Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.16.0 · метрики 1.13.0 · 2026-07-21 01:26 UTC

ggml-org / llama.cpp

LLM inference in C/C++

C++ · CMIT★ 121 087 зірок⑂ 20 818 форківз бер. 2023 р.Переглянути на GitHub ↗
#ggml

ggml-org/llama.cpp має індекс здоров’я 87 зі 100, що відповідає смузі «Відмінний». Найвищий показник — Vitality (100/100), найнижчий — Security (52/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконують 6 учасників.

87
загалом / 100
Відмінний

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.

87
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

ggmlОрганізація
4 253 підписники23 публічні репозиторіїз трав. 2023 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIgguf0.19.06 603 1972675 днів томуggmlggufllama.cpp

Метрики за категоріями

Життєздатність

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

100Відмінний · 22% загального індексу

Активність розробки

100Відмінний
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
36/36Ритм комітів — 52/52 тижнів із комітами
18/18Обсяг комітів — 4 117 комітів за останній рік
0/10OpenSSF Scorecard: Maintained — немає даних
Використані вхідні дані
commits_last_year4 117
human_commit_share—
days_since_last_push0
active_weeks_last_year52

Дисципліна релізів

100Відмінний
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~0,4 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count100
latest_release_tagb10075
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases0,4

Спільнота та впровадження

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

92Відмінний · 18% загального індексу

Популярність і впровадження

100Відмінний
Як обчислюється оцінка
60/60Зірки — 121 087 зірок
25/25Форки — 20 818 форків
15/15Спостерігачі — 787 спостерігачів
Використані вхідні дані
forks20 818
stars121 087
watchers787
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

Здоров'я спільноти

77Добрий
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
0/13.5Кодекс 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_conductні
has_pull_request_templateтак

Впровадження в екосистемі (завантаження)

100Відмінний
Як обчислюється оцінка
80/80Щомісячні завантаження — 6 603 197 завантажень/місяць у pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesgguf
dependents—
ecosystemspypi
total_downloads—
monthly_downloads6 603 197
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?

85Відмінний · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

87Відмінний
Як обчислюється оцінка
48.6/54Бас-фактор — на 6 контриб’ютор(ів) припадає половина всіх комітів
16.6/22.5Розподіл комітів — головний контриб’ютор — автор 26% комітів
13.5/13.5Широта контриб’юторів — 100 контриб’юторів
0/10OpenSSF Scorecard: Contributors — немає даних
Використані вхідні дані
bus_factor6
contributors_sampled100
top_contributor_share0,263

Реактивність на issue та PR

86Відмінний
Як обчислюється оцінка
43.2/46.8Вирішення issue — закрито 92% issue
29.6/38.3Прийняття PR — злито 9 320/12 031 вирішених PR
0/15OpenSSF Scorecard: Code-Review — немає даних
Використані вхідні дані
merged_prs9 320
open_issues688
closed_issues8 388
issue_closed_ratio0,924
closed_unmerged_prs2 711

Власність та опіка

71Добрий
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
25/25Охоплення власника — 4 253 підписників у ggml-org
16.4/25Послужний список — 23 публічних репозиторіїв, вік облікового запису ~3 р.
Використані вхідні дані
followers4 253
owner_typeOrganization
is_verified—
owner_loginggml-org
public_repos23
account_age_days1 155

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 75 дн. тому
20/20Історія версій — 26 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesgguf
ecosystemspypi
any_deprecatedні
min_days_since_publish75

Інженерна якість

Чи наявні базові інженерні практики та документація?

100Відмінний · 20% загального індексу

Інженерні практики

100Відмінний
Як обчислюється оцінка
24/24Процеси CI — 48 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — .flake8, eslint.config.js
9.6/9.6Pre-commit-хуки
6.4/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — немає даних
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigтак
has_linter_configтак
has_precommit_configтак

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://llama.app
10/10Опис репозиторію
10/10Теми — 1 тем
10/10Wiki
Використані вхідні дані
topicsggml
has_wikiтак
homepagehttps://llama.app
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

52Помірний · 16% загального індексу

Стан безпеки

40У зоні ризику
Як обчислюється оцінка
30/30Політика безпеки (SECURITY.md)
0/25Конфігурація Dependabot
0/25Файли фіксації залежностей — опублікована бібліотека — lockfile є справою застосунків, не очікується
0/20Процес CodeQL
Використані вхідні дані
sourcefile_signals
lockfilespackage-lock.json
manifestsgguf-py/pyproject.toml, pyproject.toml, requirements.txt, requirements/requirements-all.txt, requirements/requirements-compare-llama-bench.txt, requirements/requirements-convert_hf_to_gguf.txt, requirements/requirements-convert_hf_to_gguf_update.txt, requirements/requirements-convert_legacy_llama.txt, requirements/requirements-convert_llama_ggml_to_gguf.txt, requirements/requirements-convert_lora_to_gguf.txt, requirements/requirements-gguf_editor_gui.txt, requirements/requirements-pydantic.txt, requirements/requirements-server-bench.txt, requirements/requirements-test-tokenizer-random.txt, requirements/requirements-tool_bench.txt
has_codeql_workflowні
has_security_policyтак
has_dependabot_configні
Виключено з оцінювання (немає даних або не застосовно): Файли фіксації залежностей. Залишкові ваги перенормовано.

Сповіщення про залежності

100Відмінний
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_packages8
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:gguf@0.19.0 — тим, що тягне за собою встановлення опублікованого пакета, — 8 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.

86Відмінний · 0% загального індексу

Контекст і настанови для агентів

75Добрий
Як обчислюється оцінка
45/45Інструкції для агентів — AGENTS.md, CLAUDE.md
0/15Машиночитана документація (llms.txt)
0/40Читабельна історія комітів — немає даних
Використані вхідні дані
has_llms_txtні
legible_history_share—
agent_instruction_filesAGENTS.md, CLAUDE.md
agent_instruction_max_bytes8 857
Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.

Цикл верифікації (збірка / тести / перевірка типів)

100Відмінний
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile, examples/batched.swift/Makefile, examples/model-conversion/Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — .flake8, eslint.config.js
11/11Статична перевірка типів — gguf-py/gguf/py.typed, mypy.ini, pyrightconfig.json, tools/ui/tsconfig.json
10/10Відтворюване середовище — Nix, lockfile
0/10Підтверджена практика роботи з агентами — немає даних
0/8Автоматизоване супроводження — немає даних
0/10OpenSSF Scorecard: Pinned-Dependencies — немає даних
Використані вхідні дані
has_nixтак
has_testsтак
lockfilespackage-lock.json
has_dockerfileні
typed_languageтак
bootstrap_filesMakefile, examples/batched.swift/Makefile, examples/model-conversion/Makefile
has_devcontainerні
has_linter_configтак
typecheck_configsgguf-py/gguf/py.typed, mypy.ini, pyrightconfig.json, tools/ui/tsconfig.json
agent_commit_share—
toolchain_manifests—
dependency_bot_commit_share—
Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами, Автоматизоване супроводження. Залишкові ваги перенормовано.

Читабельність коду для моделей

97Відмінний
Як обчислюється оцінка
45/45Типізований код — C++ (статично типізована)
51.6/55Керовані розміри файлів — 95/1 559 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languageC++
largest_source_bytes1 179 805
source_files_sampled1 559
oversized_source_files95

Машиночитні інтерфейси

60Помірний
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
40/40Придатні до запуску приклади — example, examples
Використані вхідні дані
example_dirsexample, examples
has_mcp_signalтак
api_schema_files—

Ключові факти

121 087зірок GitHub
100контриб'юторів
4 117комітів за останні 12 місяців
0днів від останнього пушу
100релізів
6бас-фактор
688відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Could not fetch pypi package 'llama-cpp-scripts' from its registry
  • OpenSSF Scorecard did not return a usable result (2026/07/21 01:26:25 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks

Докладніше

Прямі залежності 10
РеєстрПакетОбмеження версіїМаніфест
PyPInumpy(>=1.17)gguf-py/pyproject.toml
PyPItqdm(>=4.27)gguf-py/pyproject.toml
PyPIpyyaml(>=5.1)gguf-py/pyproject.toml
PyPIrequests(>=2.25)gguf-py/pyproject.toml
PyPInumpy(>=1.26.4,<3.0.0)pyproject.toml
PyPIsentencepiece(>=0.1.98,<0.3.0)pyproject.toml
PyPItransformers(==4.57.6)pyproject.toml
PyPIprotobuf(>=4.21.0,<5.0.0)pyproject.toml
PyPItorch(>=2.6.0,<3.0.0)pyproject.toml
PyPIgguf@ ./gguf-pypyproject.toml
Усі залежності 1 232

Повний розв'язаний набір залежностей із графа залежностей GitHub: 15 прямих і 1 217 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
PyPIgguf—пряма
PyPInumpy—пряма
PyPInumpy2.2.6пряма
PyPIprotobuf—пряма
PyPIpyyaml6.0.3пряма
PyPIrequests—пряма
PyPIrequests2.34.2пряма
PyPIsentencepiece—пряма
PyPItorch—пряма
PyPItorch2.11.0пряма
PyPItqdm—пряма
PyPItqdm4.67.3пряма
PyPItransformers—пряма
PyPItransformers4.57.6пряма
PyPItransformers5.5.1пряма
npm@adobe/css-tools4.5.0непряма
npm@ampproject/remapping2.3.0непряма
npm@antfu/install-pkg1.1.0непряма
npm@apideck/better-ajv-errors0.3.7непряма
npm@babel/code-frame7.29.7непряма
npm@babel/compat-data7.29.7непряма
npm@babel/core7.29.7непряма
npm@babel/generator7.29.7непряма
npm@babel/helper-annotate-as-pure7.29.7непряма
npm@babel/helper-compilation-targets7.29.7непряма
npm@babel/helper-create-class-features-plugin7.29.7непряма
npm@babel/helper-create-regexp-features-plugin7.29.7непряма
npm@babel/helper-define-polyfill-provider0.6.8непряма
npm@babel/helper-globals7.29.7непряма
npm@babel/helper-member-expression-to-functions7.29.7непряма
npm@babel/helper-module-imports7.29.7непряма
npm@babel/helper-module-transforms7.29.7непряма
npm@babel/helper-optimise-call-expression7.29.7непряма
npm@babel/helper-plugin-utils7.29.7непряма
npm@babel/helper-remap-async-to-generator7.29.7непряма
npm@babel/helper-replace-supers7.29.7непряма
npm@babel/helper-skip-transparent-expression-wrappers7.29.7непряма
npm@babel/helper-string-parser7.29.7непряма
npm@babel/helper-validator-identifier7.29.7непряма
npm@babel/helper-validator-option7.29.7непряма
npm@babel/helper-wrap-function7.29.7непряма
npm@babel/helpers7.29.7непряма
npm@babel/parser7.29.7непряма
npm@babel/plugin-bugfix-firefox-class-in-computed-class-key7.29.7непряма
npm@babel/plugin-bugfix-safari-class-field-initializer-scope7.29.7непряма
npm@babel/plugin-bugfix-safari-id-destructuring-collision-in-function-expression7.29.7непряма
npm@babel/plugin-bugfix-safari-rest-destructuring-rhs-array7.29.7непряма
npm@babel/plugin-bugfix-v8-spread-parameters-in-optional-chaining7.29.7непряма
npm@babel/plugin-bugfix-v8-static-class-fields-redefine-readonly7.29.7непряма
npm@babel/plugin-proposal-private-property-in-object7.21.0-placeholder-for-preset-env.2непряма
npm@babel/plugin-syntax-import-assertions7.29.7непряма
npm@babel/plugin-syntax-import-attributes7.29.7непряма
npm@babel/plugin-syntax-unicode-sets-regex7.18.6непряма
npm@babel/plugin-transform-arrow-functions7.29.7непряма
npm@babel/plugin-transform-async-generator-functions7.29.7непряма
npm@babel/plugin-transform-async-to-generator7.29.7непряма
npm@babel/plugin-transform-block-scoped-functions7.29.7непряма
npm@babel/plugin-transform-block-scoping7.29.7непряма
npm@babel/plugin-transform-class-properties7.29.7непряма
npm@babel/plugin-transform-class-static-block7.29.7непряма
npm@babel/plugin-transform-classes7.29.7непряма
npm@babel/plugin-transform-computed-properties7.29.7непряма
npm@babel/plugin-transform-destructuring7.29.7непряма
npm@babel/plugin-transform-dotall-regex7.29.7непряма
npm@babel/plugin-transform-duplicate-keys7.29.7непряма
npm@babel/plugin-transform-duplicate-named-capturing-groups-regex7.29.7непряма
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Сповіщення про залежності 0

Встановлення pypi:gguf@0.19.0 тягне 8 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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        "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."
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    "metrics_version": "1.13.0"
  },
  "warnings": [
    "Could not fetch pypi package 'llama-cpp-scripts' from its registry",
    "OpenSSF Scorecard did not return a usable result (2026/07/21 01:26:25 Warning: PATs stored in env variables GITHUB_AUTH_TOKEN and GITHUB_TOKEN differ. Scorecard will use the former.); skipping Scorecard checks"
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  "schema_version": "0.16.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/g/ggml-org/llama.cpp.svg",
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}

Пов’язані записи

Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з ggml-org/llama.cpp. Читати поруч →

97apache/supersetApache Superset is a Data Visualization and Data Exploration PlatformВідмінний95scikit-learn/scikit-learnscikit-learn: machine learning in PythonВідмінний95onnx/onnxOpen standard for machine learning interoperabilityВідмінний94wandb/wandbThe AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.Відмінний94run-llama/llama_indexLlamaIndex is the leading document agent and OCR platformВідмінний93deepset-ai/haystackOpen-source AI orchestration framework for building context-engineered, production-ready LLM applications. Design modular pipelines and agent workflows with explicit control over retrieval, routing, memory, and generation. Built for scalable agents, RAG, multimodal applications, semantic search, and conversational systems.Відмінний

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 v0.16.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.