Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.31.0 · метрики 2.10.0 · 2026-08-04 23:58 UTC

run-llama / llama_index

LlamaIndex is the leading document agent and OCR platform

Python · Jupyter NotebookMIT★ 51 375 зірок⑂ 7 872 форкиз лист. 2022 р.Переглянути на GitHub ↗
ТипБібліотекаІнструмент командного рядкаяк це визначено

run-llama/llama_index має індекс здоров’я 100 зі 100, що відповідає смузі «Винятковий». Найвищий показник — Security (100/100), найнижчий — Sustainability & Governance (85/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 3 учасники.

100
загалом / 100
Винятковий

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє зважене середнє, відкаліброване за розподілом публічного реєстру, тож діапазони мають перцентильний зміст; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 34 («У зоні ризику»).

100
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні 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.

Зважений загальний бал 94 калібровано до 100 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

LlamaIndexОрганізація
4 117 підписників144 публічні репозиторіїз квіт. 2023 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIllama-index0.14.23-50341 день томуllmnlpragdatadevtoolsindexretrieval
PyPIllama-index-core0.14.23-25641 день томуllmnlpragdatadevtoolsindexretrieval
PyPIllama-index-instrumentation0.5.0-9145 днів тому

Метрики за категоріями

Життєздатність

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

99Винятковий · 21% загального індексу
Як обчислюється оцінка
36/36Свіжість pushостанній push 0 дн. тому
35.3/36Ритм комітів51/52 тижнів із комітами
18/18Обсяг комітів979 комітів за останній рік
0/10OpenSSF Scorecard: Maintainedнемає даних
Використані вхідні дані
commits_last_year979
human_commit_share0,83
days_since_last_push0
active_weeks_last_year51
Як обчислюється оцінка
27/27Випускає релізиопубліковано 100 релізів
36/36Свіжість релізівостанній реліз 41 дн. тому
27/27Ритм релізівреліз кожні ~17,1 дн.
0/10OpenSSF Scorecard: Signed-Releasesнемає даних
Використані вхідні дані
releases_count100
latest_release_tagv0.14.23
releases_from_tagsні
days_since_latest_release41
mean_days_between_releases17,1

Спільнота та впровадження

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

96Винятковий · 17% загального індексу
Як обчислюється оцінка
60/60Зірки51 375 зірок
25/25Форки7 872 форків
13.6/15Спостерігачі281 спостерігачів
Використані вхідні дані
forks7 872
stars51 375
watchers281
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензіявизнана 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
readme_badges7
has_contributingтак
has_issue_templateні
has_code_of_conductтак
readme_badge_servicesgithub.com, shields.io
has_pull_request_templateтак

Сталість та врядування

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

85Відмінний · 23% загального індексу
Як обчислюється оцінка
36/54Бас-факторна 3 контриб’ютор(ів) припадає половина всіх комітів
16/22.5Розподіл комітівголовний контриб’ютор — автор 29% комітів
13.5/13.5Широта контриб’юторів98 контриб’юторів
0/10OpenSSF Scorecard: Contributorsнемає даних
Використані вхідні дані
bus_factor3
contributors_sampled98
top_contributor_share0,288
Як обчислюється оцінка
40.8/42Вирішення issueзакрито 97% issue
25.2/30Прийняття PRзлито 7 931/9 430 вирішених PR
0.7/13Newcomer PR acceptanceзлито 1/20 PR від новачків за 30 дн.
0/15OpenSSF Scorecard: Code-Reviewнемає даних
Використані вхідні дані
merged_prs7 931
open_issues201
closed_issues7 030
prs_merged_7d12
prs_decided_7d46
prs_merged_30d12
prs_decided_30d49
issue_closed_ratio0,972
closed_unmerged_prs1 499
first_time_authors_30d12
first_time_prs_merged_30d1
first_time_prs_decided_30d20
Як обчислюється оцінка
30/30Підтримка власникау власності організації
0/20Верифікований доменстатус підтвердженого домену для цієї організації не зчитано
25/25Охоплення власника4 117 підписників у run-llama
19.6/25Послужний список144 публічних репозиторіїв, вік облікового запису ~3 р.
Використані вхідні дані
followers4 117
owner_typeOrganization
is_verified
owner_loginrun-llama
public_repos144
account_age_days1 208
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Винятковий
Як обчислюється оцінка
25/25Опубліковано й доступно3 пакет(ів) у pypi
35/35Свіжість публікаційостання публікація 41 дн. тому
20/20Історія версій503 опублікованих версій
20/20Не застарілийактивний, не deprecated і не yanked
Використані вхідні дані
packagesllama-index, llama-index-core, llama-index-instrumentation
ecosystemspypi
any_deprecatedні
min_days_since_publish41

Інженерна якість

Чи наявні базові інженерні практики та документація?

91Відмінний · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI14 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтераruff.toml
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Testsнемає даних
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

90Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінкаhttps://developers.llamaindex.ai
10/10Опис репозиторію
10/10Теми10 тем
0/10Wiki
Використані вхідні дані
topicsagents, application, data, fine-tuning, framework, llamaindex, llm, rag, vector-database, multi-agents
has_wikiні
homepagehttps://developers.llamaindex.ai
docs_sitehttps://developers.llamaindex.ai
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

100Винятковий · 16% загального індексу

Стан безпеки

100Винятковий
Як обчислюється оцінка
30/30Політика безпеки (SECURITY.md)
25/25Конфігурація Dependabot
25/25Файли фіксації залежностейpoetry.lock, uv.lock
20/20Процес CodeQL
Використані вхідні дані
sourcefile_signals
lockfilespoetry.lock, uv.lock
manifestsllama-dev/pyproject.toml, llama-index-core/pyproject.toml, llama-index-instrumentation/pyproject.toml, pyproject.toml
has_codeql_workflowтак
has_security_policyтак
has_dependabot_configтак
Як обчислюється оцінка
35/35Прямі залежності без відомих сповіщеньжодна пряма залежність не має відомих сповіщень
25/25Непрямі залежності без відомих сповіщеньжодна непряма залежність не має відомих сповіщень
0/40Немає задавнених сповіщеньжодне сповіщення не має дати публікації
Використані вхідні дані
sourceosv
advisories0
affected_packages0
assessed_packages67
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:llama-index@0.14.23 — тим, що тягне за собою встановлення опублікованого пакета, — 67 пакетів. Досяжність не аналізується.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Має свідомо малу вагу (4%): агентний інструментарій — реальний сигнал супроводу, але репозиторій без нього все одно може отримати 100/100.

94Винятковий · 4% загального індексу
Як обчислюється оцінка
45/45Інструкції для агентівdocs/src/content/docs/framework/understanding/putting_it_all_together/agents.md, docs/src/content/docs/framework/use_cases/agents.md
15/15Машиночитана документація (llms.txt)llms.txt наявний
40/40Читабельна історія комітівнамір зазначено у 80 з 83 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtтак
llms_txt_url
legible_history_share0,964
agent_instruction_filesdocs/src/content/docs/framework/understanding/putting_it_all_together/agents.md, docs/src/content/docs/framework/use_cases/agents.md
agent_instruction_max_bytes3 773
Як обчислюється оцінка
18/18Розгортання однією командоюMakefile, llama-index-core/Makefile, llama-index-integrations/agent/llama-index-agent-azure/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-agentops/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-aim/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-argilla/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-arize-phoenix/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-honeyhive/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-langfuse/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-literalai/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-openinference/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-opik/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-promptlayer/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-uptrain/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-wandb/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-adapter/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-alephalpha/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-alibabacloud-aisearch/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-anyscale/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-autoembeddings/MAKEFILE, llama-index-integrations/embeddings/llama-index-embeddings-azure-inference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-azure-openai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-baseten/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-bedrock/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-clarifai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-clip/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-cloudflare-workersai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-cohere/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-dashscope/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-databricks/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-deepinfra/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-elasticsearch/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-fastembed/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-fireworks/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-gaudi/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-gigachat/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-google-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-heroku/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-openvino/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum-intel/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ibm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-instructor/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ipex-llm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-isaacus/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-jinaai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-langchain/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-litellm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-llamafile/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-llm-rails/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-mistralai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-mixedbreadai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-modelscope/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nebius/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-netmind/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nomic/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nvidia/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oci-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ollama/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-opea/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openai-like/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openvino-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oracleai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-premai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-sagemaker-endpoint/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-siliconflow/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-text-embeddings-inference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-textembed/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-together/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-upstage/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vertex-endpoint/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vertex/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vllm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-voyageai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-xinference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-zhipuai/Makefile, llama-index-integrations/evaluation/llama-index-evaluation-tonic-validate/Makefile, llama-index-integrations/extractors/llama-index-extractors-entity/Makefile, llama-index-integrations/extractors/llama-index-extractors-marvin/Makefile, llama-index-integrations/extractors/llama-index-extractors-relik/Makefile, llama-index-integrations/graph_rag/llama-index-graph-rag-cognee/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-ApertureDB/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-falkordb/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-memgraph/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-nebula/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-neo4j/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-neptune/Makefile, llama-index-integrations/graph_stores/llama-index-graph-stores-tidb/Makefile, llama-index-integrations/indices/llama-index-indices-managed-bge-m3/Makefile, llama-index-integrations/indices/llama-index-indices-managed-colbert/Makefile, llama-index-integrations/indices/llama-index-indices-managed-dashscope/Makefile, llama-index-integrations/indices/llama-index-indices-managed-google/Makefile, llama-index-integrations/indices/llama-index-indices-managed-lancedb/Makefile, llama-index-integrations/indices/llama-index-indices-managed-llama-cloud/Makefile, llama-index-integrations/indices/llama-index-indices-managed-postgresml/Makefile, llama-index-integrations/indices/llama-index-indices-managed-vectara/Makefile, llama-index-integrations/indices/llama-index-indices-managed-vertexai/Makefile, llama-index-integrations/ingestion/llama-index-ingestion-ray/Makefile, llama-index-integrations/llms/llama-index-llms-ai21/Makefile, llama-index-integrations/llms/llama-index-llms-aibadgr/Makefile, llama-index-integrations/llms/llama-index-llms-alephalpha/Makefile, llama-index-integrations/llms/llama-index-llms-alibabacloud-aisearch/Makefile, llama-index-integrations/llms/llama-index-llms-anthropic/Makefile, llama-index-integrations/llms/llama-index-llms-anyscale/Makefile, llama-index-integrations/llms/llama-index-llms-apertis/Makefile, llama-index-integrations/llms/llama-index-llms-asi/Makefile, llama-index-integrations/llms/llama-index-llms-azure-inference/Makefile, 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llama-index-integrations/readers/llama-index-readers-remote/Makefile, llama-index-integrations/readers/llama-index-readers-s3/Makefile, llama-index-integrations/readers/llama-index-readers-screenpipe/Makefile, llama-index-integrations/readers/llama-index-readers-sec-filings/Makefile, llama-index-integrations/readers/llama-index-readers-semanticscholar/Makefile, llama-index-integrations/readers/llama-index-readers-service-now/Makefile, llama-index-integrations/readers/llama-index-readers-singlestore/Makefile, llama-index-integrations/readers/llama-index-readers-slack/Makefile, llama-index-integrations/readers/llama-index-readers-smart-pdf-loader/Makefile, llama-index-integrations/readers/llama-index-readers-snowflake/Makefile, llama-index-integrations/readers/llama-index-readers-solr/Makefile, llama-index-integrations/readers/llama-index-readers-spotify/Makefile, llama-index-integrations/readers/llama-index-readers-stackoverflow/Makefile, llama-index-integrations/readers/llama-index-readers-steamship/Makefile, llama-index-integrations/readers/llama-index-readers-string-iterable/Makefile, llama-index-integrations/readers/llama-index-readers-stripe-docs/Makefile, llama-index-integrations/readers/llama-index-readers-structured-data/Makefile, llama-index-integrations/readers/llama-index-readers-telegram/Makefile, llama-index-integrations/readers/llama-index-readers-toggl/Makefile, llama-index-integrations/readers/llama-index-readers-trello/Makefile, llama-index-integrations/readers/llama-index-readers-twitter/Makefile, llama-index-integrations/readers/llama-index-readers-txtai/Makefile, llama-index-integrations/readers/llama-index-readers-upstage/Makefile, llama-index-integrations/readers/llama-index-readers-weather/Makefile, llama-index-integrations/readers/llama-index-readers-weaviate/Makefile, llama-index-integrations/readers/llama-index-readers-web/Makefile, llama-index-integrations/readers/llama-index-readers-whatsapp/Makefile, llama-index-integrations/readers/llama-index-readers-whisper/Makefile, llama-index-integrations/readers/llama-index-readers-wikipedia/Makefile, llama-index-integrations/readers/llama-index-readers-wordlift/Makefile, llama-index-integrations/readers/llama-index-readers-wordpress/Makefile, llama-index-integrations/readers/llama-index-readers-youtube-transcript/Makefile, llama-index-integrations/readers/llama-index-readers-zendesk/Makefile, llama-index-integrations/readers/llama-index-readers-zep/Makefile, llama-index-integrations/readers/llama-index-readers-zulip/Makefile, llama-index-integrations/readers/llama-index-readers-zyte-serp/Makefile, llama-index-integrations/response_synthesizers/llama-index-response-synthesizers-google/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-alletra-x10000/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-bedrock/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-bm25/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-duckdb-retriever/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-galaxia/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-kendra/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-mongodb-atlas-bm25-retriever/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-pathway/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-tldw/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-vectorize/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-vertexai-search/Makefile, llama-index-integrations/retrievers/llama-index-retrievers-videodb/MAKEFILE, llama-index-integrations/retrievers/llama-index-retrievers-you/Makefile, llama-index-integrations/selectors/llama-index-selectors-notdiamond/Makefile, llama-index-integrations/sparse_embeddings/llama-index-sparse-embeddings-fastembed/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azure/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azurecosmosmongovcore/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-azurecosmosnosql/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-dynamodb/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-gel/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-mongo/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-opensearch/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-postgres/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-redis/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-sqlite/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-tablestore/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-upstash/Makefile, llama-index-integrations/storage/chat_store/llama-index-storage-chat-store-yugabytedb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-azure/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-azurecosmosnosql/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-couchbase/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-duckdb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-dynamodb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-elasticsearch/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-firestore/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-gel/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-mongodb/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-postgres/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-redis/Makefile, llama-index-integrations/storage/docstore/llama-index-storage-docstore-tablestore/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-azure/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-azurecosmosnosql/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-couchbase/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-duckdb/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-dynamodb/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-elasticsearch/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-firestore/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-gel/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-mongodb/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-postgres/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-redis/Makefile, llama-index-integrations/storage/index_store/llama-index-storage-index-store-tablestore/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-azure/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-azurecosmosnosql/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-couchbase/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-duckdb/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-dynamodb/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-elasticsearch/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-firestore/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-gel/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-mongodb/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-postgres/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-redis/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-s3/Makefile, llama-index-integrations/storage/kvstore/llama-index-storage-kvstore-tablestore/Makefile, llama-index-integrations/tools/llama-index-tools-agentql/Makefile, llama-index-integrations/tools/llama-index-tools-airweave/Makefile, llama-index-integrations/tools/llama-index-tools-artifact-editor/Makefile, llama-index-integrations/tools/llama-index-tools-arxiv/Makefile, llama-index-integrations/tools/llama-index-tools-aws-bedrock-agentcore/Makefile, llama-index-integrations/tools/llama-index-tools-azure-code-interpreter/Makefile, llama-index-integrations/tools/llama-index-tools-azure-cv/Makefile, llama-index-integrations/tools/llama-index-tools-azure-speech/Makefile, llama-index-integrations/tools/llama-index-tools-azure-translate/Makefile, llama-index-integrations/tools/llama-index-tools-bing-search/Makefile, llama-index-integrations/tools/llama-index-tools-box/Makefile, llama-index-integrations/tools/llama-index-tools-brave-search/Makefile, llama-index-integrations/tools/llama-index-tools-brightdata/Makefile, llama-index-integrations/tools/llama-index-tools-cassandra/Makefile, llama-index-integrations/tools/llama-index-tools-chatgpt-plugin/Makefile, llama-index-integrations/tools/llama-index-tools-code-interpreter/Makefile, llama-index-integrations/tools/llama-index-tools-cogniswitch/Makefile, llama-index-integrations/tools/llama-index-tools-dappier/Makefile, llama-index-integrations/tools/llama-index-tools-database/Makefile, llama-index-integrations/tools/llama-index-tools-desearch/Makefile, llama-index-integrations/tools/llama-index-tools-duckduckgo/Makefile, llama-index-integrations/tools/llama-index-tools-elevenlabs/Makefile, llama-index-integrations/tools/llama-index-tools-exa/Makefile, llama-index-integrations/tools/llama-index-tools-finance/Makefile, llama-index-integrations/tools/llama-index-tools-google/Makefile, llama-index-integrations/tools/llama-index-tools-graphql/Makefile, llama-index-integrations/tools/llama-index-tools-ionic-shopping/Makefile, llama-index-integrations/tools/llama-index-tools-jina/Makefile, llama-index-integrations/tools/llama-index-tools-jira-issue/Makefile, llama-index-integrations/tools/llama-index-tools-jira/Makefile, llama-index-integrations/tools/llama-index-tools-linkup-research/Makefile, llama-index-integrations/tools/llama-index-tools-mcp-discovery/Makefile, llama-index-integrations/tools/llama-index-tools-mcp/Makefile, llama-index-integrations/tools/llama-index-tools-measurespace/Makefile, llama-index-integrations/tools/llama-index-tools-metaphor/Makefile, llama-index-integrations/tools/llama-index-tools-moss/Makefile, llama-index-integrations/tools/llama-index-tools-multion/Makefile, llama-index-integrations/tools/llama-index-tools-neo4j/Makefile, llama-index-integrations/tools/llama-index-tools-notion/Makefile, llama-index-integrations/tools/llama-index-tools-openai/Makefile, llama-index-integrations/tools/llama-index-tools-openapi/Makefile, llama-index-integrations/tools/llama-index-tools-parallel-web-systems/Makefile, llama-index-integrations/tools/llama-index-tools-playgrounds/Makefile, llama-index-integrations/tools/llama-index-tools-playwright/Makefile, llama-index-integrations/tools/llama-index-tools-python-file/Makefile, llama-index-integrations/tools/llama-index-tools-requests/Makefile, llama-index-integrations/tools/llama-index-tools-salesforce/Makefile, llama-index-integrations/tools/llama-index-tools-seltz/Makefile, llama-index-integrations/tools/llama-index-tools-serpex/Makefile, llama-index-integrations/tools/llama-index-tools-shopify/Makefile, llama-index-integrations/tools/llama-index-tools-slack/Makefile, llama-index-integrations/tools/llama-index-tools-tavily-research/Makefile, llama-index-integrations/tools/llama-index-tools-text-to-image/Makefile, llama-index-integrations/tools/llama-index-tools-typecast/Makefile, llama-index-integrations/tools/llama-index-tools-valyu/Makefile, llama-index-integrations/tools/llama-index-tools-vectara-query/Makefile, llama-index-integrations/tools/llama-index-tools-vector-db/Makefile, llama-index-integrations/tools/llama-index-tools-waii/Makefile, llama-index-integrations/tools/llama-index-tools-weather/Makefile, llama-index-integrations/tools/llama-index-tools-wikipedia/Makefile, llama-index-integrations/tools/llama-index-tools-wolfram-alpha/Makefile, llama-index-integrations/tools/llama-index-tools-yahoo-finance/Makefile, llama-index-integrations/tools/llama-index-tools-yelp/Makefile, llama-index-integrations/tools/llama-index-tools-zapier/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-ApertureDB/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-mysql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-opensearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-analyticdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-astra-db/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-awadb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-awsdocdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azureaisearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosmongo/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosnosql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-azurepostgresql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-bagel/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-baiduvectordb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-bigquery/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-cassandra/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-clickhouse/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-couchbase/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-dashvector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-databricks/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-db2/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-deeplake/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-docarray/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-dynamodb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-elasticsearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-epsilla/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-faiss/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-firestore/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-gel/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-google/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-hnswlib/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-hologres/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-jaguar/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-kdbai/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-lancedb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-lantern/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-lindorm/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-mariadb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-milvus/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-mongodb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-moorcheh/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-neo4jvector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-neptune/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-nile/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-objectbox/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-oceanbase/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-openGauss/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-opensearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-oracledb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-pgvecto-rs/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-pinecone/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-postgres/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-qdrant/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-redis/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-relyt/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-rocksetdb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-s3/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-singlestoredb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-solr/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-supabase/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tablestore/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tair/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tencentvectordb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-timescalevector/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-txtai/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-typesense/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-upstash/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vectorx/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vertexaivectorsearch/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-vespa/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-volcenginemysql/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-weaviate/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-yugabytedb/Makefile, llama-index-integrations/vector_stores/llama-index-vector-stores-zep/Makefile, llama-index-integrations/voice_agents/llama-index-voice-agents-elevenlabs/Makefile, llama-index-integrations/voice_agents/llama-index-voice-agents-gemini-live/Makefile, llama-index-integrations/voice_agents/llama-index-voice-agents-openai/Makefile, llama-index-utils/llama-index-utils-azure/Makefile, llama-index-utils/llama-index-utils-huggingface/Makefile, llama-index-utils/llama-index-utils-oracleai/Makefile, llama-index-utils/llama-index-utils-qianfan/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматераruff.toml
11/11Статична перевірка типівllama-index-core/llama_index/core/py.typed, llama-index-instrumentation/src/llama_index_instrumentation/py.typed, llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/py.typed, llama-index-integrations/llms/llama-index-llms-anthropic/llama_index/llms/anthropic/py.typed, llama-index-integrations/llms/llama-index-llms-apertis/llama_index/llms/apertis/py.typed, llama-index-integrations/llms/llama-index-llms-google-genai/llama_index/llms/google_genai/py.typed, llama-index-integrations/llms/llama-index-llms-helicone/llama_index/llms/helicone/py.typed, llama-index-integrations/llms/llama-index-llms-openai/llama_index/llms/openai/py.typed, llama-index-integrations/llms/llama-index-llms-openrouter/llama_index/llms/openrouter/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-ApertureDB/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-opensearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-analyticdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-astra-db/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awadb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awsdocdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azureaisearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosmongo/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bagel/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-baiduvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bigquery/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-cassandra/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-clickhouse/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-couchbase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dashvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-databricks/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-deeplake/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-docarray/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dynamodb/llama_index/py.typed, 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llama-index-integrations/vector_stores/llama-index-vector-stores-s3/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-singlestoredb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-solr/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-supabase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tair/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tencentvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-timescalevector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-txtai/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-typesense/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-upstash/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vectorx/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vertexaivectorsearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vespa/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-volcenginemysql/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-weaviate/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-yugabytedb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-zep/llama_index/py.typed
10/10Відтворюване середовищеDockerfile, lockfile
4/10Підтверджена практика роботи з агентами2 з останніх 100 комітів створено агентом або з його зазначенням
8/8Автоматизоване супроводження16 з останніх 100 комітів — автоматичні оновлення залежностей
0/10OpenSSF Scorecard: Pinned-Dependenciesнемає даних
Використані вхідні дані
has_nixні
has_testsтак
lockfilespoetry.lock, uv.lock
has_dockerfileтак
typed_languageні
bootstrap_filesMakefile, llama-index-core/Makefile, llama-index-integrations/agent/llama-index-agent-azure/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-agentops/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-aim/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-argilla/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-arize-phoenix/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-honeyhive/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-langfuse/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-literalai/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-openinference/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-opik/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-promptlayer/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-uptrain/Makefile, llama-index-integrations/callbacks/llama-index-callbacks-wandb/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-adapter/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-alephalpha/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-alibabacloud-aisearch/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-anyscale/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-autoembeddings/MAKEFILE, llama-index-integrations/embeddings/llama-index-embeddings-azure-inference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-azure-openai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-baseten/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-bedrock/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-clarifai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-clip/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-cloudflare-workersai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-cohere/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-dashscope/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-databricks/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-deepinfra/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-elasticsearch/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-fastembed/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-fireworks/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-gaudi/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-gigachat/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-google-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-heroku/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-api/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-openvino/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum-intel/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface-optimum/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-huggingface/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ibm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-instructor/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ipex-llm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-isaacus/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-jinaai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-langchain/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-litellm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-llamafile/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-llm-rails/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-mistralai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-mixedbreadai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-modelscope/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nebius/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-netmind/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nomic/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-nvidia/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oci-data-science/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oci-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-ollama/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-opea/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openai-like/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-openvino-genai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-oracleai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-premai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-sagemaker-endpoint/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-siliconflow/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-text-embeddings-inference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-textembed/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-together/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-upstage/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vertex-endpoint/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vertex/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-vllm/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-voyageai/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-xinference/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-yandexgpt/Makefile, llama-index-integrations/embeddings/llama-index-embeddings-zhipuai/Makefile, llama-index-integrations/evaluation/llama-index-evaluation-tonic-validate/Makefile, llama-index-integrations/extractors/llama-index-extractors-entity/Makefile, llama-index-integrations/extractors/llama-index-extractors-marvin/Makefile, llama-index-integrations/extractors/llama-index-extractors-relik/Makefile, llama-index-integrations/graph_rag/llama-index-graph-rag-cognee/Makefile, 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llama-index-integrations/llms/llama-index-llms-azure-openai/Makefile, llama-index-integrations/llms/llama-index-llms-baseten/Makefile, llama-index-integrations/llms/llama-index-llms-bedrock-converse/Makefile, llama-index-integrations/llms/llama-index-llms-bedrock/Makefile, llama-index-integrations/llms/llama-index-llms-cerebras/Makefile, llama-index-integrations/llms/llama-index-llms-clarifai/Makefile, llama-index-integrations/llms/llama-index-llms-cleanlab/Makefile, llama-index-integrations/llms/llama-index-llms-cloudflare-ai-gateway/Makefile, llama-index-integrations/llms/llama-index-llms-cohere/Makefile, llama-index-integrations/llms/llama-index-llms-cometapi/Makefile, llama-index-integrations/llms/llama-index-llms-cortex/Makefile, llama-index-integrations/llms/llama-index-llms-dashscope/Makefile, llama-index-integrations/llms/llama-index-llms-databricks/Makefile, llama-index-integrations/llms/llama-index-llms-deepinfra/Makefile, llama-index-integrations/llms/llama-index-llms-deepseek/Makefile, llama-index-integrations/llms/llama-index-llms-everlyai/Makefile, llama-index-integrations/llms/llama-index-llms-featherlessai/Makefile, llama-index-integrations/llms/llama-index-llms-fireworks/Makefile, llama-index-integrations/llms/llama-index-llms-friendli/Makefile, llama-index-integrations/llms/llama-index-llms-gaudi/Makefile, llama-index-integrations/llms/llama-index-llms-gigachat/Makefile, llama-index-integrations/llms/llama-index-llms-google-genai/Makefile, llama-index-integrations/llms/llama-index-llms-groq/Makefile, llama-index-integrations/llms/llama-index-llms-helicone/Makefile, llama-index-integrations/llms/llama-index-llms-heroku/Makefile, llama-index-integrations/llms/llama-index-llms-huggingface-api/Makefile, llama-index-integrations/llms/llama-index-llms-huggingface/Makefile, llama-index-integrations/llms/llama-index-llms-ibm/Makefile, llama-index-integrations/llms/llama-index-llms-ipex-llm/Makefile, llama-index-integrations/llms/llama-index-llms-keywordsai/Makefile, llama-index-integrations/llms/llama-index-llms-konko/Makefile, llama-index-integrations/llms/llama-index-llms-langchain/Makefile, llama-index-integrations/llms/llama-index-llms-litellm/Makefile, llama-index-integrations/llms/llama-index-llms-llama-api/Makefile, llama-index-integrations/llms/llama-index-llms-llama-cpp/Makefile, llama-index-integrations/llms/llama-index-llms-llamafile/Makefile, llama-index-integrations/llms/llama-index-llms-lmstudio/Makefile, llama-index-integrations/llms/llama-index-llms-localai/Makefile, llama-index-integrations/llms/llama-index-llms-maritalk/Makefile, llama-index-integrations/llms/llama-index-llms-meta/Makefile, llama-index-integrations/llms/llama-index-llms-minimax/Makefile, llama-index-integrations/llms/llama-index-llms-mistral-rs/Makefile, llama-index-integrations/llms/llama-index-llms-mistralai/Makefile, llama-index-integrations/llms/llama-index-llms-mlx/Makefile, llama-index-integrations/llms/llama-index-llms-modelscope/Makefile, llama-index-integrations/llms/llama-index-llms-monsterapi/Makefile, llama-index-integrations/llms/llama-index-llms-mymagic/Makefile, llama-index-integrations/llms/llama-index-llms-nebius/Makefile, llama-index-integrations/llms/llama-index-llms-netmind/Makefile, llama-index-integrations/llms/llama-index-llms-neutrino/Makefile, llama-index-integrations/llms/llama-index-llms-novita/Makefile, llama-index-integrations/llms/llama-index-llms-nvidia-tensorrt/Makefile, llama-index-integrations/llms/llama-index-llms-nvidia-triton/Makefile, llama-index-integrations/llms/llama-index-llms-nvidia/Makefile, llama-index-integrations/llms/llama-index-llms-oci-data-science/Makefile, llama-index-integrations/llms/llama-index-llms-oci-genai/Makefile, llama-index-integrations/llms/llama-index-llms-octoai/Makefile, llama-index-integrations/llms/llama-index-llms-ollama/Makefile, llama-index-integrations/llms/llama-index-llms-opea/Makefile, 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Як обчислюється оцінка
27/45Типізований кодPython з конфігурацією перевірки типів (llama-index-core/llama_index/core/py.typed, llama-index-instrumentation/src/llama_index_instrumentation/py.typed, llama-index-integrations/indices/llama-index-indices-managed-lancedb/llama_index/py.typed, llama-index-integrations/llms/llama-index-llms-anthropic/llama_index/llms/anthropic/py.typed, llama-index-integrations/llms/llama-index-llms-apertis/llama_index/llms/apertis/py.typed, llama-index-integrations/llms/llama-index-llms-google-genai/llama_index/llms/google_genai/py.typed, llama-index-integrations/llms/llama-index-llms-helicone/llama_index/llms/helicone/py.typed, llama-index-integrations/llms/llama-index-llms-openai/llama_index/llms/openai/py.typed, llama-index-integrations/llms/llama-index-llms-openrouter/llama_index/llms/openrouter/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-ApertureDB/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-alibabacloud-opensearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-analyticdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-astra-db/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awadb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-awsdocdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azureaisearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-azurecosmosmongo/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bagel/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-baiduvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-bigquery/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-cassandra/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-chroma/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-clickhouse/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-couchbase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dashvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-databricks/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-deeplake/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-docarray/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-duckdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-dynamodb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-elasticsearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-epsilla/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-faiss/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-firestore/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-gel/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-google/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-hnswlib/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-hologres/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-jaguar/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-kdbai/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lancedb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lantern/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-lindorm/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-mariadb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-milvus/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-mongodb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-moorcheh/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-neo4jvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-neptune/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-nile/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-oceanbase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-openGauss/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-opensearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-pgvecto-rs/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-pinecone/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-postgres/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-qdrant/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-redis/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-relyt/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-rocksetdb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-s3/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-singlestoredb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-solr/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-supabase/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tair/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tencentvectordb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-tidbvector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-timescalevector/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-txtai/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-typesense/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-upstash/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vectorx/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vertexaivectorsearch/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-vespa/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-volcenginemysql/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-weaviate/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-wordlift/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-yugabytedb/llama_index/py.typed, llama-index-integrations/vector_stores/llama-index-vector-stores-zep/llama_index/py.typed)
54.8/55Керовані розміри файлів14/3 849 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes297 148
source_files_sampled3 849
oversized_source_files14
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)не застосовно до цього типу програмного забезпечення
20/20Сервер MCP
40/40Придатні до запуску прикладиexamples, notebooks
Використані вхідні дані
example_dirsexamples, notebooks
has_mcp_signalтак
api_schema_files
interfaces_expected_of
Виключено з оцінювання (немає даних або не застосовно): Схема API (OpenAPI/GraphQL/proto). Залишкові ваги перенормовано.

Ключові факти

51 375зірок GitHub
98контриб'юторів
979комітів за останні 12 місяців
0днів від останнього пушу
100релізів
3бас-фактор
201відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • First-time contributor figures cover 12 of 35 authors (cap 12)
  • Could not fetch pypi package 'llama-dev' from its registry
  • GitHub dependency-graph SBOM request failed: GitHub API error 500 for /repos/run-llama/llama_index/dependency-graph/sbom
  • OpenSSF Scorecard did not return a usable result (2026/08/04 23:57:08 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Докладніше

Історія зірок і форків 0 ★ / 7 872 ⇿
0Зірки
7 872Форки
5Релізи

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.

6 5007 0007 5008 0007 872212026-032026-052026-08
Мажорні 0Мінорні 0Патчі 5
Прямі залежності 39
РеєстрПакетОбмеження версіїМаніфест
PyPIclickllama-dev/pyproject.toml
PyPIpackaging>=25.0llama-dev/pyproject.toml
PyPIrich>=14.0.0llama-dev/pyproject.toml
PyPItomli>=2.2.1llama-dev/pyproject.toml
PyPISQLAlchemy>=1.4.49llama-index-core/pyproject.toml
PyPIdataclasses-jsonllama-index-core/pyproject.toml
PyPIdeprecated>=1.2.9.3llama-index-core/pyproject.toml
PyPIfsspec>=2023.5.0llama-index-core/pyproject.toml
PyPIhttpxllama-index-core/pyproject.toml
PyPInest-asyncio>=1.5.8,<2llama-index-core/pyproject.toml
PyPInltk>=3.9.3llama-index-core/pyproject.toml
PyPInumpyllama-index-core/pyproject.toml
PyPItenacity>=8.2.0,!=8.4.0,<10.0.0llama-index-core/pyproject.toml
PyPItiktoken>=0.7.0llama-index-core/pyproject.toml
PyPItyping-extensions>=4.5.0llama-index-core/pyproject.toml
PyPItyping-inspect>=0.8.0llama-index-core/pyproject.toml
PyPIrequests>=2.31.0llama-index-core/pyproject.toml
PyPIaiohttp>=3.8.6,<4llama-index-core/pyproject.toml
PyPInetworkx>=3.0llama-index-core/pyproject.toml
PyPIdirtyjson>=1.0.8,<2llama-index-core/pyproject.toml
PyPItqdm>=4.66.1,<5llama-index-core/pyproject.toml
PyPIpillow>=9.0.0llama-index-core/pyproject.toml
PyPIPyYAML>=6.0.1llama-index-core/pyproject.toml
PyPIwraptllama-index-core/pyproject.toml
PyPIpydantic>=2.8.0llama-index-core/pyproject.toml
PyPIfiletype>=1.2.0,<2llama-index-core/pyproject.toml
PyPIeval-type-backport>=0.2.0,<0.3llama-index-core/pyproject.toml
PyPIbanks>=2.3.0,<3llama-index-core/pyproject.toml
PyPIaiosqlitellama-index-core/pyproject.toml
PyPIllama-index-workflows>=2.14.0,<3llama-index-core/pyproject.toml
PyPIsetuptools>=80.9.0llama-index-core/pyproject.toml
PyPIplatformdirsllama-index-core/pyproject.toml
PyPItinytag>=2.2.0llama-index-core/pyproject.toml
PyPIdeprecated>=1.2.18llama-index-instrumentation/pyproject.toml
PyPIpydantic>=2.11.5llama-index-instrumentation/pyproject.toml
PyPIllama-index-core>=0.14.23,<0.15.0pyproject.toml
PyPIllama-index-embeddings-openai>=0.6.0,<0.7pyproject.toml
PyPIllama-index-llms-openai>=0.7.0,<0.8pyproject.toml
PyPInltk>=3.9.3pyproject.toml
Усі залежності не зібрано

Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM request failed: GitHub API error 500 for /repos/run-llama/llama_index/dependency-graph/sbom

Сповіщення про залежності 0

Встановлення pypi:llama-index@0.14.23 тягне 67 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

Зворотний зв’язок

Помітили щось хибне у цьому звіті або маєте чим поділитися? Неправильні вимірювання, непомічені інструменти, ідеї, запитання — усе доречно. Кожне повідомлення читається й отримує відповідь.

Повідомлення збережеться під час входу.

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 v2.10.0, схема v0.31.0 — повна методологія · вікі метрик.

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