n\n* Fix drift search.\n\n* Fix streaming.\n\n* Fix context management.",
          "is_bot": false,
          "headline": "Dep sweep (#2441)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-17T15:38:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "dac4f721ddc14adae9d3183cdc99e7c6ad7d9fca",
          "body": "- Resolves #2381",
          "is_bot": false,
          "headline": "Fix .strip call (#2431)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-10T21:00:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "94a2095c6fb35765c9d0a2def9b4cdad26a0408b",
          "body": "…… (#2430)\n\nLoosen service_tier type to str | None to allow for more flexibility in service tier representation.\n\n- Resolves #2389",
          "is_bot": false,
          "headline": "Loosen service_tier type to str | None to allow for more flexibility …",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-10T20:56:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "274101505799e24d08e43b52cc3c9f07efe01a23",
          "body": "- Resolves #2254",
          "is_bot": false,
          "headline": "Fix logging bug. (#2429)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-07-10T20:52:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d02c2355c3fed4c49007572fbe951d73258a37f",
          "body": null,
          "is_bot": false,
          "headline": "Update getting started docs. (#2367)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-05-28T16:53:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8679794df31cd766e81800e21b0cae361037490c",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.1.0 (#2366)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-05-28T15:51:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7016ddfd000e5e191faedf2176b51a4a8c6f22a",
          "body": "- Resolves #2331",
          "is_bot": false,
          "headline": "Update litellm dependency. (#2365)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-05-28T15:16:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de531f0a697d2f35c4f85cb8511141507278404e",
          "body": "* feat: native CosmosTableProvider with namespace partitioning\n\nReplace the parquet-decomposition approach in AzureCosmosStorage with a\nnative CosmosTableProvider that implements TableProvider directly:\n\n- CosmosTableProvider: stores DataFrame rows as Cosmos documents with\n  /namespace partition key\n[…]\natching\n\nUse transactional batches for delete operations instead of\none-at-a-time delete_item calls, mirroring the _batch_upsert pattern.\nFalls back to individual deletes on CosmosBatchOperationError.",
          "is_bot": false,
          "headline": "feat: native CosmosTableProvider with namespace partitioning (#2354)",
          "author_name": "disamhembere",
          "author_login": "disamhembere",
          "committed_at": "2026-05-13T19:25:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "0da2a4dd3e1402bd97a7ddd4e6cace8c87a55c8b",
          "body": "Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Release v3.0.9 (#2321)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-04-13T19:21:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "080e665c23372334db75d66b743cf4c0ffcf9fc3",
          "body": "parquet reader impl\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "parquet reader implementation as a new input type (#2320)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-04-09T20:03:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebc8d61f462b8d25d4ebe317e8b1086c177eadfa",
          "body": "- Addresses #2286\n- Resolves #2263",
          "is_bot": false,
          "headline": "Support client side json validation. (#2306)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-04-07T15:09:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1f0e6c345832d64fe55a199e110b778dc9e62bf",
          "body": "- Addresses #2258 and #2287\n- Resolves #2249\n\nCo-authored-by: Br1an67 <932039080@qq.com>",
          "is_bot": false,
          "headline": "Fix broken documentation links. (#2305)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-30T13:46:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74239e8e142ee63c46c201e2c880ffc07829998b",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.8 (#2299)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-27T18:45:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df2a8b32e07b2bc077a86db30ca69834abfe0ccc",
          "body": "…HSA-7p94-766c-hgjp) (#2298)",
          "is_bot": false,
          "headline": "bump nltk to resolve [CVE-2025-14009](https://github.com/advisories/G…",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-27T15:52:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac142c5ed46cce90e7472748815ec01fecbdf9b8",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.7 (#2291)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-24T17:15:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f0fd676729553c763851d7f748e3aa0451d337f7",
          "body": "- Response to #2289",
          "is_bot": false,
          "headline": "Pin litellm dependency (#2290)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-03-24T16:30:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3502c22209a0fc8b86a164063fd9fbb40c6c0e7d",
          "body": null,
          "is_bot": false,
          "headline": "reconfigure vector store size (#2281)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-17T21:09:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ae2508d37a18f05f5ba72798769344febe0df2d7",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.6 (#2267)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-06T20:02:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb9afeb898ad2cc886093b05f1f11c3740bfe819",
          "body": "* fix cooccurences\n\n* unused async fixes",
          "is_bot": false,
          "headline": "nlp streaming (#2264)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-03T21:59:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bfd42c1ecd2c4bbc17ff6e0674f8fb6e1ceabffa",
          "body": "* filter phantom relationships\n\n* fix flush size",
          "is_bot": false,
          "headline": "remove relationships with phantom entities (#2261)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-03-03T13:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ceb00c4dea349157d7d2fb4e01fc5e40b948eb7",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.5 (#2252)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-27T21:17:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6f26d0ec6fdc88e035b4661ff6c839ae423c9257",
          "body": "* vectors bulk load_documents\n\n* vector load\n\n* add upsert work into dictionary\n\n* fic dictionary",
          "is_bot": false,
          "headline": "vector load_documents in batches (#2251)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-27T20:59:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64c55522fd7ecc5044f302d0f8b7ac72bad598f3",
          "body": "* fix\n\n* fix test with inline content\n\n* fix format",
          "is_bot": false,
          "headline": "fix csv file reader (#2248)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-25T01:10:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a82d186fd2ca128ebbfa04f7b3675a338f855320",
          "body": "* Release v3.0.4\n\n* release v3.0.4",
          "is_bot": false,
          "headline": "Release v3.0.4 (#2247)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-24T22:51:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a29d278255a7f2a129c355a0b5c6936bd399114",
          "body": "Co-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Release v3.0.3 (#2245)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-24T20:54:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47fae953930235e11ede77140346e0d0cd24ef0b",
          "body": "add stats write",
          "is_bot": false,
          "headline": "write stats per workflow (#2244)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-23T22:17:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1cedb796b3e26f432743e9884b62f6c23c8a37b0",
          "body": "* streaming create_final_documents\n\n* add semversioner",
          "is_bot": false,
          "headline": "streaming create_final_documents (#2243)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-23T17:16:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba9169a2328598bf80220554bd86e0aa77050f55",
          "body": "* add streaming\n\n* add patch\n\n* fix spelling\n\n* add improvements and test",
          "is_bot": false,
          "headline": "streaming finalize_graph  (#2240)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-23T16:57:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cd0c405887cdb53d96c5598ea03083080ba232e2",
          "body": "…s (#2236)\n\n* feat(graphrag-vectors): add filtering, timestamps, and CRUD operations\n\nImplement the vector store enhancements from the graphrag-vectors-design spec:\n\nNew modules:\n- filtering.py: Pydantic-based filter expression system with F builder,\n  operator overloads, JSON serialization, client-\n[…]\nuet, embeddings.text_unit_text.parquet)\n- Add CPY001, SLF001, DTZ005 to notebook lint ignores in pyproject.toml\n\n* refactor: extract model/tokenizer creation from generate_text_embeddings into callers",
          "is_bot": false,
          "headline": "feat(graphrag-vectors): add filtering, timestamps, and CRUD operation…",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-20T23:39:08Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "97045b55fe5f672dec3c8ac514862251d524459d",
          "body": "* addd streaming\n\n* fixes",
          "is_bot": false,
          "headline": "generate_text_embeddings streaming (#2241)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-20T22:53:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf1034a7eba75d15a1e1ea48d152dcc90a22387d",
          "body": "* addd streaming to create_final_text_units - also removed pandas from its internal workflow logic\n\n* fix comment\n\n* fix test\n\n* fix typo\n\n* add suggestion\n\n* add csv tests data\n\n* fix spell",
          "is_bot": false,
          "headline": "Streaming create_final_text_units (#2238)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-20T14:18:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac7ce32b61390402fd83e381cf40837a61ad4fe1",
          "body": "* add manual release instructions\n\n* create streaming\n\n* fix deleted file\n\n* addd file\n\n* fix check\n\n* add consistency\n\n* fix logic",
          "is_bot": false,
          "headline": "Streaming create communities (#2237)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-19T18:39:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d9f0dcf3004a83ef55398eada11fecd75f7307a",
          "body": "* add release doc\n\n* fix spellcheck",
          "is_bot": false,
          "headline": "add release doc (#2235)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-19T00:14:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "20d30fd93b4f3260e8f9522925063bcff4791133",
          "body": "* work in progress\n\n* cosmosdb output error fix\n\n* semserver update\n\n* remove unnecessary code\n\n* clean code\n\n* remove unnecessary prints",
          "is_bot": false,
          "headline": "Cosmosdb communities bug (#2232)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-17T21:59:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79d7a70c945f7f6b2623072895145c8da0dd83ae",
          "body": "* add smoke tests for output csv\n\n* change text fixture test\n\n* change test\n\n* add semver\n\n* run format\n\n---------\n\nCo-authored-by: Nathan Evans <github@talkswithnumbers.com>",
          "is_bot": false,
          "headline": "modify smoke tests to include csv table provider (#2229)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-13T22:23:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71445a3f44c17294e11ffac88017ab06b28a9a67",
          "body": "* add streaming read\n\n* fix formatting\n\n* create csv streaming write\n\n* add parquettable to simulate streaming\n\n* add sample rows return\n\n* add load_input_documents and truncate mode to Table\n\n* add semver\n\n* addd csv output reader fix\n\n* run formatter\n\n* add csv config",
          "is_bot": false,
          "headline": "load_input_documents and create_base_text_units streaming (#2221)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-13T20:59:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9032b796541dcf7688ab7dc7f9f371201ec6c7c3",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.2 (#2230)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-13T18:39:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1c92cc00608f49fbdcc48efb8f803bdd1644b1e",
          "body": "* Replace NX-based compute_degree with DataFrame-only implementation\n\n- Add graphrag.graphs package with compute_degree operating directly on\n  relationships DataFrames instead of building NetworkX graphs\n- Update finalize_entities and finalize_relationships to use the new\n  utility, eliminating NX \n[…]\nc.py\n- Add side-by-side modularity tests (9 tests comparing DF vs NX)\n\n* Add semversioner patch for NetworkX removal\n\n* Spelling\n\n* Spelling config\n\n* Fix British English spellings to American English",
          "is_bot": false,
          "headline": "Remove networkx (#2228)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-13T17:28:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "8d4080c4146c540c2cb4f0b392ff6587664fa782",
          "body": "* add profiling\n\n* add unit test for profiling\n\n* fix property name",
          "is_bot": false,
          "headline": "add memory profiling (#2227)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-11T23:15:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0321329a0f445184a374f05b6f7b6cd0592e7edb",
          "body": "…#2226)\n\n* Add async iterator support to InputReader and use in load workflows\n\nInputReader now implements __aiter__ so it can be used as `async for doc in reader`. The core iteration logic is in _iterate_files(), and read_files() delegates to the iterator for batch loading. Both load_input_documents and load_update_documents workflows now use the async iterator with dataclasses.asdict for DataFrame construction.\n\n* Format",
          "is_bot": false,
          "headline": "Add async iterator support to InputReader and use in load workflows (…",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-11T22:34:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e48bb041104fb9edcc24af41ca6b80954b3fdaad",
          "body": "* Move document ID, human_readable_id, and raw_data setup from create_final_documents into load workflows\n\nConsolidates core document field initialization (id string cast, human_readable_id index, raw_data default) into load_input_documents and load_update_documents so that create_final_documents only handles the text unit join. Also applies the same setup in the run_pipeline input_documents bypass paths.\n\n* Remove overzealous input document assignment\n\n* Semver\n\n* Format",
          "is_bot": false,
          "headline": "Streamline workflows (#2225)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-11T22:01:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8832370208e4daea46c771a65dacc9e7b92b2425",
          "body": "* add notebook example support for each package\n\n* add notebook example support for each package\n\n* semversioner change\n\n* feedback implemented for notebooks\n\n* feedback implemented for notebooks\n\n* feedback implemented for notebooks\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Add notebook example support for each package (#2205)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2026-02-11T20:54:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3278c03570ff5645e8bdcb95ddd9e60370f0114",
          "body": "* Add DataReader class for typed dataframe loading\n\nIntroduce DataReader that wraps TableProvider and applies type coercion\nfunctions when loading dataframes from weakly-typed formats (e.g. CSV).\n\n- Add DataReader class with methods for each table type: entities,\n  relationships, communities, commun\n[…]\nate DataReader into CLI query's _resolve_output_files for typed\n  loading across all search types (global, local, drift, basic)\n- Export DataReader from data_model package __init__\n\n* Fix column check",
          "is_bot": false,
          "headline": "Add DataReader class for typed dataframe loading (#2220)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-10T16:03:28Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "158a9577b0a78de21349107c07cc0011408f5e9c",
          "body": "* add csv table provider\n\n* add in provider\n\n* add semver\n\n* change list_tables to list()",
          "is_bot": false,
          "headline": "add csv table provider (#2215)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-09T15:37:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a11925e7ba28d65376a1a8fb04f1de4e16ec105",
          "body": "- Fixes: #2203",
          "is_bot": false,
          "headline": "Remove unnecessary response format check. (#2213)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-02-06T22:01:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "035484ddf6ec8238ec22b5dacd76f260e57005b0",
          "body": "* Add table provider factory\n\n* Semver",
          "is_bot": false,
          "headline": "Table factory (#2214)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-06T21:08:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f7b3ce0bdea8acd903a09c9526f6e7ab0748b671",
          "body": null,
          "is_bot": false,
          "headline": "update vector store example. (#2202)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-02-05T21:51:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9121c49ff9a70c6eca1fb75df13d5321cf35d6c1",
          "body": "* make graphrag-llm supports 3.13\n\n* Semver\n\n---------\n\nCo-authored-by: Deo <liangzhanzhao@metrodata.cn>\nCo-authored-by: Zhanzhao (Deo) Liang <liangzhanzhao1985@gmail.com>",
          "is_bot": false,
          "headline": "Python 3.13 (#2208)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-02-05T21:29:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3b71efafcff73bf6e6c29adde15e9000e7941be",
          "body": "* write dataframe\n\n* changed some workflows\n\n* 1a\n\n* add fixed files\n\n* add versioning\n\n* add patch and remove utility\n\n* pr changes",
          "is_bot": false,
          "headline": "add TableProvider to enable future row-by-row streaming (#2189)",
          "author_name": "Dayenne Souza",
          "author_login": "dayesouza",
          "committed_at": "2026-02-05T13:21:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9e1a9f84f6e2393f40186ab2b4f90da93b37e6a",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.1 (#2195)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-28T17:05:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d39ebed61ec4cd85d1491fbe1ccc71904371c61d",
          "body": "* fix missing project urls\n\n* fix missing deps.",
          "is_bot": false,
          "headline": "Fix deps (#2193)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-27T23:03:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1add9a5a8d21aca2e3c4b00b8cfd76aa4998e2b2",
          "body": null,
          "is_bot": false,
          "headline": "Release v3.0.0 (#2191)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-27T21:58:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4c8ef97760f0b82da6e019cfb8f8892e9498ea94",
          "body": "* Remove graph embedding and UMAP (#2048)\n\n* Remove umap/layout operation\n\n* Remove graph embedding\n\n* Bump unified-search to GR 2.5.0\n\n* Remove graph vis from unified-search\n\n* Remove file filtering (#2050)\n\n* Remove document filtering\n\n* Semver\n\n* Fix integ tests\n\n* Fix file find tuple\n\n* Fix anot\n[…]\n8998+gaudyb@users.noreply.github.com>\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>\nCo-authored-by: Andres Morales <86074752+andresmor-ms@users.noreply.github.com>",
          "is_bot": false,
          "headline": "V3/main (#2190)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-27T18:23:45Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "e5d6bc5dcdd2884631dcb14f159bd800a955b88e",
          "body": "Debug publish workflow",
          "is_bot": false,
          "headline": "Update Python publish workflow for PyPI (#2188)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2026-01-26T22:43:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53be7cb720098884109e03b9838f7b970f1860e1",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.7.1 (#2187)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-26T19:11:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7bc72e3cad60177498e827dd1772b5047e5f18a",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.7.1 (#2186)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-26T18:04:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e52f81176b9cf97c5a2d5720104b4560c2cc2e26",
          "body": null,
          "is_bot": false,
          "headline": "Pin pandas (#2179)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2026-01-26T17:30:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fdb7e3835badc483f50605db476d8636aeea7156",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.7.0 (#2087)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-10-09T04:33:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac8a7f5eefd5b1c94bc51876d3772ad7466438c8",
          "body": "* Add deprecation warnings for fnllm and multi-search\n\n* Fix dangling token_encoder refs\n\n* Fix local_search notebook\n\n* Fix global search dynamic notebook\n\n* Fix global search notebook\n\n* Fix drift notebook\n\n* Switch example notebooks to use LiteLLM config\n\n* Properly annotate dev deps as a group\n\n* Semver\n\n* Remove --extra dev\n\n* Remove llm_model variable\n\n* Ignore ruff ASYNC240\n\n* Add note about expected broken notebook in docs\n\n* Fix custom vector store notebook\n\n* Push tokenizer throughout",
          "is_bot": false,
          "headline": "Housekeeping (#2086)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-10-07T23:21:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c86b0a7bbc2084e096b5bcffc06045ae4a4eafe",
          "body": "* Spruce up init_config output, including LiteLLM default\n\n* Remove deployment_name requirement for Azure\n\n* Semver\n\n* Add model_provider\n\n* Add default model_provider\n\n* Remove OBE test\n\n* Update minimal config for tests\n\n* Add model_provider to verb tests",
          "is_bot": false,
          "headline": "Init config cleanup (#2084)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-10-06T19:06:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bd3922d8d04920fca240964ed933748ec87f1c4",
          "body": "* Fix scope for Azure auth with LiteLLM\n\n* Change internal language on max_attempts to max_retries\n\n* Rework model config connectivity validation\n\n* Semver\n\n* Swtich smoke tests to LiteLLM\n\n* Take out temporary retry_strategy = none since it is not fnllm compatible\n\n* Bump smoke test timeout\n\n* Bump\n[…]\n params\n\n* Update smoke test bounds\n\n* Remove covariates from min-csv smoke\n\n* Smoke: adjust communities, remove drift\n\n* Remove secrets where they aren't necessary\n\n* Clean out old env var references",
          "is_bot": false,
          "headline": "Litellm auth fix (#2083)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-10-06T17:54:21Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "7f996cf584dac81bd681b35e74f6c262038e7aa4",
          "body": "* Add basic search to overview\n\n* Add info on input documents DataFrame\n\n* Add info on factories to docs\n\n* Add consumption warning and switch to \"christmas\" for folder name\n\n* Add logger to factories list\n\n* Add litellm docs. (#2058)\n\n* Fix version for input docs\n\n* Spelling\n\n---------\n\nCo-authored-by: Derek Worthen <worthend.derek@gmail.com>",
          "is_bot": false,
          "headline": "Docs/2.6.0 (#2070)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-23T21:48:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bc899fe9584e48d4b7749632313acf66d08e8f3",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.6.0 (#2068)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-09-22T22:16:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2b70e4a4f356af623bdc1137a968bb7c6dfd56bb",
          "body": "* Add LiteLLM chat and embedding model providers.\n\n* Fix code review findings.\n\n* Add litellm.\n\n* Fix formatting.\n\n* Update dictionary.\n\n* Update litellm.\n\n* Fix embedding.\n\n* Remove manual use of tiktoken and replace with\nTokenizer interface. Adds support for encoding\nand decoding the models suppor\n[…]\nial retry.\n\n* Update validation.\n\n* Update validation.\n\n* Add litellm request logging layer.\n\n* Update cache key.\n\n* Update defaults.\n\n---------\n\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Tokenizer (#2051)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2025-09-22T19:55:14Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "82cd3b7df2fee38f66ceeefdd4a14f690601cfaf",
          "body": "* progress on vector customization\n\n* fix for lancedb vectors\n\n* cosmosdb implementation\n\n* uv run poe format\n\n* clean test for vector store\n\n* semversioner update\n\n* test_factory.py integration test fixes\n\n* fixes for cosmosdb test\n\n* integration test fix for lancedb\n\n* uv fix for format\n\n* test fi\n[…]\ntest validation\n\n* validation cosmosdb\n\n* validate cosmosdb\n\n* fix cosmosdb\n\n* fix small feedback from PR\n\n---------\n\nCo-authored-by: Gaudy Blanco <gaudy-microsoft@MacBook-Pro-m4-Gaudy-For-Work.local>",
          "is_bot": false,
          "headline": "Custom vector store schema implementation (#2062)",
          "author_name": "gaudyb",
          "author_login": "gaudyb",
          "committed_at": "2025-09-19T17:11:34Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "075cadd59accecb7fa84d166eaf1485cd44a86a3",
          "body": "Updated instructions for using managed auth on Azure.",
          "is_bot": false,
          "headline": "Clarify managed auth setup in Azure documentation (#2064)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-18T21:58:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6d7a50b7f0abd2b39d18394c8458f28aa9c85672",
          "body": "* Remove hard-coded community reports rate limiter\n\n* Semver\n\n* Format\n\n* Add memory cache factory",
          "is_bot": false,
          "headline": "Remove community reports rate limiter (#2056)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-18T20:40:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2bf7e7c018873d115cca2a67eef2eb719fcc6a31",
          "body": null,
          "is_bot": false,
          "headline": "Fix multi-index search (#2063)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-18T19:49:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c66b7c30f43223184b4321fb525eb735ae2c81e",
          "body": "* Make async mode configurable for NLP extraction\n\n* Semver",
          "is_bot": false,
          "headline": "Configure async for NLP extraction (#2059)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-16T18:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a398cc38bb75c17ee37894f2f2a751e2231d9347",
          "body": "\"no-entity-types\" is an incorrect configuration parameter.\n\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Update command to use no-discover-entity-types (#2038)",
          "author_name": "Chenghua Duan",
          "author_login": "Wonderdch",
          "committed_at": "2025-09-09T22:46:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ac95c917d3f3f871972e9f56cf932942fe5954cd",
          "body": null,
          "is_bot": false,
          "headline": "Update fnllm. (#2043)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2025-09-05T15:52:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1cb20b66f5dcac5a4689c6150a9906d8bdb5ef1a",
          "body": "* Add optional input_documents to index API\n\n* Semver\n\n* Add input dataframe example notebook\n\n* Format\n\n* Fix docs and notebook",
          "is_bot": false,
          "headline": "Input docs API parameter (#2034)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-09-02T23:15:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2030f94eb4f6be162f89d1ab5ecb0bbe3ef3b589",
          "body": "…consistent registration patterns and add custom vector store documentation (#2006)\n\n* Initial plan\n\n* Refactor VectorStoreFactory to use registration functionality like StorageFactory\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Fix linting issues in VectorStoreFactor\n[…]\n.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>\nCo-authored-by: Nathan Evans <github@talkswithnumbers.com>",
          "is_bot": false,
          "headline": "Refactor CacheFactory, StorageFactory, and VectorStoreFactory to use …",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-08-28T20:53:07Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "69ad36e7353fb05d73b17bab15fa424d5b40b7a1",
          "body": "* Fix all human_readable_id columns to start at 0\n\n* Semver",
          "is_bot": false,
          "headline": "Fix id baseline (#2036)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-08-27T18:15:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30bdb35cc8145d184e5689639827d0c9432b5622",
          "body": "* Invert embedding table loading logic\n\n* Semver",
          "is_bot": false,
          "headline": "Selective embeddings loading (#2035)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-08-27T18:12:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77fb7d9d7ddf8326632c54f8824438118adcc3bc",
          "body": "* Turn down blob/cosmos exception reporting to match file storage\n\n* Restore indexing-engine.log\n\n* Restore some basic console logging and progress for index CLI\n\n* Semver\n\n* Ignore small ruff complaints\n\n* Fix CLI console printing",
          "is_bot": false,
          "headline": "Logging improvements (#2030)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-08-25T21:56:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "469ee8568f2659e82aa5d3939a88e4f5be5290d9",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.5.0 (#2028)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-08-14T14:06:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7c28c70d5c9a98074ce31512f215ac52e3ae2426",
          "body": "* Initial plan\n\n* Switch from Poetry to uv for package management\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Clean up build artifacts and update gitignore\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* remove build artifacts\n\n* remove har\n[…]\neply.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Switch from Poetry to uv for package management (#2008)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-08-14T00:57:25Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "57132052102d777d71ec69bc20be288fc01eb02a",
          "body": "* Users/snehitgajjar/add optional api param for pipeline state (#2019)\n\n* Add support for additional context for PipelineState\n\n* Clean up\n\n* Clean up\n\n* Clean up\n\n* Nit\n\n---------\n\nCo-authored-by: Snehit Gajjar <snehitgajjar@microsoft.com>\n\n* Semver\n\n* Update graphrag/api/index.py\n\nCo-authored-by: \n[…]\ntion\n\n---------\n\nCo-authored-by: Snehit Gajjar <snehit.gajjar@gmail.com>\nCo-authored-by: Snehit Gajjar <snehitgajjar@microsoft.com>\nCo-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>",
          "is_bot": false,
          "headline": "Feat/additional context (#2021)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-08-08T22:59:24Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "1da138061501aa4f8065d2e8783193e2cbe920b1",
          "body": "* Release v2.4.0\n\n* Update changelog",
          "is_bot": false,
          "headline": "Release v2.4.0 (#1994)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-07-15T00:54:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dce02563eb9dcdb85b3553c8807c180e3dd8f2a9",
          "body": "* default embeddings tpm/rpm to null\n\n* Semver",
          "is_bot": false,
          "headline": "Fix/fnllm embedding limiter defaults (#1993)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-07-15T00:00:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13bf315a35fbb997cf5ed335b53a41250fde507c",
          "body": "* Initial plan for issue\n\n* Refactored StorageFactory to use a registration-based approach\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Added semversioner change record\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Fix Python CI test failu\n[…]\nby: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>",
          "is_bot": false,
          "headline": "Refactor StorageFactory class to use registration functionality (#1944)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-07-10T18:08:44Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "e84df28e6429e338595e1b7730be2a89153b6c18",
          "body": "…ging module (#1956)\n\n* Initial plan for issue\n\n* Implement standard logging module and integrate with existing loggers\n\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\n\n* Add test cases and improve documentation for standard logging\n\nCo-authored-by: jgbradley1 <654554+jgbrad\n[…]\nby: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>\nCo-authored-by: jgbradley1 <654554+jgbradley1@users.noreply.github.com>\nCo-authored-by: Josh Bradley <joshbradley@microsoft.com>",
          "is_bot": false,
          "headline": "Improve internal logging functionality by using Python's standard log…",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-07-10T00:29:03Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "27c6de846f9326992e946d46c2cabc7b49b44983",
          "body": "* Update docs\n\n* Fix prompt links",
          "is_bot": false,
          "headline": "Update docs for 2.0+ (#1984)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-06-23T20:49:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1df89727c3d372436a3fb58e992f2b6f989a7ae9",
          "body": "* Move covariate run conditional\n\n* All pipeline registration\n\n* Fix method name construction\n\n* Rename context storage -> output_storage\n\n* Rename OutputConfig as generic StorageConfig\n\n* Reuse Storage model under InputConfig\n\n* Move input storage creation out of document loading\n\n* Move document loading into workflows\n\n* Semver\n\n* Fix smoke test config for new workflows\n\n* Fix unit tests\n\n---------\n\nCo-authored-by: Alonso Guevara <alonsog@microsoft.com>",
          "is_bot": false,
          "headline": "Pipeline registration (#1940)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-06-12T23:14:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17e431cf42ac4969199c736547a0cc6840e49f2c",
          "body": null,
          "is_bot": false,
          "headline": "Update typer (#1958)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-06-02T21:20:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4a42ac81afade8392586ad3d4f879b3c4789d9d1",
          "body": null,
          "is_bot": false,
          "headline": "Release v2.3.0 (#1951)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-23T21:19:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f1e2041f077c7078b51da2e12fe3724fd2978976",
          "body": "* Fix Reduce Response for non streaming calls\n\n* Semver",
          "is_bot": false,
          "headline": "Fix/drift search reduce (#1948)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-23T14:07:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7fba9522d4f8421e0800f7114b6f04ca5ca1b4b7",
          "body": "* Add full_response to llm provider output\n\n* Semver\n\n* Small leftover cleanup\n\n* Add pyi to suppress Pyright errors. full_content is optional\n\n* Format\n\n* Add missing stubs",
          "is_bot": false,
          "headline": "Task/raw model answer (#1947)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-22T14:22:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fb4fe72a739ab935df7e66cea8cef9eb3a90cad9",
          "body": "* Add missing string formatter\n\n* Semver",
          "is_bot": false,
          "headline": "Fix/global reduce prompt (#1942)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-20T23:00:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f5a472ab1426f98150ddf405902ffdde11f4bc9b",
          "body": null,
          "is_bot": false,
          "headline": "Upgrade pyarrow dependency to >=17.0.0 to fix CVE-2024-52338 (#1939)",
          "author_name": "Copilot",
          "author_login": "Copilot",
          "committed_at": "2025-05-20T22:34:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "24018c6155effed428cfd17b2389d8fbe574e1db",
          "body": "* Remove max retries. Update Typer args\n\n* Format\n\n* Semver\n\n* Fix typo\n\n* Ruff and Typos\n\n* Format",
          "is_bot": false,
          "headline": "Task/remove dynamic retries (#1941)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-20T17:48:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36948b8d2e57bf19a857aec7b02cffa4c8b7d53d",
          "body": "* Add text unit ids to Community model\n\n* Add graph utilities\n\n* Turn off LCC for clustering by default\n\n* Simplify embeddings config/flow\n\n* Semver",
          "is_bot": false,
          "headline": "Various minor updates (#1932)",
          "author_name": "Nathan Evans",
          "author_login": "natoverse",
          "committed_at": "2025-05-16T21:48:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee1b2db4a0b9bc7c14b07f9a0ca3bc27b6873477",
          "body": "* Update to latest fnllm\n\n* Semver + smoke tests\n\n* Add --method to smoke tests indexing\n\n* format...\n\n* Adjust embeddings limiter",
          "is_bot": false,
          "headline": "Update to latest fnllm (#1930)",
          "author_name": "Alonso Guevara",
          "author_login": "AlonsoGuevara",
          "committed_at": "2025-05-15T20:57:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 41,
      "commits_last_year": 85,
      "latest_release_at": "2026-07-18T01:23:18Z",
      "latest_release_tag": "v3.1.1",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 23,
      "days_since_latest_release": 8,
      "mean_days_between_releases": 18.9
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "graphrag",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 47,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 74788,
          "first_published_at": "2024-03-26T17:34:11.797082Z",
          "latest_published_at": "2026-07-18T01:18:20.710204Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-llm",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-llm/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:24.282966Z",
          "latest_published_at": "2026-07-18T01:18:30.216339Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-cache",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-cache/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:15.134707Z",
          "latest_published_at": "2026-07-18T01:18:23.096488Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-input",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-input/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:22.230833Z",
          "latest_published_at": "2026-07-18T01:18:28.194753Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-common",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-common/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": 31981,
          "first_published_at": "2026-01-27T22:04:19.386828Z",
          "latest_published_at": "2026-07-18T01:18:26.424218Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-storage",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-storage/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:26.527913Z",
          "latest_published_at": "2026-07-18T01:18:32.144824Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-vectors",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-vectors/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:28.264869Z",
          "latest_published_at": "2026-07-18T01:18:34.040877Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        },
        {
          "name": "graphrag-chunking",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/graphrag-chunking/",
          "is_deprecated": false,
          "latest_version": "3.1.1",
          "repository_url": "https://github.com/microsoft/graphrag",
          "versions_count": 12,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-01-27T22:04:16.887696Z",
          "latest_published_at": "2026-07-18T01:18:24.788431Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 8
        }
      ]
    },
    "popularity": {
      "forks": 3673,
      "stars": 34856,
      "watchers": 196,
      "fork_history": {
        "days": [
          {
            "date": "2025-08-01",
            "count": 3
          },
          {
            "date": "2025-08-02",
            "count": 1
          },
          {
            "date": "2025-08-03",
            "count": 2
          },
          {
            "date": "2025-08-04",
            "count": 1
          },
          {
            "date": "2025-08-05",
            "count": 3
          },
          {
            "date": "2025-08-06",
            "count": 4
          },
          {
            "date": "2025-08-07",
            "count": 3
          },
          {
            "date": "2025-08-08",
            "count": 4
          },
          {
            "date": "2025-08-09",
            "count": 2
          },
          {
            "date": "2025-08-10",
            "count": 2
          },
          {
            "date": "2025-08-11",
            "count": 3
          },
          {
            "date": "2025-08-12",
            "count": 5
          },
          {
            "date": "2025-08-13",
            "count": 3
          },
          {
            "date": "2025-08-14",
            "count": 3
          },
          {
            "date": "2025-08-15",
            "count": 1
          },
          {
            "date": "2025-08-16",
            "count": 1
          },
          {
            "date": "2025-08-17",
            "count": 2
          },
          {
            "date": "2025-08-18",
            "count": 3
          },
          {
            "date": "2025-08-20",
            "count": 3
          },
          {
            "date": "2025-08-21",
            "count": 1
          },
          {
            "date": "2025-08-22",
            "count": 3
          },
          {
            "date": "2025-08-24",
            "count": 2
          },
          {
            "date": "2025-08-25",
            "count": 3
          },
          {
            "date": "2025-08-27",
            "count": 4
          },
          {
            "date": "2025-08-28",
            "count": 2
          },
          {
            "date": "2025-08-29",
            "count": 2
          },
          {
            "date": "2025-08-30",
            "count": 2
          },
          {
            "date": "2025-08-31",
            "count": 8
          },
          {
            "date": "2025-09-01",
            "count": 6
          },
          {
            "date": "2025-09-02",
            "count": 6
          },
          {
            "date": "2025-09-03",
            "count": 2
          },
          {
            "date": "2025-09-04",
            "count": 7
          },
          {
            "date": "2025-09-05",
            "count": 2
          },
          {
            "date": "2025-09-06",
            "count": 2
          },
          {
            "date": "2025-09-08",
            "count": 5
          },
          {
            "date": "2025-09-09",
            "count": 5
          },
          {
            "date": "2025-09-10",
            "count": 4
          },
          {
            "date": "2025-09-11",
            "count": 2
          },
          {
            "date": "2025-09-12",
            "count": 3
          },
          {
            "date": "2025-09-14",
            "count": 5
          },
          {
            "date": "2025-09-15",
            "count": 3
          },
          {
            "date": "2025-09-16",
            "count": 4
          },
          {
            "date": "2025-09-17",
            "count": 2
          },
          {
            "date": "2025-09-18",
            "count": 5
          },
          {
            "date": "2025-09-19",
            "count": 3
          },
          {
            "date": "2025-09-20",
            "count": 2
          },
          {
            "date": "2025-09-21",
            "count": 2
          },
          {
            "date": "2025-09-22",
            "count": 3
          },
          {
            "date": "2025-09-23",
            "count": 2
          },
          {
            "date": "2025-09-24",
            "count": 6
          },
          {
            "date": "2025-09-25",
            "count": 3
          },
          {
            "date": "2025-09-26",
            "count": 3
          },
          {
            "date": "2025-09-27",
            "count": 1
          },
          {
            "date": "2025-09-28",
            "count": 6
          },
          {
            "date": "2025-09-29",
            "count": 1
          },
          {
            "date": "2025-09-30",
            "count": 5
          },
          {
            "date": "2025-10-01",
            "count": 4
          },
          {
            "date": "2025-10-03",
            "count": 2
          },
          {
            "date": "2025-10-04",
            "count": 2
          },
          {
            "date": "2025-10-05",
            "count": 3
          },
          {
            "date": "2025-10-06",
            "count": 3
          },
          {
            "date": "2025-10-08",
            "count": 4
          },
          {
            "date": "2025-10-09",
            "count": 8
          },
          {
            "date": "2025-10-11",
            "count": 2
          },
          {
            "date": "2025-10-12",
            "count": 2
          },
          {
            "date": "2025-10-13",
            "count": 1
          },
          {
            "date": "2025-10-14",
            "count": 1
          },
          {
            "date": "2025-10-15",
            "count": 4
          },
          {
            "date": "2025-10-16",
            "count": 5
          },
          {
            "date": "2025-10-18",
            "count": 4
          },
          {
            "date": "2025-10-19",
            "count": 1
          },
          {
            "date": "2025-10-20",
            "count": 3
          },
          {
            "date": "2025-10-21",
            "count": 1
          },
          {
            "date": "2025-10-22",
            "count": 2
          },
          {
            "date": "2025-10-23",
            "count": 1
          },
          {
            "date": "2025-10-24",
            "count": 1
          },
          {
            "date": "2025-10-25",
            "count": 4
          },
          {
            "date": "2025-10-26",
            "count": 2
          },
          {
            "date": "2025-10-27",
            "count": 2
          },
          {
            "date": "2025-10-28",
            "count": 3
          },
          {
            "date": "2025-10-30",
            "count": 4
          },
          {
            "date": "2025-10-31",
            "count": 4
          },
          {
            "date": "2025-11-01",
            "count": 2
          },
          {
            "date": "2025-11-02",
            "count": 2
          },
          {
            "date": "2025-11-03",
            "count": 2
          },
          {
            "date": "2025-11-04",
            "count": 1
          },
          {
            "date": "2025-11-05",
            "count": 1
          },
          {
            "date": "2025-11-06",
            "count": 5
          },
          {
            "date": "2025-11-07",
            "count": 1
          },
          {
            "date": "2025-11-08",
            "count": 4
          },
          {
            "date": "2025-11-09",
            "count": 1
          },
          {
            "date": "2025-11-10",
            "count": 3
          },
          {
            "date": "2025-11-11",
            "count": 3
          },
          {
            "date": "2025-11-12",
            "count": 4
          },
          {
            "date": "2025-11-13",
            "count": 2
          },
          {
            "date": "2025-11-14",
            "count": 3
          },
          {
            "date": "2025-11-15",
            "count": 4
          },
          {
            "date": "2025-11-16",
            "count": 4
          },
          {
            "date": "2025-11-18",
            "count": 4
          },
          {
            "date": "2025-11-19",
            "count": 3
          },
          {
            "date": "2025-11-20",
            "count": 4
          },
          {
            "date": "2025-11-21",
            "count": 5
          },
          {
            "date": "2025-11-23",
            "count": 1
          },
          {
            "date": "2025-11-24",
            "count": 3
          },
          {
            "date": "2025-11-25",
            "count": 2
          },
          {
            "date": "2025-11-26",
            "count": 4
          },
          {
            "date": "2025-11-27",
            "count": 1
          },
          {
            "date": "2025-11-28",
            "count": 3
          },
          {
            "date": "2025-11-29",
            "count": 1
          },
          {
            "date": "2025-11-30",
            "count": 5
          },
          {
            "date": "2025-12-01",
            "count": 5
          },
          {
            "date": "2025-12-02",
            "count": 2
          },
          {
            "date": "2025-12-03",
            "count": 2
          },
          {
            "date": "2025-12-06",
            "count": 2
          },
          {
            "date": "2025-12-07",
            "count": 1
          },
          {
            "date": "2025-12-08",
            "count": 4
          },
          {
            "date": "2025-12-09",
            "count": 1
          },
          {
            "date": "2025-12-10",
            "count": 7
          },
          {
            "date": "2025-12-11",
            "count": 3
          },
          {
            "date": "2025-12-12",
            "count": 3
          },
          {
            "date": "2025-12-14",
            "count": 1
          },
          {
            "date": "2025-12-15",
            "count": 2
          },
          {
            "date": "2025-12-16",
            "count": 5
          },
          {
            "date": "2025-12-17",
            "count": 3
          },
          {
            "date": "2025-12-18",
            "count": 3
          },
          {
            "date": "2025-12-19",
            "count": 3
          },
          {
            "date": "2025-12-20",
            "count": 1
          },
          {
            "date": "2025-12-21",
            "count": 2
          },
          {
            "date": "2025-12-22",
            "count": 2
          },
          {
            "date": "2025-12-23",
            "count": 3
          },
          {
            "date": "2025-12-24",
            "count": 1
          },
          {
            "date": "2025-12-25",
            "count": 1
          },
          {
            "date": "2025-12-26",
            "count": 1
          },
          {
            "date": "2025-12-27",
            "count": 1
          },
          {
            "date": "2025-12-28",
            "count": 2
          },
          {
            "date": "2025-12-29",
            "count": 7
          },
          {
            "date": "2025-12-30",
            "count": 2
          },
          {
            "date": "2026-01-01",
            "count": 1
          },
          {
            "date": "2026-01-02",
            "count": 4
          },
          {
            "date": "2026-01-04",
            "count": 3
          },
          {
            "date": "2026-01-05",
            "count": 2
          },
          {
            "date": "2026-01-06",
            "count": 2
          },
          {
            "date": "2026-01-07",
            "count": 1
          },
          {
            "date": "2026-01-08",
            "count": 1
          },
          {
            "date": "2026-01-09",
            "count": 5
          },
          {
            "date": "2026-01-10",
            "count": 5
          },
          {
            "date": "2026-01-11",
            "count": 2
          },
          {
            "date": "2026-01-13",
            "count": 4
          },
          {
            "date": "2026-01-14",
            "count": 4
          },
          {
            "date": "2026-01-15",
            "count": 5
          },
          {
            "date": "2026-01-16",
            "count": 1
          },
          {
            "date": "2026-01-17",
            "count": 1
          },
          {
            "date": "2026-01-18",
            "count": 3
          },
          {
            "date": "2026-01-19",
            "count": 4
          },
          {
            "date": "2026-01-20",
            "count": 1
          },
          {
            "date": "2026-01-21",
            "count": 2
          },
          {
            "date": "2026-01-22",
            "count": 1
          },
          {
            "date": "2026-01-23",
            "count": 1
          },
          {
            "date": "2026-01-24",
            "count": 1
          },
          {
            "date": "2026-01-25",
            "count": 3
          },
          {
            "date": "2026-01-26",
            "count": 3
          },
          {
            "date": "2026-01-27",
            "count": 3
          },
          {
            "date": "2026-01-28",
            "count": 3
          },
          {
            "date": "2026-01-29",
            "count": 4
          },
          {
            "date": "2026-01-30",
            "count": 1
          },
          {
            "date": "2026-02-01",
            "count": 3
          },
          {
            "date": "2026-02-02",
            "count": 4
          },
          {
            "date": "2026-02-03",
            "count": 2
          },
          {
            "date": "2026-02-04",
            "count": 5
          },
          {
            "date": "2026-02-05",
            "count": 3
          },
          {
            "date": "2026-02-06",
            "count": 3
          },
          {
            "date": "2026-02-07",
            "count": 2
          },
          {
            "date": "2026-02-08",
            "count": 2
          },
          {
            "date": "2026-02-09",
            "count": 5
          },
          {
            "date": "2026-02-10",
            "count": 1
          },
          {
            "date": "2026-02-12",
            "count": 2
          },
          {
            "date": "2026-02-13",
            "count": 4
          },
          {
            "date": "2026-02-14",
            "count": 1
          },
          {
            "date": "2026-02-15",
            "count": 2
          },
          {
            "date": "2026-02-16",
            "count": 3
          },
          {
            "date": "2026-02-18",
            "count": 3
          },
          {
            "date": "2026-02-19",
            "count": 1
          },
          {
            "date": "2026-02-20",
            "count": 2
          },
          {
            "date": "2026-02-21",
            "count": 2
          },
          {
            "date": "2026-02-22",
            "count": 1
          },
          {
            "date": "2026-02-23",
            "count": 3
          },
          {
            "date": "2026-02-24",
            "count": 3
          },
          {
            "date": "2026-02-25",
            "count": 2
          },
          {
            "date": "2026-02-26",
            "count": 1
          },
          {
            "date": "2026-02-27",
            "count": 1
          },
          {
            "date": "2026-02-28",
            "count": 1
          },
          {
            "date": "2026-03-01",
            "count": 3
          },
          {
            "date": "2026-03-02",
            "count": 2
          },
          {
            "date": "2026-03-03",
            "count": 2
          },
          {
            "date": "2026-03-04",
            "count": 2
          },
          {
            "date": "2026-03-05",
            "count": 9
          },
          {
            "date": "2026-03-06",
            "count": 4
          },
          {
            "date": "2026-03-08",
            "count": 5
          },
          {
            "date": "2026-03-09",
            "count": 3
          },
          {
            "date": "2026-03-10",
            "count": 4
          },
          {
            "date": "2026-03-11",
            "count": 4
          },
          {
            "date": "2026-03-12",
            "count": 4
          },
          {
            "date": "2026-03-13",
            "count": 2
          },
          {
            "date": "2026-03-14",
            "count": 3
          },
          {
            "date": "2026-03-15",
            "count": 3
          },
          {
            "date": "2026-03-16",
            "count": 1
          },
          {
            "date": "2026-03-17",
            "count": 3
          },
          {
            "date": "2026-03-18",
            "count": 3
          },
          {
            "date": "2026-03-19",
            "count": 4
          },
          {
            "date": "2026-03-20",
            "count": 3
          },
          {
            "date": "2026-03-21",
            "count": 3
          },
          {
            "date": "2026-03-22",
            "count": 3
          },
          {
            "date": "2026-03-23",
            "count": 3
          },
          {
            "date": "2026-03-24",
            "count": 2
          },
          {
            "date": "2026-03-26",
            "count": 2
          },
          {
            "date": "2026-03-27",
            "count": 4
          },
          {
            "date": "2026-03-28",
            "count": 1
          },
          {
            "date": "2026-03-29",
            "count": 4
          },
          {
            "date": "2026-03-30",
            "count": 2
          },
          {
            "date": "2026-03-31",
            "count": 2
          },
          {
            "date": "2026-04-01",
            "count": 2
          },
          {
            "date": "2026-04-02",
            "count": 1
          },
          {
            "date": "2026-04-03",
            "count": 2
          },
          {
            "date": "2026-04-04",
            "count": 1
          },
          {
            "date": "2026-04-05",
            "count": 3
          },
          {
            "date": "2026-04-06",
            "count": 2
          },
          {
            "date": "2026-04-07",
            "count": 4
          },
          {
            "date": "2026-04-08",
            "count": 3
          },
          {
            "date": "2026-04-09",
            "count": 4
          },
          {
            "date": "2026-04-10",
            "count": 2
          },
          {
            "date": "2026-04-11",
            "count": 2
          },
          {
            "date": "2026-04-12",
            "count": 3
          },
          {
            "date": "2026-04-13",
            "count": 4
          },
          {
            "date": "2026-04-14",
            "count": 6
          },
          {
            "date": "2026-04-15",
            "count": 8
          },
          {
            "date": "2026-04-16",
            "count": 4
          },
          {
            "date": "2026-04-17",
            "count": 2
          },
          {
            "date": "2026-04-18",
            "count": 4
          },
          {
            "date": "2026-04-19",
            "count": 2
          },
          {
            "date": "2026-04-20",
            "count": 6
          },
          {
            "date": "2026-04-21",
            "count": 5
          },
          {
            "date": "2026-04-22",
            "count": 5
          },
          {
            "date": "2026-04-23",
            "count": 1
          },
          {
            "date": "2026-04-24",
            "count": 2
          },
          {
            "date": "2026-04-25",
            "count": 3
          },
          {
            "date": "2026-04-27",
            "count": 2
          },
          {
            "date": "2026-04-28",
            "count": 5
          },
          {
            "date": "2026-04-29",
            "count": 6
          },
          {
            "date": "2026-04-30",
            "count": 6
          },
          {
            "date": "2026-05-01",
            "count": 12
          },
          {
            "date": "2026-05-02",
            "count": 6
          },
          {
            "date": "2026-05-03",
            "count": 5
          },
          {
            "date": "2026-05-04",
            "count": 3
          },
          {
            "date": "2026-05-05",
            "count": 1
          },
          {
            "date": "2026-05-06",
            "count": 2
          },
          {
            "date": "2026-05-07",
            "count": 4
          },
          {
            "date": "2026-05-08",
            "count": 6
          },
          {
            "date": "2026-05-09",
            "count": 1
          },
          {
            "date": "2026-05-10",
            "count": 3
          },
          {
            "date": "2026-05-11",
            "count": 4
          },
          {
            "date": "2026-05-12",
            "count": 4
          },
          {
            "date": "2026-05-13",
            "count": 2
          },
          {
            "date": "2026-05-14",
            "count": 2
          },
          {
            "date": "2026-05-15",
            "count": 1
          },
          {
            "date": "2026-05-16",
            "count": 1
          },
          {
            "date": "2026-05-17",
            "count": 4
          },
          {
            "date": "2026-05-18",
            "count": 4
          },
          {
            "date": "2026-05-19",
            "count": 3
          },
          {
            "date": "2026-05-21",
            "count": 7
          },
          {
            "date": "2026-05-22",
            "count": 4
          },
          {
            "date": "2026-05-23",
            "count": 1
          },
          {
            "date": "2026-05-24",
            "count": 2
          },
          {
            "date": "2026-05-25",
            "count": 3
          },
          {
            "date": "2026-05-26",
            "count": 1
          },
          {
            "date": "2026-05-27",
            "count": 3
          },
          {
            "date": "2026-05-28",
            "count": 3
          },
          {
            "date": "2026-05-29",
            "count": 4
          },
          {
            "date": "2026-05-30",
            "count": 6
          },
          {
            "date": "2026-06-01",
            "count": 6
          },
          {
            "date": "2026-06-02",
            "count": 3
          },
          {
            "date": "2026-06-03",
            "count": 4
          },
          {
            "date": "2026-06-04",
            "count": 2
          },
          {
            "date": "2026-06-05",
            "count": 2
          },
          {
            "date": "2026-06-06",
            "count": 3
          },
          {
            "date": "2026-06-07",
            "count": 2
          },
          {
            "date": "2026-06-08",
            "count": 5
          },
          {
            "date": "2026-06-09",
            "count": 5
          },
          {
            "date": "2026-06-10",
            "count": 2
          },
          {
            "date": "2026-06-11",
            "count": 4
          },
          {
            "date": "2026-06-12",
            "count": 6
          },
          {
            "date": "2026-06-13",
            "count": 5
          },
          {
            "date": "2026-06-14",
            "count": 3
          },
          {
            "date": "2026-06-15",
            "count": 5
          },
          {
            "date": "2026-06-16",
            "count": 5
          },
          {
            "date": "2026-06-17",
            "count": 2
          },
          {
            "date": "2026-06-19",
            "count": 3
          },
          {
            "date": "2026-06-20",
            "count": 3
          },
          {
            "date": "2026-06-21",
            "count": 5
          },
          {
            "date": "2026-06-22",
            "count": 4
          },
          {
            "date": "2026-06-23",
            "count": 5
          },
          {
            "date": "2026-06-24",
            "count": 1
          },
          {
            "date": "2026-06-25",
            "count": 2
          },
          {
            "date": "2026-06-26",
            "count": 2
          },
          {
            "date": "2026-06-28",
            "count": 3
          },
          {
            "date": "2026-06-30",
            "count": 2
          },
          {
            "date": "2026-07-01",
            "count": 2
          },
          {
            "date": "2026-07-02",
            "count": 1
          },
          {
            "date": "2026-07-03",
            "count": 4
          },
          {
            "date": "2026-07-04",
            "count": 1
          },
          {
            "date": "2026-07-05",
            "count": 3
          },
          {
            "date": "2026-07-06",
            "count": 3
          },
          {
            "date": "2026-07-07",
            "count": 1
          },
          {
            "date": "2026-07-08",
            "count": 2
          },
          {
            "date": "2026-07-09",
            "count": 7
          },
          {
            "date": "2026-07-10",
            "count": 2
          },
          {
            "date": "2026-07-11",
            "count": 3
          },
          {
            "date": "2026-07-12",
            "count": 4
          },
          {
            "date": "2026-07-13",
            "count": 5
          },
          {
            "date": "2026-07-14",
            "count": 1
          },
          {
            "date": "2026-07-15",
            "count": 1
          },
          {
            "date": "2026-07-16",
            "count": 1
          },
          {
            "date": "2026-07-17",
            "count": 5
          },
          {
            "date": "2026-07-18",
            "count": 1
          },
          {
            "date": "2026-07-19",
            "count": 1
          },
          {
            "date": "2026-07-20",
            "count": 4
          },
          {
            "date": "2026-07-21",
            "count": 7
          },
          {
            "date": "2026-07-22",
            "count": 8
          },
          {
            "date": "2026-07-23",
            "count": 5
          },
          {
            "date": "2026-07-24",
            "count": 8
          },
          {
            "date": "2026-07-26",
            "count": 4
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_forks": 3673
      },
      "star_history": null,
      "open_issues_and_prs": 61
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "notebooks"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "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"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 22070,
      "source_files_sampled": 573,
      "oversized_source_files": 0,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml",
        "unified-search-app/pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 113,
        "malicious_count": 0,
        "assessed_package": "pypi:graphrag@3.1.1",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "streamlit",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==1.43.0"
        },
        {
          "name": "azure-search-documents",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=11.4"
        },
        {
          "name": "azure-storage-blob",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.20"
        },
        {
          "name": "azure-identity",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.16"
        },
        {
          "name": "graphrag",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==2.5.0"
        },
        {
          "name": "altair",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=5.3"
        },
        {
          "name": "streamlit-agraph",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.0.45"
        },
        {
          "name": "st-tabs",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.1"
        },
        {
          "name": "spacy",
          "manifest": "unified-search-app/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.8"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-cache/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-storage",
          "manifest": "packages/graphrag-cache/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-chunking/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-chunking/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "python-dotenv",
          "manifest": "packages/graphrag-common/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.0"
        },
        {
          "name": "pyyaml",
          "manifest": "packages/graphrag-common/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=6.0"
        },
        {
          "name": "toml",
          "manifest": "packages/graphrag-common/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.10"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-storage",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "markitdown",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.1.0"
        },
        {
          "name": "pyarrow",
          "manifest": "packages/graphrag-input/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=14.0.0"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "fastapi",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.136.3,<1.0"
        },
        {
          "name": "graphrag-cache",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "jinja2",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.1"
        },
        {
          "name": "litellm",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==1.92.0"
        },
        {
          "name": "nest-asyncio2",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.7"
        },
        {
          "name": "orjson",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.11.6,<4.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "typing-extensions",
          "manifest": "packages/graphrag-llm/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.12"
        },
        {
          "name": "aiofiles",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=25.1"
        },
        {
          "name": "azure-cosmos",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.9"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "azure-storage-blob",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.24"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "pandas",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-storage/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "azure-core",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.32"
        },
        {
          "name": "azure-cosmos",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.9"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "azure-search-documents",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.0"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "lancedb",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.34.0"
        },
        {
          "name": "numpy",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.1"
        },
        {
          "name": "pyarrow",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=25.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag-vectors/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "azure-identity",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.25"
        },
        {
          "name": "azure-search-documents",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.0"
        },
        {
          "name": "azure-storage-blob",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=12.24"
        },
        {
          "name": "devtools",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.12"
        },
        {
          "name": "graphrag-cache",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-chunking",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-common",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-input",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-llm",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-storage",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graphrag-vectors",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "==3.1.1"
        },
        {
          "name": "graspologic-native",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.2,<1.3"
        },
        {
          "name": "json-repair",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.30"
        },
        {
          "name": "networkx",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.4"
        },
        {
          "name": "nltk",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.9"
        },
        {
          "name": "numpy",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.1"
        },
        {
          "name": "pandas",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.0"
        },
        {
          "name": "pyarrow",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=25.0"
        },
        {
          "name": "pydantic",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=2.10"
        },
        {
          "name": "spacy",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=3.8"
        },
        {
          "name": "blis",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=1.0"
        },
        {
          "name": "textblob",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.18"
        },
        {
          "name": "tqdm",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.67"
        },
        {
          "name": "typing-extensions",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=4.12"
        },
        {
          "name": "typer",
          "manifest": "packages/graphrag/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": "~=0.16"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "aiofiles",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "aiofiles",
            "direct": true,
            "version": "24.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiofiles",
            "direct": true,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "altair",
            "direct": true,
            "version": "5.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-core",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-core",
            "direct": true,
            "version": "1.35.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-core",
            "direct": true,
            "version": "1.41.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-cosmos",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-cosmos",
            "direct": true,
            "version": "4.16.1",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-cosmos",
            "direct": true,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-identity",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-identity",
            "direct": true,
            "version": "1.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-identity",
            "direct": true,
            "version": "1.25.3",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-search-documents",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-search-documents",
            "direct": true,
            "version": "11.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-search-documents",
            "direct": true,
            "version": "12.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-storage-blob",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "azure-storage-blob",
            "direct": true,
            "version": "12.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-storage-blob",
            "direct": true,
            "version": "12.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": true,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "blis",
            "direct": true,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "devtools",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "devtools",
            "direct": true,
            "version": "0.12.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "fastapi",
            "direct": true,
            "version": "0.139.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag",
            "direct": true,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-cache",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-cache",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-chunking",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-chunking",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-common",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-common",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-input",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-input",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-llm",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-llm",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-storage",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-storage",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-vectors",
            "direct": true,
            "version": "3.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-vectors",
            "direct": true,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "graspologic-native",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "graspologic-native",
            "direct": true,
            "version": "1.2.5",
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "jinja2",
            "direct": true,
            "version": "3.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "json-repair",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "json-repair",
            "direct": true,
            "version": "0.30.3",
            "ecosystem": "pypi"
          },
          {
            "name": "json-repair",
            "direct": true,
            "version": "0.61.4",
            "ecosystem": "pypi"
          },
          {
            "name": "lancedb",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "lancedb",
            "direct": true,
            "version": "0.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lancedb",
            "direct": true,
            "version": "0.34.0",
            "ecosystem": "pypi"
          },
          {
            "name": "litellm",
            "direct": true,
            "version": "1.86.2",
            "ecosystem": "pypi"
          },
          {
            "name": "litellm",
            "direct": true,
            "version": "1.92.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markitdown",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "markitdown",
            "direct": true,
            "version": "0.1.6",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio2",
            "direct": true,
            "version": "1.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": "3.5",
            "ecosystem": "pypi"
          },
          {
            "name": "networkx",
            "direct": true,
            "version": "3.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": "3.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nltk",
            "direct": true,
            "version": "3.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "1.26.4",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "numpy",
            "direct": true,
            "version": "2.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "orjson",
            "direct": true,
            "version": "3.11.9",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "2.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": true,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "21.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyarrow",
            "direct": true,
            "version": "25.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.11.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic",
            "direct": true,
            "version": "2.13.4",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": true,
            "version": "1.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": true,
            "version": "6.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": true,
            "version": "3.8.14",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy",
            "direct": true,
            "version": "3.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "st-tabs",
            "direct": true,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "streamlit",
            "direct": true,
            "version": "1.43.0",
            "ecosystem": "pypi"
          },
          {
            "name": "streamlit-agraph",
            "direct": true,
            "version": "0.0.45",
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": true,
            "version": "0.18.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "textblob",
            "direct": true,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "toml",
            "direct": true,
            "version": "0.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": "4.67.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tqdm",
            "direct": true,
            "version": "4.68.4",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": true,
            "version": "0.17.4",
            "ecosystem": "pypi"
          },
          {
            "name": "typer",
            "direct": true,
            "version": "0.26.8",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-extensions",
            "direct": true,
            "version": "4.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohappyeyeballs",
            "direct": false,
            "version": "2.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiohttp",
            "direct": false,
            "version": "3.14.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiolimiter",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "aiosignal",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-doc",
            "direct": false,
            "version": "0.0.4",
            "ecosystem": "pypi"
          },
          {
            "name": "annotated-types",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.14.2",
            "ecosystem": "pypi"
          },
          {
            "name": "anyio",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "anytree",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "appnope",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "argon2-cffi-bindings",
            "direct": false,
            "version": "25.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "arrow",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "asttokens",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "async-lru",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "25.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "attrs",
            "direct": false,
            "version": "26.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "autograd",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "azure-common",
            "direct": false,
            "version": "1.1.28",
            "ecosystem": "pypi"
          },
          {
            "name": "babel",
            "direct": false,
            "version": "2.18.0",
            "ecosystem": "pypi"
          },
          {
            "name": "backports-datetime-fromisoformat",
            "direct": false,
            "version": "2.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "backrefs",
            "direct": false,
            "version": "7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "beartype",
            "direct": false,
            "version": "0.18.5",
            "ecosystem": "pypi"
          },
          {
            "name": "beautifulsoup4",
            "direct": false,
            "version": "4.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "bleach",
            "direct": false,
            "version": "6.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "blinker",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cachetools",
            "direct": false,
            "version": "5.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "catalogue",
            "direct": false,
            "version": "2.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2025.7.14",
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": "2026.6.17",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "1.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cffi",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "charset-normalizer",
            "direct": false,
            "version": "3.4.9",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "click",
            "direct": false,
            "version": "8.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpathlib",
            "direct": false,
            "version": "0.21.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cloudpathlib",
            "direct": false,
            "version": "0.24.0",
            "ecosystem": "pypi"
          },
          {
            "name": "colorama",
            "direct": false,
            "version": "0.4.6",
            "ecosystem": "pypi"
          },
          {
            "name": "coloredlogs",
            "direct": false,
            "version": "15.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "comm",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "confection",
            "direct": false,
            "version": "0.1.5",
            "ecosystem": "pypi"
          },
          {
            "name": "confection",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.2",
            "ecosystem": "pypi"
          },
          {
            "name": "contourpy",
            "direct": false,
            "version": "1.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "coverage",
            "direct": false,
            "version": "7.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "45.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": "49.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "cycler",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "cymem",
            "direct": false,
            "version": "2.0.11",
            "ecosystem": "pypi"
          },
          {
            "name": "cymem",
            "direct": false,
            "version": "2.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.15",
            "ecosystem": "pypi"
          },
          {
            "name": "debugpy",
            "direct": false,
            "version": "1.8.21",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "decorator",
            "direct": false,
            "version": "5.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "defusedxml",
            "direct": false,
            "version": "0.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "deprecation",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "deptry",
            "direct": false,
            "version": "0.25.1",
            "ecosystem": "pypi"
          },
          {
            "name": "distro",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "environs",
            "direct": false,
            "version": "11.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "exceptiongroup",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "execnet",
            "direct": false,
            "version": "2.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "executing",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fastjsonschema",
            "direct": false,
            "version": "2.21.2",
            "ecosystem": "pypi"
          },
          {
            "name": "fastuuid",
            "direct": false,
            "version": "0.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "filelock",
            "direct": false,
            "version": "3.29.7",
            "ecosystem": "pypi"
          },
          {
            "name": "flatbuffers",
            "direct": false,
            "version": "25.12.19",
            "ecosystem": "pypi"
          },
          {
            "name": "fnllm",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "fonttools",
            "direct": false,
            "version": "4.59.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fqdn",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "frozenlist",
            "direct": false,
            "version": "1.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "fsspec",
            "direct": false,
            "version": "2026.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "future",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gensim",
            "direct": false,
            "version": "4.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ghp-import",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "gitdb",
            "direct": false,
            "version": "4.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "gitpython",
            "direct": false,
            "version": "3.1.45",
            "ecosystem": "pypi"
          },
          {
            "name": "graphrag-monorepo",
            "direct": false,
            "version": "0.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "graspologic",
            "direct": false,
            "version": "3.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "h11",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hatchling",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "hf-xet",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "httpcore",
            "direct": false,
            "version": "1.0.9",
            "ecosystem": "pypi"
          },
          {
            "name": "httpx",
            "direct": false,
            "version": "0.28.1",
            "ecosystem": "pypi"
          },
          {
            "name": "huggingface-hub",
            "direct": false,
            "version": "1.23.0",
            "ecosystem": "pypi"
          },
          {
            "name": "humanfriendly",
            "direct": false,
            "version": "10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "hyppo",
            "direct": false,
            "version": "0.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.10",
            "ecosystem": "pypi"
          },
          {
            "name": "idna",
            "direct": false,
            "version": "3.18",
            "ecosystem": "pypi"
          },
          {
            "name": "importlib-metadata",
            "direct": false,
            "version": "8.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "iniconfig",
            "direct": false,
            "version": "2.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "6.30.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipykernel",
            "direct": false,
            "version": "7.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "8.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython",
            "direct": false,
            "version": "9.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "ipython-pygments-lexers",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "ipywidgets",
            "direct": false,
            "version": "8.1.8",
            "ecosystem": "pypi"
          },
          {
            "name": "isodate",
            "direct": false,
            "version": "0.7.2",
            "ecosystem": "pypi"
          },
          {
            "name": "isoduration",
            "direct": false,
            "version": "20.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "jedi",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jiter",
            "direct": false,
            "version": "0.16.0",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "joblib",
            "direct": false,
            "version": "1.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "json5",
            "direct": false,
            "version": "0.15.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonpointer",
            "direct": false,
            "version": "3.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema",
            "direct": false,
            "version": "4.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jsonschema-specifications",
            "direct": false,
            "version": "2025.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-builder",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-client",
            "direct": false,
            "version": "8.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-console",
            "direct": false,
            "version": "6.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.8.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-core",
            "direct": false,
            "version": "5.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-events",
            "direct": false,
            "version": "0.12.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-lsp",
            "direct": false,
            "version": "2.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyter-server-terminals",
            "direct": false,
            "version": "0.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab",
            "direct": false,
            "version": "4.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-pygments",
            "direct": false,
            "version": "0.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-server",
            "direct": false,
            "version": "2.28.0",
            "ecosystem": "pypi"
          },
          {
            "name": "jupyterlab-widgets",
            "direct": false,
            "version": "3.0.16",
            "ecosystem": "pypi"
          },
          {
            "name": "jupytext",
            "direct": false,
            "version": "1.19.4",
            "ecosystem": "pypi"
          },
          {
            "name": "kiwisolver",
            "direct": false,
            "version": "1.4.8",
            "ecosystem": "pypi"
          },
          {
            "name": "lance-namespace",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lance-namespace-urllib3-client",
            "direct": false,
            "version": "0.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "langcodes",
            "direct": false,
            "version": "3.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "language-data",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "lark",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "llvmlite",
            "direct": false,
            "version": "0.44.0",
            "ecosystem": "pypi"
          },
          {
            "name": "magika",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "marisa-trie",
            "direct": false,
            "version": "1.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown",
            "direct": false,
            "version": "3.10.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "3.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdown-it-py",
            "direct": false,
            "version": "4.2.0",
            "ecosystem": "pypi"
          },
          {
            "name": "markdownify",
            "direct": false,
            "version": "1.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "markupsafe",
            "direct": false,
            "version": "3.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": "4.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib",
            "direct": false,
            "version": "3.10.3",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.1.7",
            "ecosystem": "pypi"
          },
          {
            "name": "matplotlib-inline",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mdit-py-plugins",
            "direct": false,
            "version": "0.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mdurl",
            "direct": false,
            "version": "0.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mergedeep",
            "direct": false,
            "version": "1.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "mistune",
            "direct": false,
            "version": "3.3.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs",
            "direct": false,
            "version": "1.6.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-exclude-search",
            "direct": false,
            "version": "0.6.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-get-deps",
            "direct": false,
            "version": "0.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-jupyter",
            "direct": false,
            "version": "0.26.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material",
            "direct": false,
            "version": "9.7.6",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-material-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "mkdocs-typer",
            "direct": false,
            "version": "0.0.3",
            "ecosystem": "pypi"
          },
          {
            "name": "mpmath",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msal",
            "direct": false,
            "version": "1.33.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msal",
            "direct": false,
            "version": "1.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "msal-extensions",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "multidict",
            "direct": false,
            "version": "6.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "murmurhash",
            "direct": false,
            "version": "1.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "murmurhash",
            "direct": false,
            "version": "1.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "narwhals",
            "direct": false,
            "version": "2.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbclient",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nbconvert",
            "direct": false,
            "version": "7.17.1",
            "ecosystem": "pypi"
          },
          {
            "name": "nbformat",
            "direct": false,
            "version": "5.10.4",
            "ecosystem": "pypi"
          },
          {
            "name": "nest-asyncio",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "nodeenv",
            "direct": false,
            "version": "1.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "notebook",
            "direct": false,
            "version": "7.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "notebook-shim",
            "direct": false,
            "version": "0.2.4",
            "ecosystem": "pypi"
          },
          {
            "name": "numba",
            "direct": false,
            "version": "0.61.2",
            "ecosystem": "pypi"
          },
          {
            "name": "onnxruntime",
            "direct": false,
            "version": "1.20.1",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "1.107.0",
            "ecosystem": "pypi"
          },
          {
            "name": "openai",
            "direct": false,
            "version": "2.45.0",
            "ecosystem": "pypi"
          },
          {
            "name": "overrides",
            "direct": false,
            "version": "7.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "packaging",
            "direct": false,
            "version": "26.2",
            "ecosystem": "pypi"
          },
          {
            "name": "paginate",
            "direct": false,
            "version": "0.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pandas-stubs",
            "direct": false,
            "version": "3.0.3.260530",
            "ecosystem": "pypi"
          },
          {
            "name": "pandocfilters",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "parso",
            "direct": false,
            "version": "0.8.7",
            "ecosystem": "pypi"
          },
          {
            "name": "pastel",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pathspec",
            "direct": false,
            "version": "1.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "patsy",
            "direct": false,
            "version": "1.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pdfminer-six",
            "direct": false,
            "version": "20260107",
            "ecosystem": "pypi"
          },
          {
            "name": "pdfplumber",
            "direct": false,
            "version": "0.11.10",
            "ecosystem": "pypi"
          },
          {
            "name": "pexpect",
            "direct": false,
            "version": "4.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "11.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pillow",
            "direct": false,
            "version": "12.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "platformdirs",
            "direct": false,
            "version": "4.3.8",
            "ecosystem": "pypi"
          },
          {
            "name": "pluggy",
            "direct": false,
            "version": "1.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.36.0",
            "ecosystem": "pypi"
          },
          {
            "name": "poethepoet",
            "direct": false,
            "version": "0.48.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pot",
            "direct": false,
            "version": "0.9.5",
            "ecosystem": "pypi"
          },
          {
            "name": "preshed",
            "direct": false,
            "version": "3.0.10",
            "ecosystem": "pypi"
          },
          {
            "name": "preshed",
            "direct": false,
            "version": "3.0.13",
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": "0.25.0",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.51",
            "ecosystem": "pypi"
          },
          {
            "name": "prompt-toolkit",
            "direct": false,
            "version": "3.0.52",
            "ecosystem": "pypi"
          },
          {
            "name": "propcache",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "5.29.5",
            "ecosystem": "pypi"
          },
          {
            "name": "protobuf",
            "direct": false,
            "version": "7.35.1",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "psutil",
            "direct": false,
            "version": "7.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "ptyprocess",
            "direct": false,
            "version": "0.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pure-eval",
            "direct": false,
            "version": "0.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "2.22",
            "ecosystem": "pypi"
          },
          {
            "name": "pycparser",
            "direct": false,
            "version": "3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.33.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pydantic-core",
            "direct": false,
            "version": "2.46.4",
            "ecosystem": "pypi"
          },
          {
            "name": "pydeck",
            "direct": false,
            "version": "0.9.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.19.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pygments",
            "direct": false,
            "version": "2.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.10.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": "2.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pylance",
            "direct": false,
            "version": "0.20.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pymdown-extensions",
            "direct": false,
            "version": "11.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pynndescent",
            "direct": false,
            "version": "0.5.13",
            "ecosystem": "pypi"
          },
          {
            "name": "pyparsing",
            "direct": false,
            "version": "3.2.3",
            "ecosystem": "pypi"
          },
          {
            "name": "pypdfium2",
            "direct": false,
            "version": "5.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyreadline3",
            "direct": false,
            "version": "3.5.6",
            "ecosystem": "pypi"
          },
          {
            "name": "pyright",
            "direct": false,
            "version": "1.1.403",
            "ecosystem": "pypi"
          },
          {
            "name": "pyright",
            "direct": false,
            "version": "1.1.411",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": "9.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-asyncio",
            "direct": false,
            "version": "1.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-dotenv",
            "direct": false,
            "version": "0.5.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": "2.4.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-xdist",
            "direct": false,
            "version": "3.8.0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-dateutil",
            "direct": false,
            "version": "2.9.0.post0",
            "ecosystem": "pypi"
          },
          {
            "name": "python-json-logger",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pytz",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "pywin32",
            "direct": false,
            "version": "311",
            "ecosystem": "pypi"
          },
          {
            "name": "pywinpty",
            "direct": false,
            "version": "3.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml-env-tag",
            "direct": false,
            "version": "1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "pyzmq",
            "direct": false,
            "version": "27.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rdflib",
            "direct": false,
            "version": "7.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.36.2",
            "ecosystem": "pypi"
          },
          {
            "name": "referencing",
            "direct": false,
            "version": "0.37.0",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2024.11.6",
            "ecosystem": "pypi"
          },
          {
            "name": "regex",
            "direct": false,
            "version": "2026.7.10",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.32.4",
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": "2.34.2",
            "ecosystem": "pypi"
          },
          {
            "name": "requirements-parser",
            "direct": false,
            "version": "0.13.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3339-validator",
            "direct": false,
            "version": "0.1.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3986-validator",
            "direct": false,
            "version": "0.1.1",
            "ecosystem": "pypi"
          },
          {
            "name": "rfc3987-syntax",
            "direct": false,
            "version": "1.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "13.9.4",
            "ecosystem": "pypi"
          },
          {
            "name": "rich",
            "direct": false,
            "version": "15.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "0.26.0",
            "ecosystem": "pypi"
          },
          {
            "name": "rpds-py",
            "direct": false,
            "version": "2026.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": "0.15.21",
            "ecosystem": "pypi"
          },
          {
            "name": "scikit-learn",
            "direct": false,
            "version": "1.7.1",
            "ecosystem": "pypi"
          },
          {
            "name": "scipy",
            "direct": false,
            "version": "1.12.0",
            "ecosystem": "pypi"
          },
          {
            "name": "seaborn",
            "direct": false,
            "version": "0.13.2",
            "ecosystem": "pypi"
          },
          {
            "name": "semversioner",
            "direct": false,
            "version": "3.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "send2trash",
            "direct": false,
            "version": "2.1.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "80.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": "83.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "shellingham",
            "direct": false,
            "version": "1.5.4",
            "ecosystem": "pypi"
          },
          {
            "name": "six",
            "direct": false,
            "version": "1.17.0",
            "ecosystem": "pypi"
          },
          {
            "name": "smart-open",
            "direct": false,
            "version": "7.3.0.post1",
            "ecosystem": "pypi"
          },
          {
            "name": "smart-open",
            "direct": false,
            "version": "8.0.1",
            "ecosystem": "pypi"
          },
          {
            "name": "smmap",
            "direct": false,
            "version": "5.0.2",
            "ecosystem": "pypi"
          },
          {
            "name": "sniffio",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "soupsieve",
            "direct": false,
            "version": "2.8.4",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-legacy",
            "direct": false,
            "version": "3.0.12",
            "ecosystem": "pypi"
          },
          {
            "name": "spacy-loggers",
            "direct": false,
            "version": "1.0.5",
            "ecosystem": "pypi"
          },
          {
            "name": "srsly",
            "direct": false,
            "version": "2.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "srsly",
            "direct": false,
            "version": "2.5.3",
            "ecosystem": "pypi"
          },
          {
            "name": "stack-data",
            "direct": false,
            "version": "0.6.3",
            "ecosystem": "pypi"
          },
          {
            "name": "starlette",
            "direct": false,
            "version": "1.3.1",
            "ecosystem": "pypi"
          },
          {
            "name": "statsmodels",
            "direct": false,
            "version": "0.14.5",
            "ecosystem": "pypi"
          },
          {
            "name": "sympy",
            "direct": false,
            "version": "1.14.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tenacity",
            "direct": false,
            "version": "9.1.2",
            "ecosystem": "pypi"
          },
          {
            "name": "terminado",
            "direct": false,
            "version": "0.18.1",
            "ecosystem": "pypi"
          },
          {
            "name": "thinc",
            "direct": false,
            "version": "8.3.13",
            "ecosystem": "pypi"
          },
          {
            "name": "thinc",
            "direct": false,
            "version": "8.3.4",
            "ecosystem": "pypi"
          },
          {
            "name": "threadpoolctl",
            "direct": false,
            "version": "3.6.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.11.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tiktoken",
            "direct": false,
            "version": "0.13.0",
            "ecosystem": "pypi"
          },
          {
            "name": "tinycss2",
            "direct": false,
            "version": "1.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tokenizers",
            "direct": false,
            "version": "0.23.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomli",
            "direct": false,
            "version": "2.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tomlkit",
            "direct": false,
            "version": "0.12.5",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "tornado",
            "direct": false,
            "version": "6.5.7",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.14.3",
            "ecosystem": "pypi"
          },
          {
            "name": "traitlets",
            "direct": false,
            "version": "5.15.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "typing-inspection",
            "direct": false,
            "version": "0.4.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2025.2",
            "ecosystem": "pypi"
          },
          {
            "name": "tzdata",
            "direct": false,
            "version": "2026.3",
            "ecosystem": "pypi"
          },
          {
            "name": "umap-learn",
            "direct": false,
            "version": "0.5.9.post2",
            "ecosystem": "pypi"
          },
          {
            "name": "update-toml",
            "direct": false,
            "version": "0.2.1",
            "ecosystem": "pypi"
          },
          {
            "name": "uri-template",
            "direct": false,
            "version": "1.3.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.5.0",
            "ecosystem": "pypi"
          },
          {
            "name": "urllib3",
            "direct": false,
            "version": "2.7.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wasabi",
            "direct": false,
            "version": "1.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "watchdog",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.2.13",
            "ecosystem": "pypi"
          },
          {
            "name": "wcwidth",
            "direct": false,
            "version": "0.8.2",
            "ecosystem": "pypi"
          },
          {
            "name": "weasel",
            "direct": false,
            "version": "0.4.1",
            "ecosystem": "pypi"
          },
          {
            "name": "weasel",
            "direct": false,
            "version": "1.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webcolors",
            "direct": false,
            "version": "25.10.0",
            "ecosystem": "pypi"
          },
          {
            "name": "webencodings",
            "direct": false,
            "version": "0.5.1",
            "ecosystem": "pypi"
          },
          {
            "name": "websocket-client",
            "direct": false,
            "version": "1.9.0",
            "ecosystem": "pypi"
          },
          {
            "name": "widgetsnbextension",
            "direct": false,
            "version": "4.0.15",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "1.17.2",
            "ecosystem": "pypi"
          },
          {
            "name": "wrapt",
            "direct": false,
            "version": "2.2.2",
            "ecosystem": "pypi"
          },
          {
            "name": "yarl",
            "direct": false,
            "version": "1.24.2",
            "ecosystem": "pypi"
          },
          {
            "name": "zipp",
            "direct": false,
            "version": "4.1.0",
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 427,
        "direct_count": 106,
        "indirect_count": 321
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 57,
        "merged_prs": 746,
        "open_issues": 4,
        "closed_ratio": 0.995,
        "closed_issues": 828,
        "closed_unmerged_prs": 463
      },
      "bus_factor": 2,
      "bot_contributors": 2,
      "top_contributors": [
        {
          "type": "User",
          "login": "AlonsoGuevara",
          "commits": 144,
          "avatar_url": "https://avatars.githubusercontent.com/u/3671933?v=4"
        },
        {
          "type": "User",
          "login": "natoverse",
          "commits": 106,
          "avatar_url": "https://avatars.githubusercontent.com/u/720083?v=4"
        },
        {
          "type": "User",
          "login": "dworthen",
          "commits": 33,
          "avatar_url": "https://avatars.githubusercontent.com/u/624870?v=4"
        },
        {
          "type": "User",
          "login": "jgbradley1",
          "commits": 27,
          "avatar_url": "https://avatars.githubusercontent.com/u/654554?v=4"
        },
        {
          "type": "User",
          "login": "dayesouza",
          "commits": 27,
          "avatar_url": "https://avatars.githubusercontent.com/u/16024923?v=4"
        },
        {
          "type": "User",
          "login": "gaudyb",
          "commits": 15,
          "avatar_url": "https://avatars.githubusercontent.com/u/85708998?v=4"
        },
        {
          "type": "User",
          "login": "KennyZhang1",
          "commits": 11,
          "avatar_url": "https://avatars.githubusercontent.com/u/90438893?v=4"
        },
        {
          "type": "User",
          "login": "darthtrevino",
          "commits": 10,
          "avatar_url": "https://avatars.githubusercontent.com/u/113544?v=4"
        },
        {
          "type": "User",
          "login": "junho85",
          "commits": 8,
          "avatar_url": "https://avatars.githubusercontent.com/u/1219373?v=4"
        },
        {
          "type": "User",
          "login": "andresmor-ms",
          "commits": 5,
          "avatar_url": "https://avatars.githubusercontent.com/u/86074752?v=4"
        }
      ],
      "contributors_sampled": 49,
      "top_contributor_share": 0.329
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "gh-pages.yml",
        "issues-autoresolve.yml",
        "python-checks.yml",
        "python-integration-tests.yml",
        "python-notebook-tests.yml",
        "python-publish.yml",
        "python-smoke-tests.yml",
        "python-unit-tests.yml",
        "semver.yml",
        "spellcheck.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 5,
            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 10,
            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 9 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "14 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 10,
            "reason": "SAST tool is run on all commits",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 10,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "85 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "14a00ad88fc33cf2b52f4f113f25807556f8e25e",
        "ran_at": "2026-07-26T21:40:27Z",
        "aggregate_score": 6.6,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-26T07:15:35Z",
      "oldest_open_prs": [
        {
          "number": 2201,
          "created_at": "2026-02-02T13:07:11Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2233,
          "created_at": "2026-02-17T03:02:36Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2234,
          "created_at": "2026-02-18T01:25:52Z",
          "last_comment_at": "2026-02-18T21:17:03Z",
          "last_comment_author": "ohharsen"
        },
        {
          "number": 2255,
          "created_at": "2026-03-01T12:43:44Z",
          "last_comment_at": "2026-03-01T12:51:06Z",
          "last_comment_author": "dubin555"
        },
        {
          "number": 2259,
          "created_at": "2026-03-01T17:12:44Z",
          "last_comment_at": "2026-03-08T17:34:06Z",
          "last_comment_author": "Br1an67"
        },
        {
          "number": 2273,
          "created_at": "2026-03-08T08:25:03Z",
          "last_comment_at": "2026-03-08T08:25:13Z",
          "last_comment_author": "microsoft-github-policy-service"
        },
        {
          "number": 2278,
          "created_at": "2026-03-12T08:58:26Z",
          "last_comment_at": "2026-03-17T00:43:59Z",
          "last_comment_author": "suger-m"
        },
        {
          "number": 2304,
          "created_at": "2026-03-29T07:19:17Z",
          "last_comment_at": "2026-03-29T07:23:09Z",
          "last_comment_author": "jiebei-668"
        },
        {
          "number": 2325,
          "created_at": "2026-04-13T07:33:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2327,
          "created_at": "2026-04-18T01:45:28Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2329,
          "created_at": "2026-04-21T01:48:27Z",
          "last_comment_at": "2026-04-21T02:26:53Z",
          "last_comment_author": "ilias-laoukili"
        },
        {
          "number": 2333,
          "created_at": "2026-04-21T21:59:13Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2339,
          "created_at": "2026-04-28T02:55:10Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2350,
          "created_at": "2026-05-11T13:33:49Z",
          "last_comment_at": "2026-07-09T16:44:27Z",
          "last_comment_author": "qianzhu18"
        },
        {
          "number": 2363,
          "created_at": "2026-05-23T19:40:54Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2364,
          "created_at": "2026-05-25T10:58:52Z",
          "last_comment_at": "2026-05-25T10:59:07Z",
          "last_comment_author": "microsoft-github-policy-service"
        },
        {
          "number": 2368,
          "created_at": "2026-05-30T08:38:15Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2369,
          "created_at": "2026-05-30T08:38:32Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2370,
          "created_at": "2026-05-30T08:38:37Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2371,
          "created_at": "2026-05-30T08:39:26Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-07-18T01:16:53Z",
      "ci_last_conclusion": "FAILURE",
      "oldest_open_issues": [
        {
          "number": 2239,
          "created_at": "2026-02-20T07:12:15Z",
          "last_comment_at": "2026-03-06T00:55:52Z",
          "last_comment_author": "onestardao"
        },
        {
          "number": 2407,
          "created_at": "2026-06-18T05:59:15Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 2427,
          "created_at": "2026-07-08T15:58:16Z",
          "last_comment_at": "2026-07-08T15:59:46Z",
          "last_comment_author": "zfields"
        },
        {
          "number": 2464,
          "created_at": "2026-07-23T18:11:04Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/microsoft/graphrag",
    "host": "github.com",
    "name": "graphrag",
    "owner": "microsoft"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "good",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 83,
      "inputs": {
        "security": 73,
        "vitality": 87,
        "community": 92,
        "governance": 80,
        "engineering": 81
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 87,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 79,
            "inputs": {
              "commits_last_year": 85,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 23
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "23/52 weeks with commits",
                "points": 15.9,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 23
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "85 commits in the last year",
                "points": 17.4,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 85
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "14 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 41,
              "latest_release_tag": "v3.1.1",
              "releases_from_tags": false,
              "days_since_latest_release": 8,
              "mean_days_between_releases": 18.9
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "41 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 41
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 8 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~18.9 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 18.9
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 8,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 8 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "excellent",
        "name": "Community & Adoption",
        "value": 92,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "excellent",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 98,
            "inputs": {
              "forks": 3673,
              "stars": 34856,
              "watchers": 196,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "34,856 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 34856
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "3,673 forks",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 3673
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "196 watchers",
                "points": 12.7,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 196
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "good",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 84,
            "inputs": {
              "packages": [
                "graphrag",
                "graphrag-llm",
                "graphrag-cache",
                "graphrag-input",
                "graphrag-common",
                "graphrag-storage",
                "graphrag-vectors",
                "graphrag-chunking"
              ],
              "dependents": null,
              "ecosystems": "pypi",
              "total_downloads": null,
              "monthly_downloads": 106769
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "106,769 downloads/month across pypi",
                "points": 67,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 106769,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "good",
        "name": "Sustainability & Governance",
        "value": 80,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 64,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 49,
              "top_contributor_share": 0.329
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 33% of commits",
                "points": 15.1,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 33
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "49 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 49
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "excellent",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "merged_prs": 746,
              "open_issues": 4,
              "closed_issues": 828,
              "issue_closed_ratio": 0.995,
              "closed_unmerged_prs": 463
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.5,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "746/1209 decided PRs merged",
                "points": 23.6,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 746,
                      "decided": 1209
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "all changesets reviewed",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "good",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 125928,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "microsoft",
              "public_repos": 8222,
              "account_age_days": 4611
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "125,928 followers of microsoft",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 125928,
                      "login": "microsoft"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "8222 public repos, account ~12 yr old",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 8222
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 12
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "graphrag",
                "graphrag-llm",
                "graphrag-cache",
                "graphrag-input",
                "graphrag-common",
                "graphrag-storage",
                "graphrag-vectors",
                "graphrag-chunking"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 8
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "8 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 8,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 8 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 8
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "47 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 47
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 81,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 68,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 10
                    }
                  }
                ],
                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
                "status": "met",
                "details": [],
                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "graphrag",
                "rag",
                "llm",
                "llms",
                "gpt",
                "gpt-4",
                "gpt4"
              ],
              "has_wiki": true,
              "homepage": "https://microsoft.github.io/graphrag/",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://microsoft.github.io/graphrag/",
                "points": 15,
                "status": "met",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "good",
        "name": "Security",
        "value": 73,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 66,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.6
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 3.8,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 9 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "14 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is run on all commits",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "detected GitHub workflow tokens with excessive permissions",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "85 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "excellent",
            "name": "Dependency advisories",
            "note": "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.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:graphrag@3.1.1",
                  "assessed": 113
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 113,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 113,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 15
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 54,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.99,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "99 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 99,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "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"
              ],
              "agent_commit_share": 0.07,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "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",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "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"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "7 of the last 100 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 7,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 22070,
              "source_files_sampled": 573,
              "oversized_source_files": 0
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "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)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "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",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "0/573 source files over 60KB",
                "points": 55,
                "status": "met",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 573,
                      "oversized": 0
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "at_risk",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "notebooks"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "notebooks",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "notebooks"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "Could not fetch pypi package 'graphrag-monorepo' from its registry",
    "Could not fetch pypi package 'unified-copilot' from its registry"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-26T21:40:55.520352Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/m/microsoft/graphrag.svg",
  "full_name": "microsoft/graphrag",
  "license_state": "standard",
  "license_spdx": "MIT"
}

Related records

Inspected repositories sharing catalogue tags or ecosystems with microsoft/graphrag. Read them side by side →

87langgenius/difyProduction-ready platform for agentic workflow development.Excellent93deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Excellent94run-llama/llama_indexLlamaIndex is the leading document agent and OCR platformExcellent89ag2ai/ag2AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3xExcellent88google/adk-pythonAn open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control.Excellent88vllm-project/vllmA high-throughput and memory-efficient inference and serving engine for LLMsExcellent

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 v1.13.0, schema v0.27.0 — full methodology · metrics wiki.

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