Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 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 зірок⑂ 3 673 форкиз бер. 2024 р.Переглянути на GitHub ↗

microsoft/graphrag має індекс здоров’я 83 зі 100, що відповідає смузі «Добрий». Найвищий показник — Community & Adoption (92/100), найнижчий — AI Readiness (54/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 2 учасники.

83
загалом / 100
Добрий

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

83
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

Кожна вісь — окрема категорія. Форма важить більше, ніж середнє: здоровий об'єкт заповнює всю фігуру, тоді як профіль із піками та провалами означає, що сила в одному вимірі маскує ризик в іншому.

Власність

MicrosoftОрганізація
125 928 підписників8 222 публічні репозиторіїз груд. 2013 р.

За цим репозиторієм стоїть організація — спільна, підзвітна опіка, здатна пережити будь-якого окремого мейнтейнера.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікація
PyPIgraphrag3.1.174 788478 днів тому
PyPIgraphrag-llm3.1.1-128 днів тому
PyPIgraphrag-cache3.1.1-128 днів тому
PyPIgraphrag-input3.1.1-128 днів тому
PyPIgraphrag-common3.1.131 981128 днів тому
PyPIgraphrag-storage3.1.1-128 днів тому
PyPIgraphrag-vectors3.1.1-128 днів тому
PyPIgraphrag-chunking3.1.1-128 днів тому

Метрики за категоріями

Життєздатність

Чи живий проєкт — чи пишеться код і чи виходять релізи?

87Відмінний · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
15.9/36Ритм комітів — 23/52 тижнів із комітами
17.4/18Обсяг комітів — 85 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 14 commit(s) and 8 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year85
human_commit_share1
days_since_last_push0
active_weeks_last_year23
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 41 релізів
36/36Свіжість релізів — останній реліз 8 дн. тому
27/27Ритм релізів — реліз кожні ~18,9 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count41
latest_release_tagv3.1.1
releases_from_tagsні
days_since_latest_release8
mean_days_between_releases18,9
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?

92Відмінний · 18% загального індексу
Як обчислюється оцінка
60/60Зірки — 34 856 зірок
25/25Форки — 3 673 форків
12.7/15Спостерігачі — 196 спостерігачів
Використані вхідні дані
forks3 673
stars34 856
watchers196
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
13.5/13.5Кодекс поведінки
0/7.2Шаблон issue
6.3/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingтак
has_issue_templateні
has_code_of_conductтак
has_pull_request_templateтак
Як обчислюється оцінка
67/80Щомісячні завантаження — 106 769 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesgraphrag, graphrag-llm, graphrag-cache, graphrag-input, graphrag-common, graphrag-storage, graphrag-vectors, graphrag-chunking
dependents
ecosystemspypi
total_downloads
monthly_downloads106 769
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?

80Добрий · 24% загального індексу
Як обчислюється оцінка
25.2/54Бас-фактор — на 2 контриб’ютор(ів) припадає половина всіх комітів
15.1/22.5Розподіл комітів — головний контриб’ютор — автор 33% комітів
13.5/13.5Широта контриб’юторів — 49 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 9 contributing companies or organizations
Використані вхідні дані
bus_factor2
contributors_sampled49
top_contributor_share0,329
Як обчислюється оцінка
46.5/46.8Вирішення issue — закрито 100% issue
23.6/38.3Прийняття PR — злито 746/1 209 вирішених PR
15/15OpenSSF Scorecard: Code-Review — all changesets reviewed
Використані вхідні дані
merged_prs746
open_issues4
closed_issues828
issue_closed_ratio0,995
closed_unmerged_prs463
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
25/25Охоплення власника — 125 928 підписників у microsoft
25/25Послужний список — 8 222 публічних репозиторіїв, вік облікового запису ~12 р.
Використані вхідні дані
followers125 928
owner_typeOrganization
is_verified
owner_loginmicrosoft
public_repos8 222
account_age_days4 611

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 8 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 8 дн. тому
20/20Історія версій — 47 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgraphrag, graphrag-llm, graphrag-cache, graphrag-input, graphrag-common, graphrag-storage, graphrag-vectors, graphrag-chunking
ecosystemspypi
any_deprecatedні
min_days_since_publish8

Інженерна якість

Чи наявні базові інженерні практики та документація?

81Добрий · 20% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 10 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://microsoft.github.io/graphrag/
10/10Опис репозиторію
10/10Теми — 7 тем
10/10Wiki
Використані вхідні дані
topicsgraphrag, rag, llm, llms, gpt, gpt-4, gpt4
has_wikiтак
homepagehttps://microsoft.github.io/graphrag/
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?

73Добрий · 16% загального індексу

Стан безпеки

66Помірний
Як обчислюється оцінка
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
2.5/2.5Ліцензія — 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 — немає даних
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 — немає даних
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 85 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6,6
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщень — жодна пряма залежність не має відомих сповіщень
25/25Непрямі залежності без відомих сповіщень — жодна непряма залежність не має відомих сповіщень
0/40Немає задавнених сповіщень — жодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages113
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
Виключено з оцінювання (немає даних або не застосовно): Немає задавнених сповіщень. Залишкові ваги перенормовано. Звірено з runtime-замиканням залежностей pypi:graphrag@3.1.1 — тим, що тягне за собою встановлення опублікованого пакета, — 113 пакетів. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

54Помірний · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 99 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,99
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — 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
10/10Відтворюване середовище — Dockerfile, lockfile
10/10Підтверджена практика роботи з агентами — 7 з останніх 100 комітів створено агентом або з його зазначенням
5/8Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileтак
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configні
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
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (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)
55/55Керовані розміри файлів — 0/573 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes22 070
source_files_sampled573
oversized_source_files0
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — notebooks
Використані вхідні дані
example_dirsnotebooks
has_mcp_signalні
api_schema_files

Ключові факти

34 856зірок GitHub
49контриб'юторів
85комітів за останні 12 місяців
0днів від останнього пушу
41релізів
2бас-фактор
4відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • 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

Докладніше

Історія зірок і форків 0 ★ / 3 673 ⇿
0Зірки
3 673Форки
15Релізи

Коли додано кожну зірку й форк — зібрано з GitHub і згруповано за днями. Кумулятивне зростання розміщено просто над денними додаваннями, з яких воно складається, тож їх видно одне проти одного: рівномірне органічне накопичення виглядає зовсім інакше, ніж різкий короткочасний сплеск. Там, де цю різницю можна виміряти, її подано як автентичність росту.

Показано лише найновішу історію — цей репозиторій перевищує вікно збору, тож найраніша історія не захоплена.

2 5002 7503 0003 2503 5003 7503 673122025-082026-012026-07
Мажорні 1Мінорні 3Патчі 10
OpenSSF Scorecard 6.6 / 10
6.6сукупно

Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).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
н/дPackagingpackaging 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
н/дSigned-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities85 existing vulnerabilities detected
Прямі залежності 72
РеєстрПакетОбмеження версіїМаніфест
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
Усі залежності 427

Повний розв'язаний набір залежностей із графа залежностей GitHub: 106 прямих і 321 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIaiofilesпряма
PyPIaiofiles24.1.0пряма
PyPIaiofiles25.1.0пряма
PyPIaltair5.5.0пряма
PyPIazure-coreпряма
PyPIazure-core1.35.0пряма
PyPIazure-core1.41.0пряма
PyPIazure-cosmosпряма
PyPIazure-cosmos4.16.1пряма
PyPIazure-cosmos4.9.0пряма
PyPIazure-identityпряма
PyPIazure-identity1.23.1пряма
PyPIazure-identity1.25.3пряма
PyPIazure-search-documentsпряма
PyPIazure-search-documents11.5.3пряма
PyPIazure-search-documents12.0.0пряма
PyPIazure-storage-blobпряма
PyPIazure-storage-blob12.26.0пряма
PyPIazure-storage-blob12.30.0пряма
PyPIblisпряма
PyPIblis1.2.1пряма
PyPIblis1.3.3пряма
PyPIdevtoolsпряма
PyPIdevtools0.12.2пряма
PyPIfastapiпряма
PyPIfastapi0.139.0пряма
PyPIgraphrag2.5.0пряма
PyPIgraphrag3.1.1пряма
PyPIgraphrag-cache3.1.0пряма
PyPIgraphrag-cache3.1.1пряма
PyPIgraphrag-chunking3.1.0пряма
PyPIgraphrag-chunking3.1.1пряма
PyPIgraphrag-common3.1.0пряма
PyPIgraphrag-common3.1.1пряма
PyPIgraphrag-input3.1.0пряма
PyPIgraphrag-input3.1.1пряма
PyPIgraphrag-llm3.1.0пряма
PyPIgraphrag-llm3.1.1пряма
PyPIgraphrag-storage3.1.0пряма
PyPIgraphrag-storage3.1.1пряма
PyPIgraphrag-vectors3.1.0пряма
PyPIgraphrag-vectors3.1.1пряма
PyPIgraspologic-nativeпряма
PyPIgraspologic-native1.2.5пряма
PyPIjinja2пряма
PyPIjinja23.1.6пряма
PyPIjson-repairпряма
PyPIjson-repair0.30.3пряма
PyPIjson-repair0.61.4пряма
PyPIlancedbпряма
PyPIlancedb0.17.0пряма
PyPIlancedb0.34.0пряма
PyPIlitellm1.86.2пряма
PyPIlitellm1.92.0пряма
PyPImarkitdownпряма
PyPImarkitdown0.1.6пряма
PyPInest-asyncio2пряма
PyPInest-asyncio21.7.2пряма
PyPInetworkxпряма
PyPInetworkx3.4.2пряма
PyPInetworkx3.5пряма
PyPInetworkx3.6.1пряма
PyPInltkпряма
PyPInltk3.10.0пряма
PyPInltk3.9.1пряма
PyPInumpyпряма
PyPInumpy1.26.4пряма
PyPInumpy2.4.6пряма
PyPInumpy2.5.1пряма
PyPIorjsonпряма
PyPIorjson3.11.9пряма
PyPIpandasпряма
PyPIpandas2.3.1пряма
PyPIpandas3.0.3пряма
PyPIpyarrowпряма
PyPIpyarrow21.0.0пряма
PyPIpyarrow25.0.0пряма
PyPIpydanticпряма
PyPIpydantic2.11.7пряма
PyPIpydantic2.13.4пряма
PyPIpython-dotenvпряма
PyPIpython-dotenv1.1.1пряма
PyPIpython-dotenv1.2.2пряма
PyPIpyyamlпряма
PyPIpyyaml6.0.2пряма
PyPIpyyaml6.0.3пряма
PyPIspacyпряма
PyPIspacy3.8.14пряма
PyPIspacy3.8.7пряма
PyPIst-tabs0.1.1пряма
PyPIstreamlit1.43.0пряма
PyPIstreamlit-agraph0.0.45пряма
PyPItextblobпряма
PyPItextblob0.18.0.post0пряма
PyPItextblob0.20.0пряма
PyPItomlпряма
PyPItoml0.10.2пряма
PyPItqdmпряма
PyPItqdm4.67.1пряма
PyPItqdm4.68.4пряма
PyPItyperпряма
PyPItyper0.17.4пряма
PyPItyper0.26.8пряма
PyPItyping-extensionsпряма
PyPItyping-extensions4.14.1пряма
PyPItyping-extensions4.16.0пряма
PyPIaiohappyeyeballs2.7.1непряма
PyPIaiohttp3.14.1непряма
PyPIaiolimiter1.2.1непряма
PyPIaiosignal1.4.0непряма
PyPIannotated-doc0.0.4непряма
PyPIannotated-types0.7.0непряма
PyPIanyio4.14.2непряма
PyPIanyio4.9.0непряма
PyPIanytree2.13.0непряма
PyPIappnope0.1.4непряма
PyPIargon2-cffi25.1.0непряма
PyPIargon2-cffi-bindings25.1.0непряма
PyPIarrow1.4.0непряма
PyPIasttokens2.4.1непряма
PyPIasync-lru2.3.0непряма
PyPIattrs25.3.0непряма
PyPIattrs26.1.0непряма
PyPIautograd1.8.0непряма
PyPIazure-common1.1.28непряма
PyPIbabel2.18.0непряма
PyPIbackports-datetime-fromisoformat2.0.3непряма
PyPIbackrefs7.0непряма
PyPIbeartype0.18.5непряма
PyPIbeautifulsoup44.15.0непряма
PyPIbleach6.4.0непряма
PyPIblinker1.9.0непряма
PyPIcachetools5.5.2непряма
PyPIcatalogue2.0.10непряма
PyPIcertifi2025.7.14непряма
PyPIcertifi2026.6.17непряма
PyPIcffi1.17.1непряма
PyPIcffi2.1.0непряма
PyPIcharset-normalizer3.4.2непряма
PyPIcharset-normalizer3.4.9непряма
PyPIclick8.1.8непряма
PyPIclick8.4.2непряма
PyPIcloudpathlib0.21.1непряма
PyPIcloudpathlib0.24.0непряма
PyPIcolorama0.4.6непряма
PyPIcoloredlogs15.0.1непряма
PyPIcomm0.2.3непряма
PyPIconfection0.1.5непряма
PyPIconfection1.3.3непряма
PyPIcontourpy1.3.2непряма
PyPIcontourpy1.3.3непряма
PyPIcoverage7.15.1непряма
PyPIcryptography45.0.5непряма
PyPIcryptography49.0.0непряма
PyPIcycler0.12.1непряма
PyPIcymem2.0.11непряма
PyPIcymem2.0.13непряма
PyPIdebugpy1.8.15непряма
PyPIdebugpy1.8.21непряма
PyPIdecorator5.2.1непряма
PyPIdecorator5.3.1непряма
PyPIdefusedxml0.7.1непряма
PyPIdeprecation2.1.0непряма
PyPIdeptry0.25.1непряма
PyPIdistro1.9.0непряма
PyPIenvirons11.2.1непряма
PyPIexceptiongroup1.3.0непряма
PyPIexecnet2.1.2непряма
PyPIexecuting2.2.0непряма
PyPIexecuting2.2.1непряма
PyPIfastjsonschema2.21.2непряма
PyPIfastuuid0.14.0непряма
PyPIfilelock3.29.7непряма
PyPIflatbuffers25.12.19непряма
PyPIfnllm0.4.1непряма
PyPIfonttools4.59.0непряма
PyPIfqdn1.5.1непряма
PyPIfrozenlist1.8.0непряма
PyPIfsspec2026.6.0непряма
PyPIfuture1.0.0непряма
PyPIgensim4.3.3непряма
PyPIghp-import2.1.0непряма
PyPIgitdb4.0.12непряма
PyPIgitpython3.1.45непряма
PyPIgraphrag-monorepo0.0.0непряма
PyPIgraspologic3.4.1непряма
PyPIh110.16.0непряма
PyPIhatchlingнепряма
PyPIhf-xet1.5.1непряма
PyPIhttpcore1.0.9непряма
PyPIhttpx0.28.1непряма
PyPIhuggingface-hub1.23.0непряма
PyPIhumanfriendly10.0непряма
PyPIhyppo0.4.0непряма
PyPIidna3.10непряма
PyPIidna3.18непряма
PyPIimportlib-metadata8.9.0непряма
PyPIiniconfig2.3.0непряма
PyPIipykernel6.30.0непряма
PyPIipykernel7.3.0непряма
PyPIipython8.37.0непряма
PyPIipython9.15.0непряма
PyPIipython9.4.0непряма
PyPIipython-pygments-lexers1.1.1непряма
PyPIipywidgets8.1.8непряма
PyPIisodate0.7.2непряма
PyPIisoduration20.11.0непряма
PyPIjedi0.19.2непряма
PyPIjedi0.20.0непряма
PyPIjiter0.10.0непряма
PyPIjiter0.16.0непряма
PyPIjoblib1.5.1непряма
PyPIjoblib1.5.3непряма
PyPIjson50.15.0непряма
PyPIjsonpointer3.1.1непряма
PyPIjsonschema4.25.0непряма
PyPIjsonschema4.26.0непряма
PyPIjsonschema-specifications2025.4.1непряма
PyPIjsonschema-specifications2025.9.1непряма
PyPIjupyter1.1.1непряма
PyPIjupyter-builder1.1.0непряма
PyPIjupyter-client8.6.3непряма
PyPIjupyter-client8.9.1непряма
PyPIjupyter-console6.6.3непряма
PyPIjupyter-core5.8.1непряма
PyPIjupyter-core5.9.1непряма
PyPIjupyter-events0.12.1непряма
PyPIjupyter-lsp2.3.1непряма
PyPIjupyter-server2.20.0непряма
PyPIjupyter-server-terminals0.5.4непряма
PyPIjupyterlab4.6.1непряма
PyPIjupyterlab-pygments0.3.0непряма
PyPIjupyterlab-server2.28.0непряма
PyPIjupyterlab-widgets3.0.16непряма
PyPIjupytext1.19.4непряма
PyPIkiwisolver1.4.8непряма
PyPIlance-namespace0.9.0непряма
PyPIlance-namespace-urllib3-client0.9.0непряма
PyPIlangcodes3.5.0непряма
PyPIlanguage-data1.3.0непряма
PyPIlark1.3.1непряма
PyPIllvmlite0.44.0непряма
PyPImagika0.6.3непряма
PyPImarisa-trie1.2.1непряма
PyPImarkdown3.10.2непряма
PyPImarkdown-it-py3.0.0непряма
PyPImarkdown-it-py4.2.0непряма
PyPImarkdownify1.2.3непряма
PyPImarkupsafe3.0.2непряма
PyPImarkupsafe3.0.3непряма
PyPImarshmallow4.0.0непряма
PyPImatplotlib3.10.3непряма
PyPImatplotlib-inline0.1.7непряма
PyPImatplotlib-inline0.2.2непряма
PyPImdit-py-plugins0.6.1непряма
PyPImdurl0.1.2непряма
PyPImergedeep1.3.4непряма
PyPImistune3.3.3непряма
PyPImkdocs1.6.1непряма
PyPImkdocs-exclude-search0.6.6непряма
PyPImkdocs-get-deps0.2.2непряма
PyPImkdocs-jupyter0.26.3непряма
PyPImkdocs-material9.7.6непряма
PyPImkdocs-material-extensions1.3.1непряма
PyPImkdocs-typer0.0.3непряма
PyPImpmath1.3.0непряма
PyPImsal1.33.0непряма
PyPImsal1.37.0непряма
PyPImsal-extensions1.3.1непряма
PyPImultidict6.7.1непряма
PyPImurmurhash1.0.13непряма
PyPImurmurhash1.0.15непряма
PyPInarwhals2.0.0непряма
PyPInbclient0.11.0непряма
PyPInbconvert7.17.1непряма
PyPInbformat5.10.4непряма
PyPInest-asyncio1.6.0непряма
PyPInodeenv1.10.0непряма
PyPInodeenv1.9.1непряма
PyPInotebook7.6.0непряма
PyPInotebook-shim0.2.4непряма
PyPInumba0.61.2непряма
PyPIonnxruntime1.20.1непряма
PyPIopenai1.107.0непряма
PyPIopenai2.45.0непряма
PyPIoverrides7.7.0непряма
PyPIpackaging24.2непряма
PyPIpackaging26.2непряма
PyPIpaginate0.5.7непряма
PyPIpandas-stubs3.0.3.260530непряма
PyPIpandocfilters1.5.1непряма
PyPIparso0.8.4непряма
PyPIparso0.8.7непряма
PyPIpastel0.2.1непряма
PyPIpathspec1.1.1непряма
PyPIpatsy1.0.1непряма
PyPIpdfminer-six20260107непряма
PyPIpdfplumber0.11.10непряма
PyPIpexpect4.9.0непряма
PyPIpillow11.3.0непряма
PyPIpillow12.3.0непряма
PyPIplatformdirs4.10.0непряма
PyPIplatformdirs4.3.8непряма
PyPIpluggy1.6.0непряма
PyPIpoethepoet0.36.0непряма
PyPIpoethepoet0.48.0непряма
PyPIpot0.9.5непряма
PyPIpreshed3.0.10непряма
PyPIpreshed3.0.13непряма
PyPIprometheus-client0.25.0непряма
PyPIprompt-toolkit3.0.51непряма
PyPIprompt-toolkit3.0.52непряма
PyPIpropcache0.5.2непряма
PyPIprotobuf5.29.5непряма
PyPIprotobuf7.35.1непряма
PyPIpsutil7.0.0непряма
PyPIpsutil7.2.2непряма
PyPIptyprocess0.7.0непряма
PyPIpure-eval0.2.3непряма
PyPIpycparser2.22непряма
PyPIpycparser3.0непряма
PyPIpydantic-core2.33.2непряма
PyPIpydantic-core2.46.4непряма
PyPIpydeck0.9.1непряма
PyPIpygments2.19.2непряма
PyPIpygments2.20.0непряма
PyPIpyjwt2.10.1непряма
PyPIpyjwt2.13.0непряма
PyPIpylance0.20.0непряма
PyPIpymdown-extensions11.0.1непряма
PyPIpynndescent0.5.13непряма
PyPIpyparsing3.2.3непряма
PyPIpypdfium25.11.0непряма
PyPIpyreadline33.5.6непряма
PyPIpyright1.1.403непряма
PyPIpyright1.1.411непряма
PyPIpytest9.1.1непряма
PyPIpytest-asyncio1.4.0непряма
PyPIpytest-dotenv0.5.2непряма
PyPIpytest-timeout2.4.0непряма
PyPIpytest-xdist3.8.0непряма
PyPIpython-dateutil2.9.0.post0непряма
PyPIpython-json-logger4.1.0непряма
PyPIpytz2025.2непряма
PyPIpywin32311непряма
PyPIpywinpty3.0.5непряма
PyPIpyyaml-env-tag1.1непряма
PyPIpyzmq27.0.0непряма
PyPIpyzmq27.1.0непряма
PyPIrdflib7.1.4непряма
PyPIreferencing0.36.2непряма
PyPIreferencing0.37.0непряма
PyPIregex2024.11.6непряма
PyPIregex2026.7.10непряма
PyPIrequests2.32.4непряма
PyPIrequests2.34.2непряма
PyPIrequirements-parser0.13.1непряма
PyPIrfc3339-validator0.1.4непряма
PyPIrfc3986-validator0.1.1непряма
PyPIrfc3987-syntax1.1.0непряма
PyPIrich13.9.4непряма
PyPIrich15.0.0непряма
PyPIrpds-py0.26.0непряма
PyPIrpds-py2026.6.3непряма
PyPIruff0.12.5непряма
PyPIruff0.15.21непряма
PyPIscikit-learn1.7.1непряма
PyPIscipy1.12.0непряма
PyPIseaborn0.13.2непряма
PyPIsemversioner3.0.1непряма
PyPIsend2trash2.1.0непряма
PyPIsetuptools80.9.0непряма
PyPIsetuptools83.0.0непряма
PyPIshellingham1.5.4непряма
PyPIsix1.17.0непряма
PyPIsmart-open7.3.0.post1непряма
PyPIsmart-open8.0.1непряма
PyPIsmmap5.0.2непряма
PyPIsniffio1.3.1непряма
PyPIsoupsieve2.8.4непряма
PyPIspacy-legacy3.0.12непряма
PyPIspacy-loggers1.0.5непряма
PyPIsrsly2.5.1непряма
PyPIsrsly2.5.3непряма
PyPIstack-data0.6.3непряма
PyPIstarlette1.3.1непряма
PyPIstatsmodels0.14.5непряма
PyPIsympy1.14.0непряма
PyPItenacity9.1.2непряма
PyPIterminado0.18.1непряма
PyPIthinc8.3.13непряма
PyPIthinc8.3.4непряма
PyPIthreadpoolctl3.6.0непряма
PyPItiktoken0.11.0непряма
PyPItiktoken0.13.0непряма
PyPItinycss21.5.1непряма
PyPItokenizers0.23.1непряма
PyPItomli2.2.1непряма
PyPItomli2.4.1непряма
PyPItomlkit0.12.5непряма
PyPItornado6.5.1непряма
PyPItornado6.5.7непряма
PyPItraitlets5.14.3непряма
PyPItraitlets5.15.1непряма
PyPItyping-inspection0.4.1непряма
PyPItyping-inspection0.4.2непряма
PyPItzdata2025.2непряма
PyPItzdata2026.3непряма
PyPIumap-learn0.5.9.post2непряма
PyPIupdate-toml0.2.1непряма
PyPIuri-template1.3.0непряма
PyPIurllib32.5.0непряма
PyPIurllib32.7.0непряма
PyPIwasabi1.1.3непряма
PyPIwatchdog6.0.0непряма
PyPIwcwidth0.2.13непряма
PyPIwcwidth0.8.2непряма
PyPIweasel0.4.1непряма
PyPIweasel1.0.0непряма
PyPIwebcolors25.10.0непряма
PyPIwebencodings0.5.1непряма
PyPIwebsocket-client1.9.0непряма
PyPIwidgetsnbextension4.0.15непряма
PyPIwrapt1.17.2непряма
PyPIwrapt2.2.2непряма
PyPIyarl1.24.2непряма
PyPIzipp4.1.0непряма
Сповіщення про залежності 0

Встановлення pypi:graphrag@3.1.1 тягне 113 пакетів, прямих і транзитивних: 0 мають відомі сповіщення, з них 0 — прямі залежності.

Жодне відоме сповіщення не стосується оцінених залежностей.

Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.

Звіт у форматі JSON машиночитний
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          "headline": "nlp streaming (#2264)",
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          "headline": "write stats per workflow (#2244)",
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          "headline": "Cosmosdb communities bug (#2232)",
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          "headline": "Release v3.0.2 (#2230)",
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          "headline": "Remove networkx (#2228)",
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          "author_login": "natoverse",
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          "headline": "Add async iterator support to InputReader and use in load workflows (…",
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          "headline": "Streamline workflows (#2225)",
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          "headline": "Add notebook example support for each package (#2205)",
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          "headline": "Add DataReader class for typed dataframe loading (#2220)",
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          "author_login": "natoverse",
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          "headline": "add csv table provider (#2215)",
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          "headline": "Remove unnecessary response format check. (#2213)",
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          "headline": "Table factory (#2214)",
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          "headline": "update vector store example. (#2202)",
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          "is_bot": false,
          "headline": "Python 3.13 (#2208)",
          "author_name": "Nathan Evans",
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          "is_bot": false,
          "headline": "add TableProvider to enable future row-by-row streaming (#2189)",
          "author_name": "Dayenne Souza",
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          "headline": "Release v3.0.1 (#2195)",
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          "body": "* fix missing project urls\n\n* fix missing deps.",
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          "headline": "Fix deps (#2193)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
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          "headline": "Release v3.0.0 (#2191)",
          "author_name": "Derek Worthen",
          "author_login": "dworthen",
          "committed_at": "2026-01-27T21:58:33Z",
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          "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,
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        },
        {
          "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,
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          "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,
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          "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,
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          "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,
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          "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
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          "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",
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          "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,
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
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          {
            "name": "CII-Best-Practices",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
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          {
            "name": "Code-Review",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
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          {
            "name": "Contributors",
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            "reason": "project has 9 contributing companies or organizations",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
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            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
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          {
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            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
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          {
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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              "merged_prs": 746,
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              "closed_issues": 828,
              "issue_closed_ratio": 0.995,
              "closed_unmerged_prs": 463
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            "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
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                ],
                "max_points": 46.75
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              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "746/1209 decided PRs merged",
                "points": 23.6,
                "status": "partial",
                "details": [
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                    "code": "decided_prs_merged",
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                  }
                ],
                "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
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            ]
          },
          {
            "key": "stewardship",
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            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "followers": 125928,
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              "is_verified": null,
              "owner_login": "microsoft",
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              "account_age_days": 4611
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            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
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                "details": [
                  {
                    "code": "owner_organization",
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                ],
                "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,
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                  }
                ],
                "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",
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                      "count": 8222
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                  {
                    "code": "account_age_years",
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                      "years": 12
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                "max_points": 25
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            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
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            "inputs": {
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            "components": [
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                "key": "published_resolvable",
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                "max_points": 25
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              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 8 days ago",
                "points": 35,
                "status": "met",
                "details": [
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                    "code": "publish_recency",
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                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "47 published versions",
                "points": 20,
                "status": "met",
                "details": [
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                    "code": "published_versions",
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                      "count": 47
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                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "detail": "active, not deprecated or yanked",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "package_not_deprecated",
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                  }
                ],
                "max_points": 20
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            ]
          }
        ],
        "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",
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            "note": null,
            "notes": [],
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              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
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              "has_precommit_config": false
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            "components": [
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                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "10 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
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                "max_points": 24
              },
              {
                "key": "tests_present",
                "name": "Tests present",
                "detail": null,
                "points": 24,
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                "max_points": 24
              },
              {
                "key": "linter_config",
                "name": "Linter config",
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                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
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                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
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                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
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            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
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                "gpt4"
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              "has_wiki": true,
              "homepage": "https://microsoft.github.io/graphrag/",
              "has_readme": true,
              "has_docs_dir": true,
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            "components": [
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                "key": "readme",
                "name": "README",
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                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
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              {
                "key": "documentation_homepage_site",
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                "details": [],
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                "key": "repository_description",
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                "points": 10,
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                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "7 topics",
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                "status": "met",
                "details": [
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                    "code": "topics_count",
                    "params": {
                      "count": 7
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                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
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                "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",
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            "notes": [
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                "code": "excluded_no_data",
                "params": {
                  "components": [
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                    "signed_releases"
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                }
              },
              {
                "code": "weights_renormalized",
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            ],
            "value": 66,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.6
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            "components": [
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                "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",
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                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
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                "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": [
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                    "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": [
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                "code": "excluded_no_data",
                "params": {
                  "components": [
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                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
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                  "assessed": 113
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              },
              {
                "code": "advisories_reachability",
                "params": {}
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            ],
            "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": [
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                    "code": "no_direct_advisories",
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                ],
                "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": [
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                    "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": [
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                    "code": "advisories_no_publication_date",
                    "params": {}
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                ],
                "max_points": 40
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            ]
          },
          {
            "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": [
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                "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": [
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                    "code": "no_malicious_dependencies",
                    "params": {}
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                ],
                "max_points": 100
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            ]
          },
          {
            "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",
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              "policy_countries": [
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              "review_only_matches": 0,
              "assessed_self_published_locations": 15
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            "components": [
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                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
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                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
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            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
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        "name": "AI Readiness",
        "value": 54,
        "weight": 0,
        "metrics": [
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            "key": "ai_agent_context",
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            "name": "Agent context & guidance",
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            "inputs": {
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              "agent_instruction_max_bytes": null
            },
            "components": [
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                "key": "agent_instructions",
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                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
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                ],
                "max_points": 45
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                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
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              },
              {
                "key": "legible_commit_history",
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                "status": "met",
                "details": [
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                      "legible": 99,
                      "sampled": 100
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                ],
                "max_points": 40
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            ]
          },
          {
            "key": "ai_verify_loop",
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            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
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              "typecheck_configs": [
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              "agent_commit_share": 0.07,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
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            "components": [
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                "key": "one_command_bootstrap",
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                "points": 0,
                "status": "missed",
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                "max_points": 18
              },
              {
                "key": "automated_tests",
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              },
              {
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                "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": [
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                    "code": "file_list",
                    "params": {
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                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
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                  }
                ],
                "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",
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                    }
                  }
                ],
                "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"
}

Оцінки — це сигнали, а не гарантії. Вони відображають публічно видимі практики на GitHub — це не аудит коду й не гарантія безпеки.

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v1.13.0, схема v0.27.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаPyPI.