Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.25.0 · метрики 1.13.0 · 2026-07-21 23:08 UTC

langbot-app / LangBot

Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ / Matrix e.g. Integrated with ChatGPT(GPT), DeepSeek, Dify, n8n, Langflow, Coze, Claude, Gemini, GLM, Ollama, SiliconFlow, Moonshot, openclaw / hermes agent, deerflow

Python · TypeScriptApache-2.0★ 17 003 зірки⑂ 1 509 форківз груд. 2022 р.Переглянути на GitHub ↗
#qq#openai#agent#llm#wechat#telegram#dify#discord#deepseek#dingtalk#feishu#lark#ollama#langbot#n8n#plugins#rag#line#coze#kook

langbot-app/LangBot має індекс здоров’я 80 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (96/100), найнижчий — Security (48/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

80
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.

80
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

LangBot HQОрганізація
75 підписників25 публічних репозиторіївз лист. 2024 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIlangbot4.10.6-445 днів томуbotagenttelegrampluginsopenaiinstant-messagingwechatqqdifyllmchatgptdeepseekonebot

Метрики за категоріями

Життєздатність

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

96Відмінний · 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 — 1 133 комітів за останній рік
10/10OpenSSF Scorecard: Maintained — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
Використані вхідні дані
commits_last_year1 133
human_commit_share1
days_since_last_push0
active_weeks_last_year52

Дисципліна релізів

90Відмінний
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 100 релізів
36/36Свіжість релізів — останній реліз 5 дн. тому
27/27Ритм релізів — реліз кожні ~6,3 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count100
latest_release_tagv4.10.6
releases_from_tagsні
days_since_latest_release5
mean_days_between_releases6,3

Спільнота та впровадження

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

88Відмінний · 18% загального індексу

Популярність і впровадження

97Відмінний
Як обчислюється оцінка
60/60Зірки — 17 003 зірок
25/25Форки — 1 509 форків
12.2/15Спостерігачі — 157 спостерігачів
Використані вхідні дані
forks1 509
stars17 003
watchers157
growth_stateorganic
growth_factor_pct100

Здоров'я спільноти

77Добрий
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (Apache-2.0)
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

Сталість та врядування

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

66Помірний · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

37У зоні ризику
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
4.7/22.5Розподіл комітів — головний контриб’ютор — автор 79% комітів
13.5/13.5Широта контриб’юторів — 85 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 11 contributing companies or organizations
Використані вхідні дані
bus_factor1
contributors_sampled85
top_contributor_share0,79

Реактивність на issue та PR

82Добрий
Як обчислюється оцінка
43.3/46.8Вирішення issue — закрито 93% issue
33.7/38.3Прийняття PR — злито 724/822 вирішених PR
4.5/15OpenSSF Scorecard: Code-Review — Found 10/30 approved changesets -- score normalized to 3
Використані вхідні дані
merged_prs724
open_issues107
closed_issues1 331
issue_closed_ratio0,926
closed_unmerged_prs98

Власність та опіка

57Помірний
Як обчислюється оцінка
30/30Підтримка власника — у власності організації
0/20Верифікований домен
13.5/25Охоплення власника — 75 підписників у langbot-app
13.6/25Послужний список — 25 публічних репозиторіїв, вік облікового запису ~1 р.
Використані вхідні дані
followers75
owner_typeOrganization
is_verified—
owner_loginlangbot-app
public_repos25
account_age_days604

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 5 дн. тому
20/20Історія версій — 44 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packageslangbot
ecosystemspypi
any_deprecatedні
min_days_since_publish5

Інженерна якість

Чи наявні базові інженерні практики та документація?

96Відмінний · 20% загального індексу

Інженерні практики

94Відмінний
Як обчислюється оцінка
24/24Процеси CI — 11 процес(ів) CI
24/24Наявні тести
16/16Конфігурація лінтера — eslint.config.mjs
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
20/20OpenSSF Scorecard: CI-Tests — 27 out of 27 merged PRs checked by a CI test -- score normalized to 10
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://langbot.app
10/10Опис репозиторію
10/10Теми — 20 тем
10/10Wiki
Використані вхідні дані
topicsqq, openai, agent, llm, wechat, telegram, dify, discord, deepseek, dingtalk, feishu, lark, ollama, langbot, n8n, plugins, rag, line, coze, kook
has_wikiтак
homepagehttps://langbot.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?

48У зоні ризику · 16% загального індексу

Стан безпеки

47У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
2.2/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 27 out of 27 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
2.2/7.5Code-Review — Found 10/30 approved changesets -- score normalized to 3
2.5/2.5Contributors — project has 11 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 — 30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — Project has not signed or included provenance with any releases.
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 40 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate4,7

Сповіщення про залежності

52Помірний
Як обчислюється оцінка
4.3/35Прямі залежності без відомих сповіщень — уражено 5: chromadb 1.4.1 (critical 9.8), pillow 12.2.0 (critical 9.1), axios 1.17.0 (high 8.2), ще +2
0/25Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі
34.6/40Немає задавнених сповіщень — 1 пакет(ів) зі сповіщеннями без реакції понад 90 дн.; найдавніше опубліковано 1 117 дн. тому
Використані вхідні дані
sourceosv
advisories54
affected_packages16
assessed_packages963
unassessed_packages1
affected_by_severitycritical 2, high 9, moderate 5
direct_affected_packages5
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 963 резолвлених залежностей із OSV. 1 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза межами звітованого переліку пакетів. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. 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.

77Добрий · 0% загального індексу

Контекст і настанови для агентів

85Відмінний
Як обчислюється оцінка
45/45Інструкції для агентів — AGENTS.md, CLAUDE.md, skills/AGENTS.md
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 92 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,92
agent_instruction_filesAGENTS.md, CLAUDE.md, skills/AGENTS.md
agent_instruction_max_bytes4 514

Цикл верифікації (збірка / тести / перевірка типів)

77Добрий
Як обчислюється оцінка
18/18Розгортання однією командою — Makefile
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера — eslint.config.mjs
11/11Статична перевірка типів — web/tsconfig.json
10/10Відтворюване середовище — Dockerfile, lockfile
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
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
lockfilespackage-lock.json, pnpm-lock.yaml, uv.lock
has_dockerfileтак
typed_languageні
bootstrap_filesMakefile
has_devcontainerні
has_linter_configтак
typecheck_configsweb/tsconfig.json
agent_commit_share0
toolchain_manifests—
dependency_bot_commit_share0

Читабельність коду для моделей

81Добрий
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (web/tsconfig.json)
53.7/55Керовані розміри файлів — 21/874 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes143 014
source_files_sampled874
oversized_source_files21

Машиночитні інтерфейси

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

Ключові факти

17 003зірок GitHub
85контриб'юторів
1 133комітів за останні 12 місяців
0днів від останнього пушу
100релізів
1бас-фактор
107відкритих issue
npm, PyPIпакетних екосистем

Попередження щодо збору даних

  • deps.dev does not index pypi:langbot@4.10.6; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 17 003 ★ / 1 509 ⇿
17 003Зірки
1 509Форки
100Релізи

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.

04 0008 00012 00016 00020 00017 0031 509602025-022025-112026-07
Мажорні 1Мінорні 10Патчі 57

Кожна точка охоплює 2 днів.

OpenSSF Scorecard 4.7 / 10
4.7сукупно

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 · 2026-07-21 23:07 UTC

10Binary-Artifactsno binaries found in the repo
3Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests27 out of 27 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
3Code-ReviewFound 10/30 approved changesets -- score normalized to 3
10Contributorsproject has 11 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 20 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities40 existing vulnerabilities detected
Прямі залежності 134
РеєстрПакетОбмеження версіїМаніфест
PyPIaiocqhttp>=1.4.4pyproject.toml
PyPIaiofiles>=24.1.0pyproject.toml
PyPIaiohttp>=3.14.1pyproject.toml
PyPIaioshutil>=1.5pyproject.toml
PyPIaiosqlite>=0.21.0pyproject.toml
PyPIanthropic>=0.51.0pyproject.toml
PyPIargon2-cffi>=23.1.0pyproject.toml
PyPIasync-lru>=2.0.5pyproject.toml
PyPIcertifi>=2025.4.26pyproject.toml
PyPIcolorlog~=6.6.0pyproject.toml
PyPIcryptography>=48.0.1pyproject.toml
PyPIdashscope>=1.25.10pyproject.toml
PyPIdingtalk-stream>=0.24.0pyproject.toml
PyPIdiscord-py>=2.5.2pyproject.toml
PyPIpynacl>=1.5.0pyproject.toml
PyPIgewechat-client>=0.1.5pyproject.toml
PyPIlark-oapi>=1.5.5pyproject.toml
PyPImcp>=1.25.0pyproject.toml
PyPInakuru-project-idk>=0.0.2.1pyproject.toml
PyPIollama>=0.4.8pyproject.toml
PyPIopenai>1.0.0pyproject.toml
PyPIpillow>=12.2.0pyproject.toml
PyPIpsutil>=7.0.0pyproject.toml
PyPIpycryptodome>=3.22.0pyproject.toml
PyPIpydantic>2.0pyproject.toml
PyPIpyjwt>=2.12.0pyproject.toml
PyPIpython-telegram-bot>=22.0pyproject.toml
PyPIpyyaml>=6.0.2pyproject.toml
PyPIqq-botpy-rc>=1.2.1.6pyproject.toml
PyPIqrcode>=7.4pyproject.toml
PyPIquart>=0.20.0pyproject.toml
PyPIquart-cors>=0.8.0pyproject.toml
PyPIrequests>=2.33.0pyproject.toml
PyPIslack-sdk>=3.35.0pyproject.toml
PyPIalembic>=1.15.0pyproject.toml
PyPIsqlalchemy>=2.0.40pyproject.toml
PyPIsqlmodel>=0.0.24pyproject.toml
PyPItelegramify-markdown>=0.5.1pyproject.toml
PyPItiktoken>=0.9.0pyproject.toml
PyPIurllib3>=2.7.0pyproject.toml
PyPIwebsockets>=15.0.1pyproject.toml
PyPIpython-socks>=2.7.1pyproject.toml
PyPIpip>=26.1pyproject.toml
PyPIruff>=0.11.9pyproject.toml
PyPIpre-commit>=4.2.0pyproject.toml
PyPIuv>=0.11.15pyproject.toml
PyPImypy>=1.16.0pyproject.toml
PyPIPyPDF2>=3.0.1pyproject.toml
PyPIpython-docx>=1.1.0pyproject.toml
PyPIpandas>=2.2.2pyproject.toml
PyPIchardet>=5.2.0pyproject.toml
PyPImarkdown>=3.6pyproject.toml
PyPIbeautifulsoup4>=4.12.3pyproject.toml
PyPIebooklib>=0.18pyproject.toml
PyPIhtml2text>=2024.2.26pyproject.toml
PyPIlangchain>=1.3.9pyproject.toml
PyPIlangchain-core>=1.3.3pyproject.toml
PyPIlangsmith>=0.8.18pyproject.toml
PyPIpython-multipart>=0.0.27pyproject.toml
PyPIMako>=1.3.12pyproject.toml
PyPIlangchain-text-splitters>=1.1.2pyproject.toml
PyPIchromadb>=1.0.0,<2.0.0pyproject.toml
PyPIqdrant-client(>=1.15.1,<2.0.0)pyproject.toml
PyPIpyseekdb==1.1.0.post3pyproject.toml
PyPIlangbot-plugin==0.4.13pyproject.toml
PyPIasyncpg>=0.30.0pyproject.toml
PyPIline-bot-sdk>=3.19.0pyproject.toml
PyPImatrix-nio>=0.25.2pyproject.toml
PyPItboxsdk>=0.0.10pyproject.toml
PyPIboto3>=1.35.0pyproject.toml
PyPIpymilvus>=2.6.4pyproject.toml
PyPIpgvector>=0.4.1pyproject.toml
PyPIbotocore>=1.42.39pyproject.toml
PyPIlitellm>=1.0.0pyproject.toml
PyPIvalkey-glide>=2.4.1,<3.0.0pyproject.toml
npm@dnd-kit/core^6.3.1web/package.json
npm@dnd-kit/sortable^10.0.0web/package.json
npm@dnd-kit/utilities^3.2.2web/package.json
npm@hookform/resolvers^5.0.1web/package.json
npm@radix-ui/react-alert-dialog^1.1.15web/package.json
npm@radix-ui/react-avatar^1.1.11web/package.json
npm@radix-ui/react-checkbox^1.3.1web/package.json
npm@radix-ui/react-collapsible^1.1.12web/package.json
npm@radix-ui/react-context-menu^2.2.15web/package.json
npm@radix-ui/react-dialog^1.1.14web/package.json
npm@radix-ui/react-dropdown-menu^2.1.16web/package.json
npm@radix-ui/react-hover-card^1.1.13web/package.json
npm@radix-ui/react-label^2.1.6web/package.json
npm@radix-ui/react-popover^1.1.14web/package.json
npm@radix-ui/react-progress^1.1.8web/package.json
npm@radix-ui/react-scroll-area^1.2.9web/package.json
npm@radix-ui/react-select^2.2.4web/package.json
npm@radix-ui/react-separator^1.1.8web/package.json
npm@radix-ui/react-slot^1.2.3web/package.json
npm@radix-ui/react-switch^1.2.4web/package.json
npm@radix-ui/react-tabs^1.1.11web/package.json
npm@radix-ui/react-toggle^1.1.8web/package.json
npm@radix-ui/react-toggle-group^1.1.9web/package.json
npm@radix-ui/react-tooltip^1.2.7web/package.json
npm@tailwindcss/postcss^4.1.5web/package.json
npm@tanstack/react-table^8.21.3web/package.json
npm@vitejs/plugin-react^6.0.1web/package.json
npmaxios^1.16.0web/package.json
npmclass-variance-authority^0.7.1web/package.json
npmclsx^2.1.1web/package.json
npmhighlight.js^11.11.1web/package.json
npmi18next^25.1.2web/package.json
npmi18next-browser-languagedetector^8.1.0web/package.json
npminput-otp^1.4.2web/package.json
npmlodash^4.18.0web/package.json
npmlucide-react^0.507.0web/package.json
npmpostcss^8.5.10web/package.json
npmqrcode^1.5.4web/package.json
npmreact19.2.1web/package.json
npmreact-dom19.2.1web/package.json
npmreact-hook-form^7.56.3web/package.json
npmreact-i18next^15.5.1web/package.json
npmreact-markdown^10.1.0web/package.json
npmreact-photo-view^1.2.7web/package.json
npmreact-router-dom^7.15.0web/package.json
npmreact-syntax-highlighter^16.1.0web/package.json
npmrecharts2.15.4web/package.json
npmrehype-autolink-headings^7.1.0web/package.json
npmrehype-highlight^7.0.2web/package.json
npmrehype-raw^7.0.0web/package.json
npmrehype-sanitize^6.0.0web/package.json
npmrehype-slug^6.0.0web/package.json
npmremark-gfm^4.0.1web/package.json
npmsonner^2.0.3web/package.json
npmtailwind-merge^3.2.0web/package.json
npmtailwindcss^4.1.5web/package.json
npmuuidjs^5.1.0web/package.json
npmvite^8.0.16web/package.json
npmzod^3.24.4web/package.json
Усі залежності 964

Повний розв'язаний набір залежностей із графа залежностей GitHub: 136 прямих і 828 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

РеєстрПакетВерсіяЗв'язок
npm@dnd-kit/core6.3.1пряма
npm@dnd-kit/sortable10.0.0пряма
npm@dnd-kit/utilities3.2.2пряма
npm@hookform/resolvers5.2.2пряма
npm@radix-ui/react-alert-dialog1.1.15пряма
npm@radix-ui/react-avatar1.1.11пряма
npm@radix-ui/react-checkbox1.3.3пряма
npm@radix-ui/react-collapsible1.1.12пряма
npm@radix-ui/react-context-menu2.2.16пряма
npm@radix-ui/react-dialog1.1.15пряма
npm@radix-ui/react-dropdown-menu2.1.16пряма
npm@radix-ui/react-hover-card1.1.15пряма
npm@radix-ui/react-label2.1.8пряма
npm@radix-ui/react-popover1.1.15пряма
npm@radix-ui/react-progress1.1.8пряма
npm@radix-ui/react-scroll-area1.2.10пряма
npm@radix-ui/react-select2.2.6пряма
npm@radix-ui/react-separator1.1.8пряма
npm@radix-ui/react-slot1.2.3пряма
npm@radix-ui/react-slot1.2.4пряма
npm@radix-ui/react-switch1.2.6пряма
npm@radix-ui/react-tabs1.1.13пряма
npm@radix-ui/react-toggle1.1.10пряма
npm@radix-ui/react-toggle-group1.1.11пряма
npm@radix-ui/react-tooltip1.2.8пряма
npm@tailwindcss/postcss4.1.18пряма
npm@tanstack/react-table8.21.3пряма
npm@vitejs/plugin-react6.0.1пряма
npmaxios1.17.0пряма
npmclass-variance-authority0.7.1пряма
npmclsx2.1.1пряма
npmhighlight.js10.7.3пряма
npmhighlight.js11.11.1пряма
npmi18next25.8.0пряма
npmi18next-browser-languagedetector8.2.0пряма
npminput-otp1.4.2пряма
npmlodash4.18.1пряма
npmlucide-react0.507.0пряма
npmpostcss8.5.15пряма
npmqrcode1.5.4пряма
npmreact19.2.1пряма
npmreact-dom19.2.1пряма
npmreact-hook-form7.71.1пряма
npmreact-i18next15.7.4пряма
npmreact-markdown10.1.0пряма
npmreact-photo-view1.2.7пряма
npmreact-router-dom7.17.0пряма
npmreact-syntax-highlighter16.1.0пряма
npmrecharts2.15.4пряма
npmrehype-autolink-headings7.1.0пряма
npmrehype-highlight7.0.2пряма
npmrehype-raw7.0.0пряма
npmrehype-sanitize6.0.0пряма
npmrehype-slug6.0.0пряма
npmremark-gfm4.0.1пряма
npmsonner2.0.7пряма
npmtailwind-merge3.4.0пряма
npmtailwindcss4.1.18пряма
npmuuidjs5.1.0пряма
npmvite8.0.16пряма
npmzod3.25.76пряма
PyPIaiocqhttp1.4.4пряма
PyPIaiofiles24.1.0пряма
PyPIaiohttp3.14.1пряма
PyPIaioshutil1.6пряма
PyPIaiosqlite0.22.1пряма
PyPIalembic1.18.4пряма
PyPIanthropic0.77.0пряма
PyPIargon2-cffi25.1.0пряма
PyPIasync-lru2.1.0пряма
PyPIasyncpg0.31.0пряма
PyPIbeautifulsoup44.14.3пряма
PyPIboto31.42.39пряма
PyPIbotocore1.42.39пряма
PyPIcertifi2026.1.4пряма
PyPIchardet5.2.0пряма
PyPIchromadb1.4.1пряма
PyPIcolorlog6.6.0пряма
PyPIcryptography49.0.0пряма
PyPIdashscope1.25.10пряма
PyPIdingtalk-stream0.24.3пряма
PyPIdiscord-py2.6.4пряма
PyPIebooklib0.20пряма
PyPIgewechat-client0.2.2пряма
PyPIhtml2text2025.4.15пряма
PyPIlangbot-plugin0.4.13пряма
PyPIlangchain1.3.10пряма
PyPIlangchain-core1.4.8пряма
PyPIlangchain-text-splitters1.1.2пряма
PyPIlangsmith0.8.18пряма
PyPIlark-oapi1.6.4пряма
PyPIline-bot-sdk3.22.0пряма
PyPIlitellm1.88.1пряма
PyPImako1.3.12пряма
PyPImarkdown3.10.1пряма
PyPImatrix-nio0.25.2пряма
PyPImcp1.26.0пряма
PyPImypy1.19.1пряма
PyPInakuru-project-idk0.0.2.1пряма
PyPIollama0.6.1пряма
PyPIopenai2.41.1пряма
PyPIpandas3.0.0пряма
PyPIpgvector0.4.2пряма
PyPIpillow12.2.0пряма
PyPIpip26.1.2пряма
PyPIpre-commit4.5.1пряма
PyPIpsutil7.2.2пряма
PyPIpycryptodome3.23.0пряма
PyPIpydantic2.12.5пряма
PyPIpyjwt2.13.0пряма
PyPIpymilvus2.6.8пряма
PyPIpynacl1.6.2пряма
PyPIpypdf23.0.1пряма
PyPIpyseekdb1.1.0.post3пряма
PyPIpython-docx1.2.0пряма
PyPIpython-multipart0.0.32пряма
PyPIpython-socks2.8.0пряма
PyPIpython-telegram-bot22.6пряма
PyPIpyyaml6.0.3пряма
PyPIqdrant-client1.16.2пряма
PyPIqq-botpy-rc1.2.1.6пряма
PyPIqrcode7.4.2пряма
PyPIquart0.20.0пряма
PyPIquart-cors0.8.0пряма
PyPIrequests2.34.2пряма
PyPIruff0.14.14пряма
PyPIslack-sdk3.39.0пряма
PyPIsqlalchemy2.0.46пряма
PyPIsqlmodel0.0.31пряма
PyPItboxsdk0.0.12пряма
PyPItelegramify-markdown0.5.4пряма
PyPItiktoken0.12.0пряма
PyPIurllib32.7.0пряма
PyPIuv0.11.19пряма
PyPIvalkey-glide2.4.1пряма
PyPIwebsockets15.0.1пряма
npm@alloc/quick-lru5.2.0непряма
npm@babel/runtime7.28.6непряма
npm@dnd-kit/accessibility3.1.1непряма
npm@emnapi/core1.10.0непряма
npm@emnapi/core1.7.1непряма
npm@emnapi/runtime1.10.0непряма
npm@emnapi/runtime1.7.1непряма
npm@emnapi/wasi-threads1.1.0непряма
npm@emnapi/wasi-threads1.2.1непряма
npm@eslint-community/eslint-utils4.9.1непряма
npm@eslint-community/regexpp4.12.2непряма
npm@eslint/config-array0.21.1непряма
npm@eslint/config-helpers0.4.2непряма
npm@eslint/core0.17.0непряма
npm@eslint/eslintrc3.3.3непряма
npm@eslint/js9.39.2непряма
npm@eslint/object-schema2.1.7непряма
npm@eslint/plugin-kit0.4.1непряма
npm@floating-ui/core1.7.4непряма
npm@floating-ui/dom1.7.5непряма
npm@floating-ui/react-dom2.1.7непряма
npm@floating-ui/utils0.2.10непряма
npm@humanfs/core0.19.1непряма
npm@humanfs/node0.16.7непряма
npm@humanwhocodes/module-importer1.0.1непряма
npm@humanwhocodes/retry0.4.3непряма
npm@jridgewell/gen-mapping0.3.13непряма
npm@jridgewell/remapping2.3.5непряма
npm@jridgewell/resolve-uri3.1.2непряма
npm@jridgewell/sourcemap-codec1.5.5непряма
npm@jridgewell/trace-mapping0.3.31непряма
npm@napi-rs/wasm-runtime1.1.0непряма
npm@napi-rs/wasm-runtime1.1.4непряма
npm@oxc-project/types0.133.0непряма
npm@pkgr/core0.2.9непряма
npm@playwright/test1.61.0непряма
npm@radix-ui/number1.1.1непряма
npm@radix-ui/primitive1.1.3непряма
npm@radix-ui/react-arrow1.1.7непряма
npm@radix-ui/react-collection1.1.7непряма
npm@radix-ui/react-compose-refs1.1.2непряма
npm@radix-ui/react-context1.1.2непряма
npm@radix-ui/react-context1.1.3непряма
npm@radix-ui/react-direction1.1.1непряма
npm@radix-ui/react-dismissable-layer1.1.11непряма
npm@radix-ui/react-focus-guards1.1.3непряма
npm@radix-ui/react-focus-scope1.1.7непряма
npm@radix-ui/react-id1.1.1непряма
npm@radix-ui/react-menu2.1.16непряма
npm@radix-ui/react-popper1.2.8непряма
npm@radix-ui/react-portal1.1.9непряма
npm@radix-ui/react-presence1.1.5непряма
npm@radix-ui/react-primitive2.1.3непряма
npm@radix-ui/react-primitive2.1.4непряма
npm@radix-ui/react-roving-focus1.1.11непряма
npm@radix-ui/react-use-callback-ref1.1.1непряма
npm@radix-ui/react-use-controllable-state1.2.2непряма
npm@radix-ui/react-use-effect-event0.0.2непряма
npm@radix-ui/react-use-escape-keydown1.1.1непряма
npm@radix-ui/react-use-is-hydrated0.1.0непряма
npm@radix-ui/react-use-layout-effect1.1.1непряма
npm@radix-ui/react-use-previous1.1.1непряма
npm@radix-ui/react-use-rect1.1.1непряма
npm@radix-ui/react-use-size1.1.1непряма
npm@radix-ui/react-visually-hidden1.2.3непряма
npm@radix-ui/rect1.1.1непряма
npm@rolldown/binding-android-arm641.0.3непряма
npm@rolldown/binding-darwin-arm641.0.3непряма
npm@rolldown/binding-darwin-x641.0.3непряма
npm@rolldown/binding-freebsd-x641.0.3непряма
npm@rolldown/binding-linux-arm-gnueabihf1.0.3непряма
npm@rolldown/binding-linux-arm64-gnu1.0.3непряма
npm@rolldown/binding-linux-arm64-musl1.0.3непряма
npm@rolldown/binding-linux-ppc64-gnu1.0.3непряма
npm@rolldown/binding-linux-s390x-gnu1.0.3непряма
npm@rolldown/binding-linux-x64-gnu1.0.3непряма
npm@rolldown/binding-linux-x64-musl1.0.3непряма
npm@rolldown/binding-openharmony-arm641.0.3непряма
npm@rolldown/binding-wasm32-wasi1.0.3непряма
npm@rolldown/binding-win32-arm64-msvc1.0.3непряма
npm@rolldown/binding-win32-x64-msvc1.0.3непряма
npm@rolldown/pluginutils1.0.0-rc.7непряма
npm@rolldown/pluginutils1.0.1непряма
npm@standard-schema/utils0.3.0непряма
npm@tailwindcss/node4.1.18непряма
npm@tailwindcss/oxide4.1.18непряма
npm@tailwindcss/oxide-android-arm644.1.18непряма
npm@tailwindcss/oxide-darwin-arm644.1.18непряма
npm@tailwindcss/oxide-darwin-x644.1.18непряма
npm@tailwindcss/oxide-freebsd-x644.1.18непряма
npm@tailwindcss/oxide-linux-arm-gnueabihf4.1.18непряма
npm@tailwindcss/oxide-linux-arm64-gnu4.1.18непряма
npm@tailwindcss/oxide-linux-arm64-musl4.1.18непряма
npm@tailwindcss/oxide-linux-x64-gnu4.1.18непряма
npm@tailwindcss/oxide-linux-x64-musl4.1.18непряма
npm@tailwindcss/oxide-wasm32-wasi4.1.18непряма
npm@tailwindcss/oxide-win32-arm64-msvc4.1.18непряма
npm@tailwindcss/oxide-win32-x64-msvc4.1.18непряма
npm@tanstack/table-core8.21.3непряма
npm@tybys/wasm-util0.10.1непряма
npm@types/d3-array3.2.2непряма
npm@types/d3-color3.1.3непряма
npm@types/d3-ease3.0.2непряма
npm@types/d3-interpolate3.0.4непряма
npm@types/d3-path3.1.1непряма
npm@types/d3-scale4.0.9непряма
npm@types/d3-shape3.1.8непряма
npm@types/d3-time3.0.4непряма
npm@types/d3-timer3.0.2непряма
npm@types/debug4.1.12непряма
npm@types/estree1.0.8непряма
npm@types/estree-jsx1.0.5непряма
npm@types/hast3.0.4непряма
npm@types/json-schema7.0.15непряма
npm@types/lodash4.17.23непряма
npm@types/mdast4.0.4непряма
npm@types/ms2.1.0непряма
npm@types/node20.19.30непряма
npm@types/prismjs1.26.5непряма
npm@types/qrcode1.5.6непряма
npm@types/react19.2.10непряма
npm@types/react-dom19.2.3непряма
npm@types/react-syntax-highlighter15.5.13непряма
npm@types/unist2.0.11непряма
npm@types/unist3.0.3непряма
npm@typescript-eslint/eslint-plugin8.54.0непряма
npm@typescript-eslint/parser8.54.0непряма
npm@typescript-eslint/project-service8.54.0непряма
npm@typescript-eslint/scope-manager8.54.0непряма
npm@typescript-eslint/tsconfig-utils8.54.0непряма
npm@typescript-eslint/type-utils8.54.0непряма
npm@typescript-eslint/types8.54.0непряма
npm@typescript-eslint/typescript-estree8.54.0непряма
npm@typescript-eslint/utils8.54.0непряма
npm@typescript-eslint/visitor-keys8.54.0непряма
npm@ungap/structured-clone1.3.0непряма
npmacorn8.15.0непряма
npmacorn-jsx5.3.2непряма
npmagent-base6.0.2непряма
npmajv6.12.6непряма
npmansi-escapes7.2.0непряма
npmansi-regex5.0.1непряма
npmansi-regex6.2.2непряма
npmansi-styles4.3.0непряма
npmansi-styles6.2.3непряма
npmargparse2.0.1непряма
npmaria-hidden1.2.6непряма
npmarray-buffer-byte-length1.0.2непряма
npmarray-includes3.1.9непряма
npmarray.prototype.findlast1.2.5непряма
npmarray.prototype.flat1.3.3непряма
npmarray.prototype.flatmap1.3.3непряма
npmarray.prototype.tosorted1.1.4непряма
npmarraybuffer.prototype.slice1.0.4непряма
npmasync-function1.0.0непряма
npmasynckit0.4.0непряма
npmavailable-typed-arrays1.0.7непряма
npmbail2.0.2непряма
npmbalanced-match1.0.2непряма
npmbalanced-match4.0.4непряма
npmbrace-expansion1.1.12непряма
npmbrace-expansion5.0.6непряма
npmbraces3.0.3непряма
npmcall-bind1.0.8непряма
npmcall-bind1.0.9непряма
npmcall-bind-apply-helpers1.0.2непряма
npmcall-bound1.0.4непряма
npmcallsites3.1.0непряма
npmcamelcase5.3.1непряма
npmccount2.0.1непряма
npmchalk4.1.2непряма
npmchalk5.6.2непряма
npmcharacter-entities2.0.2непряма
npmcharacter-entities-html42.1.0непряма
npmcharacter-entities-legacy3.0.0непряма
npmcharacter-reference-invalid2.0.1непряма
npmcli-cursor5.0.0непряма
npmcli-truncate4.0.0непряма
npmcliui6.0.0непряма
npmcolor-convert2.0.1непряма
npmcolor-name1.1.4непряма
npmcolorette2.0.20непряма
npmcombined-stream1.0.8непряма
npmcomma-separated-tokens2.0.3непряма
npmcommander13.1.0непряма
npmconcat-map0.0.1непряма
npmcookie1.1.1непряма
npmcross-spawn7.0.6непряма
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PyPIdocstring-parser0.17.0непряма
PyPIdotenv0.9.9непряма
PyPIdurationpy0.10непряма
PyPIe2b2.21.1непряма
PyPIfastuuid0.14.0непряма
PyPIfilelock3.20.3непряма
PyPIflask3.1.3непряма
PyPIflatbuffers25.12.19непряма
PyPIfrozenlist1.8.0непряма
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PyPIgoogleapis-common-protos1.72.0непряма
PyPIgreenlet3.3.1непряма
PyPIgrpcio1.76.0непряма
PyPIh110.16.0непряма
PyPIh24.3.0непряма
PyPIhf-xet1.2.0непряма
PyPIhpack4.1.0непряма
PyPIhttpcore1.0.9непряма
PyPIhttptools0.7.1непряма
PyPIhttpx0.28.1непряма
PyPIhttpx-sse0.4.3непряма
PyPIhuggingface-hub1.3.5непряма
PyPIhumanfriendly10.0непряма
PyPIhypercorn0.18.0непряма
PyPIhyperframe6.1.0непряма
PyPIidentify2.6.16непряма
PyPIidna3.18непряма
PyPIimportlib-metadata8.7.1непряма
PyPIimportlib-resources6.5.2непряма
PyPIiniconfig2.3.0непряма
PyPIitsdangerous2.2.0непряма
PyPIjinja23.1.6непряма
PyPIjiter0.12.0непряма
PyPIjmespath1.1.0непряма
PyPIjoblib1.5.3непряма
PyPIjsonpatch1.33непряма
PyPIjsonpointer3.0.0непряма
PyPIjsonschema4.26.0непряма
PyPIjsonschema-specifications2025.9.1непряма
PyPIkubernetes35.0.0непряма
PyPIlangbot4.10.6непряма
PyPIlangchain-protocol0.0.18непряма
PyPIlanggraph1.2.6непряма
PyPIlanggraph-checkpoint4.1.1непряма
PyPIlanggraph-prebuilt1.1.0непряма
PyPIlanggraph-sdk0.4.2непряма
PyPIlibrt0.7.8непряма
PyPIlinkify-it-py2.0.3непряма
PyPIlogbook1.9.2непряма
PyPIlxml6.1.1непряма
PyPImarkdown-it-py4.0.0непряма
PyPImarkupsafe3.0.3непряма
PyPImdit-py-plugins0.5.0непряма
PyPImdurl0.1.2непряма
PyPImistletoe1.4.0непряма
PyPImmh35.2.0непряма
PyPImoto5.2.1непряма
PyPImpmath1.3.0непряма
PyPImultidict6.7.1непряма
PyPImypy-extensions1.1.0непряма
PyPInetworkx3.6.1непряма
PyPInodeenv1.10.0непряма
PyPInumpy2.4.2непряма
PyPInvidia-cublas13.1.1.3непряма
PyPInvidia-cuda-cupti13.0.85непряма
PyPInvidia-cuda-nvrtc13.0.88непряма
PyPInvidia-cuda-runtime13.0.96непряма
PyPInvidia-cudnn-cu139.20.0.48непряма
PyPInvidia-cufft12.0.0.61непряма
PyPInvidia-cufile1.15.1.6непряма
PyPInvidia-curand10.4.0.35непряма
PyPInvidia-cusolver12.0.4.66непряма
PyPInvidia-cusparse12.6.3.3непряма
PyPInvidia-cusparselt-cu130.8.1непряма
PyPInvidia-nccl-cu132.29.7непряма
PyPInvidia-nvjitlink13.0.88непряма
PyPInvidia-nvshmem-cu133.4.5непряма
PyPInvidia-nvtx13.0.85непряма
PyPIoauthlib3.3.1непряма
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PyPIopentelemetry-sdk1.39.1непряма
PyPIopentelemetry-semantic-conventions0.60b1непряма
PyPIorjson3.11.6непряма
PyPIormsgpack1.12.2непряма
PyPIoverrides7.7.0непряма
PyPIpackaging25.0непряма
PyPIpathspec1.0.4непряма
PyPIplatformdirs4.5.1непряма
PyPIpluggy1.6.0непряма
PyPIportalocker3.2.0непряма
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PyPIpycparser3.0непряма
PyPIpydantic-core2.41.5непряма
PyPIpydantic-settings2.14.2непряма
PyPIpygments2.20.0непряма
PyPIpylibseekdb1.3.0непряма
PyPIpymysql1.1.2непряма
PyPIpypika0.50.0непряма
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PyPIpyproject-hooks1.2.0непряма
PyPIpyreadline33.5.4непряма
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PyPIregex2026.1.15непряма
PyPIrequests-oauthlib2.0.0непряма
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PyPIwatchfiles1.1.1непряма
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Сповіщення про залежності 16

Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 963 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 16 мають відомі сповіщення, з них 5 прямі. 1 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.

ПакетВерсіяЗв'язокКритичністьСповіщеньВиправлено в
chromadb1.4.1прямакритична2—
pillow12.2.0прямакритична2112.3.0
axios1.17.0прямависока101.18.0
mcp1.26.0прямависока31.28.1
brace-expansion1.1.12непрямависока25.0.7
brace-expansion5.0.6непрямависока15.0.7
click8.3.1непрямависока18.3.3
js-yaml4.2.0непрямависока14.3.0
minimatch3.1.3непрямависока110.2.3
soupsieve2.8.3непрямависока42.8.4
transformers5.3.0непрямависока15.5.0
pypdf23.0.1прямапомірна23.9.0
ajv6.12.6непрямапомірна18.18.0
setuptools80.10.2непрямапомірна283.0.0
torch2.12.1непрямапомірна12.13.0
yaml2.8.2непрямапомірна12.8.3

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
{
  "data": {
    "repo": {
      "topics": [
        "qq",
        "openai",
        "agent",
        "llm",
        "wechat",
        "telegram",
        "dify",
        "discord",
        "deepseek",
        "dingtalk",
        "feishu",
        "lark",
        "ollama",
        "langbot",
        "n8n",
        "plugins",
        "rag",
        "line",
        "coze",
        "kook"
      ],
      "is_fork": false,
      "size_kb": 50862,
      "has_wiki": true,
      "homepage": "https://langbot.app",
      "languages": {
        "CSS": 23655,
        "HTML": 2506,
        "Mako": 558,
        "Shell": 7514,
        "Python": 4734843,
        "Makefile": 930,
        "Dockerfile": 3265,
        "JavaScript": 443766,
        "TypeScript": 2758260
      },
      "pushed_at": "2026-07-21T10:43:27Z",
      "created_at": "2022-12-07T08:48:02Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-21T18:05:28Z",
      "description": "Production-grade platform for building agentic IM bots - 生产级多平台智能机器人开发平台/ Agent、知识库编排、插件系统 / Bots for Discord / Slack / LINE / Telegram / WeChat(企业微信, 企微智能机器人, 公众号) / 飞书 / 钉钉 / QQ / Matrix e.g. Integrated with ChatGPT(GPT), DeepSeek, Dify, n8n, Langflow, Coze, Claude, Gemini, GLM, Ollama, SiliconFlow, Moonshot, openclaw / hermes agent, deerflow",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "master",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python",
        "TypeScript"
      ]
    },
    "owner": {
      "blog": "https://langbot.app",
      "name": "LangBot HQ",
      "type": "Organization",
      "login": "langbot-app",
      "company": null,
      "location": null,
      "followers": 75,
      "avatar_url": "https://avatars.githubusercontent.com/u/189527454?v=4",
      "created_at": "2024-11-24T13:07:49Z",
      "is_verified": null,
      "public_repos": 25,
      "account_age_days": 604
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
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        },
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          "kind": "patch",
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        },
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          "kind": "patch",
          "published_at": "2026-06-23T04:26:24Z"
        },
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          "kind": "patch",
          "published_at": "2026-06-22T15:17:46Z"
        },
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          "tag": "v4.10.2",
          "kind": "patch",
          "published_at": "2026-06-13T15:58:14Z"
        },
        {
          "tag": "v4.10.1",
          "kind": "patch",
          "published_at": "2026-06-09T17:35:39Z"
        },
        {
          "tag": "v4.10.0",
          "kind": "minor",
          "published_at": "2026-06-04T11:20:54Z"
        },
        {
          "tag": "v4.10.0-beta.3",
          "kind": "prerelease",
          "published_at": "2026-06-04T05:20:52Z"
        },
        {
          "tag": "v4.10.0-beta.2",
          "kind": "prerelease",
          "published_at": "2026-06-03T15:26:47Z"
        },
        {
          "tag": "v4.10.0-beta.1",
          "kind": "prerelease",
          "published_at": "2026-05-21T06:03:36Z"
        },
        {
          "tag": "v4.9.7",
          "kind": "patch",
          "published_at": "2026-05-12T15:54:26Z"
        },
        {
          "tag": "v4.9.6",
          "kind": "patch",
          "published_at": "2026-04-11T09:13:40Z"
        },
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          "tag": "v4.9.5",
          "kind": "patch",
          "published_at": "2026-03-31T01:37:26Z"
        },
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          "tag": "v4.9.4",
          "kind": "patch",
          "published_at": "2026-03-25T16:22:58Z"
        },
        {
          "tag": "v4.9.3",
          "kind": "patch",
          "published_at": "2026-03-15T15:08:16Z"
        },
        {
          "tag": "v4.9.2",
          "kind": "patch",
          "published_at": "2026-03-13T04:31:26Z"
        },
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          "tag": "v4.9.1",
          "kind": "patch",
          "published_at": "2026-03-12T15:33:22Z"
        },
        {
          "tag": "v4.9.0",
          "kind": "minor",
          "published_at": "2026-03-09T12:57:33Z"
        },
        {
          "tag": "v4.8.7",
          "kind": "patch",
          "published_at": "2026-03-04T10:34:53Z"
        },
        {
          "tag": "v4.8.6",
          "kind": "patch",
          "published_at": "2026-02-26T14:59:37Z"
        },
        {
          "tag": "v4.8.5",
          "kind": "patch",
          "published_at": "2026-02-26T06:34:58Z"
        },
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          "tag": "v4.8.4",
          "kind": "patch",
          "published_at": "2026-02-23T15:40:54Z"
        },
        {
          "tag": "v4.8.3",
          "kind": "patch",
          "published_at": "2026-02-01T17:12:32Z"
        },
        {
          "tag": "v4.8.2",
          "kind": "patch",
          "published_at": "2026-01-31T04:59:29Z"
        },
        {
          "tag": "v4.8.1",
          "kind": "patch",
          "published_at": "2026-01-27T12:34:48Z"
        },
        {
          "tag": "v4.8.0",
          "kind": "minor",
          "published_at": "2026-01-26T13:28:11Z"
        },
        {
          "tag": "v4.7.2",
          "kind": "patch",
          "published_at": "2026-01-13T06:02:32Z"
        },
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          "tag": "v4.7.1",
          "kind": "patch",
          "published_at": "2026-01-09T13:56:01Z"
        },
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          "tag": "v4.7.0",
          "kind": "minor",
          "published_at": "2026-01-05T12:24:52Z"
        },
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          "tag": "v4.6.5",
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          "published_at": "2025-12-02T09:44:55Z"
        },
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          "kind": "minor",
          "published_at": "2025-12-02T06:00:11Z"
        },
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          "tag": "v4.5.4",
          "kind": "patch",
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        },
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        },
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          "body": "…OOM fix (#2314)\n\n* fix(mcp): bump default memory to 1024MB for node (npx) stdio MCP servers\n\nNode.js MCP servers (npx/bunx) were being OOM-killed (return_code=137) by the\ndefault 512MB nsjail cgroup_mem_max. Node V8 reserves large virtual address\nspace and instantiates WebAssembly modules (undici l\n[…]\nore(deps): pin langbot-plugin 0.4.10 (per-process memory_mb fix)\n\n* chore: update uv.lock for langbot-plugin 0.4.10\n\n---------\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
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          "body": "Co-authored-by: Hyu <chenhyu@proton.me>",
          "is_bot": false,
          "headline": "fix mcp sidebar status sync (#2312)",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-07-03T12:23:12Z",
          "body_truncated": false,
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          "body": "Co-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(mcp): add missing MCPLogs import to MCPForm (#2311)",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-03T09:59:02Z",
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        },
        {
          "oid": "96c84740dbe266bc9f5d6c97c714042854e4a9f1",
          "body": "* feat(mcp): add logs tab to MCP server detail panel\n\n- Add MCPLogs component mirroring PluginLogs functionality\n- Add getMcpServerLogs API method to BackendClient\n- Add logs tab to MCPForm detail panel (edit mode only)\n- Add i18n keys (tabLogs, logsLevelAll, logsRefresh, logsAutoRefresh, logsEmpty)\n[…]\nlogs tab\n\n* style: fix prettier in i18n locale files\n\n---------\n\nCo-authored-by: dadachann <dadachann@users.noreply.github.com>\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(mcp): add logs tab to MCP server detail panel (frontend) (#2310)",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-03T08:52:15Z",
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        },
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          "oid": "85b5b5b54b87f12c6a5e66eb4a0bd616dec90dd4",
          "body": "- Add log buffer (_log_buffer: deque with maxlen=500) to RuntimeMCPSession\n- Capture stderr from Box managed process in monitor_process_health loop\n- Add get_mcp_server_logs service method with limit and level filtering\n- Add GET /servers/<server_name>/logs HTTP endpoint\n- Parse log level from stderr lines (error/warning/debug/info)\n- Tests passing: 211 passed, 12 skipped\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(mcp): add MCP server log panel backend (#2308)",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-03T08:05:23Z",
          "body_truncated": false,
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        },
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          "oid": "28bffdef21d812595844eeea77b168eac44ba328",
          "body": "…path (#2309)\n\n_ColdStartRetry was caught in _lifecycle_loop_with_retry which set\n_preserve_managed_process = True — but by then the finally block inside\n_lifecycle_loop had already run and called _cleanup_box_stdio_session(),\nstopping the live managed process (return_code=143 SIGTERM). The cold-sta\n[…]\nly block then\nsees the flag and skips stop_managed_process, leaving the live process\nuntouched for the next handshake attempt.\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(mcp): set _preserve_managed_process before finally in cold-start …",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-03T07:26:18Z",
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          "body": "…ner exit stack (#2307)\n\nThe previous _TransferredStack approach broke anyio lexical context:\nwebsocket_client/ClientSession use anyio task groups whose cancel scope is\nbound to the frame that entered them. Deferring their aclose via a transferred\nexit stack left the underlying memory streams closed\n[…]\nts: cold-start raises _ColdStartRetry (not fatal) when process\n  is alive; raises fatal error when process has actually exited\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(mcp): fix cold-start connection drop by using lexically-intact ow…",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-03T06:58:40Z",
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        },
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          "body": "…306)\n\nA node/npx stdio MCP server (e.g. firecrawl-mcp via npx -y) failed on first\nconnect with Connection closed / Failed after 4 attempts, even though the\nprocess was fine. An npx cold start downloads+installs the package before the\nserver can answer the MCP handshake (measured ~27s for a simple o\n[…]\ne first two handshakes with the process alive and\nasserts the loop retries to success while starting the process exactly once.\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(mcp): retry the stdio handshake during slow (npx) cold starts (#2…",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-03T06:16:57Z",
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          "oid": "9a8cdde86cdec2a2adfc3e463a738b1981680e87",
          "body": "…nt tests) (#2304)\n\n* refactor(mcp): make MCP test reuse the shared Box session instead of a per-test session\n\nTesting an MCP server (config-page \"test\" button) previously spun up a fresh\nisolated mcp-test-<uuid> Box session every time: cold-start the container, run\nthe dependency bootstrap, probe, \n[…]\nopping another server's process.\n\n* chore(deps): pin langbot-plugin 0.4.9 for the nsjail RLIMIT_AS node/npx MCP fix\n\n---------\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "refactor(mcp): make MCP test reuse the shared Box session (near-insta…",
          "author_name": "Hyu",
          "author_login": "dadachann",
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        {
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          "body": "…ers (#2303)\n\n* fix(mcp): survive transient WS transport drops for Box stdio MCP servers\n\nA Box-backed stdio MCP server (e.g. pab1it0/prometheus) would periodically\nerror on the frontend with Box managed process exited unexpectedly /\nFailed after 4 attempts once the session had been alive for a whil\n[…]\nplace.\n\n* style(mcp): ruff format\n\n* chore(deps): pin langbot-plugin 0.4.8 for the managed-process WS heartbeat fix\n\n---------\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(mcp): survive transient WS transport drops for Box stdio MCP serv…",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-03T04:24:24Z",
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          "oid": "f89611f39afacc6fdc8cf81218fb22d78e3da07b",
          "body": null,
          "is_bot": false,
          "headline": "chore: release v4.10.5",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-02T16:59:53Z",
          "body_truncated": false,
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          "body": "Fixes #2301",
          "is_bot": false,
          "headline": "fix: preserve MCP server ids with slashes",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-07-02T16:17:29Z",
          "body_truncated": false,
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        },
        {
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          "body": null,
          "is_bot": false,
          "headline": "Fix monitoring CI regressions",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-02T09:22:33Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "Improve pipeline monitoring and AI tab resilience",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-02T08:53:50Z",
          "body_truncated": false,
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        {
          "oid": "e32e515bc9de956c8a44ae4a73d7a04a98683d98",
          "body": null,
          "is_bot": false,
          "headline": "Tone down tool call bubbles",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-02T08:53:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "c809e3d14fccb74d0c768eb57c5e85547782589e",
          "body": null,
          "is_bot": false,
          "headline": "Add tool call observability",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-02T08:53:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1bc05d5d3f0609fc9a8fc5d0155272016b55024",
          "body": null,
          "is_bot": false,
          "headline": "Improve monitoring conversation turns",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-07-02T08:53:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13dba887d541421bf6499d12046b53dd62e419a2",
          "body": null,
          "is_bot": false,
          "headline": "fix(wecomcs): implement proactive text sends (#2300)",
          "author_name": "Stevenqin",
          "author_login": "StevenQinDev",
          "committed_at": "2026-07-02T06:39:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cc7a13158e1af1817b0b701c50a50ea1e1d00659",
          "body": "* fix(aiocqhttp): resolve group member metadata\n\n* style: ruff format",
          "is_bot": false,
          "headline": "fix(aiocqhttp): resolve group member metadata (#2298)",
          "author_name": "彼方",
          "author_login": "BiFangKNT",
          "committed_at": "2026-07-01T12:00:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7de7c7f714a7713d42db814234b3c9e7ccde8937",
          "body": null,
          "is_bot": false,
          "headline": "docs: update Product Hunt badge to featured",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-30T12:23:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85923e3d7b51374f3253433c2261821862d4a5b3",
          "body": null,
          "is_bot": false,
          "headline": "fix(migrations): shorten mcp resource revision id",
          "author_name": "Junyan Qin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-30T11:39:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c7c6c5dc516150146cc26d5fa923d72cbf15cb78",
          "body": null,
          "is_bot": false,
          "headline": "fix(i18n): add skill tools tooltip translations",
          "author_name": "Junyan Qin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-30T11:37:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b056646696fcd31e69c9da7debabf49b59366420",
          "body": null,
          "is_bot": false,
          "headline": "fix(migrations): add mcp resource preferences",
          "author_name": "Junyan Qin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-30T11:36:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "096ec1a8cebfb65cce67f65c01e36779b5ed87b4",
          "body": "* feat(mcp): support mcp resources\n\n* feat(web): split MCP resources into tab\n\n* docs: add MCP resources PR review\n\n* feat(mcp): productionize resource support\n\n* feat(mcp): scope local agent tools and resources\n\n* fix(web): gate space embedding models behind login\n\n* fix(web): prevent clipped space\n[…]\n: expose skill authoring tools in selector\n\n---------\n\nCo-authored-by: yang.xiang <yang.xiang@advancegroup.com>\nCo-authored-by: Hyu <chenhyu@proton.me>\nCo-authored-by: Junyan Qin <rockchinq@gmail.com>",
          "is_bot": false,
          "headline": "feat(mcp): support mcp resources (#2215)",
          "author_name": "advancer-young",
          "author_login": "advancer-young",
          "committed_at": "2026-06-30T11:16:30Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2618e06492550e017babeb18e2204215d902bbe5",
          "body": null,
          "is_bot": false,
          "headline": "docs: update 302.AI referral link to share.302ai.cn",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-30T09:10:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5c8c0eb17b30cfca8e1037f24909d3e069926cc1",
          "body": null,
          "is_bot": false,
          "headline": "test: use package import paths (#2297)",
          "author_name": "彼方",
          "author_login": "BiFangKNT",
          "committed_at": "2026-06-30T02:51:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ccc51522cfb853e2a3960e4e4a5c9968901e1dcc",
          "body": "* fix(aiocqhttp): normalize image and voice base64 payloads\n\n* fix(aiocqhttp): support file messages from base64 payloads\n\n* test(aiocqhttp): use package import path",
          "is_bot": false,
          "headline": "fix(aiocqhttp): normalize base64 media payloads (#2296)",
          "author_name": "彼方",
          "author_login": "BiFangKNT",
          "committed_at": "2026-06-30T02:51:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a99a83f2d0f66b3154481ea095f284965206d44",
          "body": null,
          "is_bot": false,
          "headline": "chore(scripts): mark scripts executable (#2295)",
          "author_name": "彼方",
          "author_login": "BiFangKNT",
          "committed_at": "2026-06-30T02:50:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebab5343cf980d5622cc5371d0732a1add5e5495",
          "body": "Co-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(i18n): add bots.admins keys to all locale files (#2292)",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-06-27T09:38:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b97cc800d3eb93560a72eef671ccd066f905f693",
          "body": "* feat(platform): migrate bot admins from config.yaml to database\n\n- Add BotAdmin ORM model (bot_admins table) scoped per bot_uuid\n- Add Alembic migration 0007 to create table and migrate legacy config admins\n- Remove top-level admins key from config.yaml template\n- Add GET/POST/DELETE /api/v1/platf\n[…]\nplicate platform/person label in session list and chat header\n- Migrate existing malformed session_id records in DB\n\n---------\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(platform): migrate bot admins from config.yaml to database (#2289)",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-06-27T09:18:19Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "48905ea0801da8540727b8092a55b38c3a5e51bb",
          "body": "* feat(plugin): report deferred response delivery failures\n\n* style: fix ruff format issues in plugin_diagnostics and test_handler_actions\n\n---------\n\nCo-authored-by: RockChinQ <45992437+RockChinQ@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(plugin): report deferred response delivery failures (#2287)",
          "author_name": "彼方",
          "author_login": "BiFangKNT",
          "committed_at": "2026-06-26T15:45:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ddb77fc43cd8ef5f94fe3476a0d36d30c35fe7db",
          "body": "The /change-password and /bind-space endpoints already refuse when\nsystem.allow_modify_login_info is false, but /set-password did not,\nleaving a path to alter login credentials on locked-down deployments\n(e.g. public demo instances). Apply the same guard.\n\nCo-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(api): guard /set-password with allow_modify_login_info (#2288)",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-06-26T08:35:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5b2826fa49d0a5062f0a41b9ea01d2c52cb28a67",
          "body": "* Add performance and reliability QA gates\n\n* test(skills): prepare user path performance gate\n\n* test(skills): add debug chat load gate\n\n* test(skills): extend fake provider load profiles\n\n* test(skills): add debug chat timing and isolation probes\n\n* test(skills): clarify manual QA perf gates",
          "is_bot": false,
          "headline": "Add performance and reliability QA gates (#2283)",
          "author_name": "huanghuoguoguo",
          "author_login": "huanghuoguoguo",
          "committed_at": "2026-06-25T13:02:44Z",
          "body_truncated": false,
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        },
        {
          "oid": "20636ac432ba89bfb59049221d8e6aa0b78c35f8",
          "body": "…load\n\nfix(api): offload password hashing from event loop",
          "is_bot": false,
          "headline": "Merge pull request #2284 from langbot-app/fix/api-password-thread-off…",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-06-25T12:31:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af4260254768fb3d16d8f58b1688597acaea95f8",
          "body": "fix(monitoring): tolerate null API payloads",
          "is_bot": false,
          "headline": "Merge pull request #2285 from langbot-app/fix/monitoring-null-payloads",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-06-25T12:26:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53b20e2b1380c02f69592e3fe81f9af848e7eb71",
          "body": "Normalize monitoring API responses before rendering so empty or error payloads with data:null cannot crash the dashboard. Also guard chart, token, and box session arrays before reading length/map.",
          "is_bot": false,
          "headline": "fix(monitoring): tolerate null API payloads",
          "author_name": "dadachann",
          "author_login": "dadachann",
          "committed_at": "2026-06-25T12:22:01Z",
          "body_truncated": false,
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          "body": null,
          "is_bot": false,
          "headline": "fix(api): offload password hashing from event loop",
          "author_name": "dadachann",
          "author_login": "dadachann",
          "committed_at": "2026-06-25T10:29:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04628d93cb4792eca6455eea5327e1513b6dc389",
          "body": null,
          "is_bot": false,
          "headline": "docs: add architecture guide for agents",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-25T08:17:19Z",
          "body_truncated": false,
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        },
        {
          "oid": "9c22a1521ce88c3de6bae788a659b1bf231844e9",
          "body": null,
          "is_bot": false,
          "headline": "fix(box): defer separated workspace ownership to runtime",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-25T04:09:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c8d503958052356575536e9fefc478749e7e1685",
          "body": null,
          "is_bot": false,
          "headline": "feat(box): expose Docker CPU limit toggle",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-25T03:31:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85d8d9304ecdc2cba1727898ab2433c92f5b24af",
          "body": null,
          "is_bot": false,
          "headline": "fix(web): keep feedback dialog interactive",
          "author_name": "dadachann",
          "author_login": "dadachann",
          "committed_at": "2026-06-24T14:10:19Z",
          "body_truncated": false,
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        },
        {
          "oid": "76471af179d12e669cf99202e8f6a404d40c3c35",
          "body": "Co-authored-by: dadachann <185672915+dadachann@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(web): add sidebar feedback popover",
          "author_name": "Hyu",
          "author_login": "dadachann",
          "committed_at": "2026-06-24T08:43:50Z",
          "body_truncated": false,
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        },
        {
          "oid": "59b2a7cd51a40240e0c03703c46db167d4eb5333",
          "body": null,
          "is_bot": false,
          "headline": "fix(monitoring): hide disabled box status on cloud",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-23T10:40:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a43978ff24a5dc6548df4cdddaf4e8e10df4e412",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): bump version to 4.10.4",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-23T01:15:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3417dd20b32c583300bad30fbd429bbab4d173d",
          "body": null,
          "is_bot": false,
          "headline": "fix(release): derive package version from metadata",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-23T01:10:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2982e7c55329eaea373b2928a8f0f7bf9f71107d",
          "body": null,
          "is_bot": false,
          "headline": "chore(release): bump version to 4.10.3",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-22T15:12:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1e14e926909f790b2934ff2d1bd602464d26d25",
          "body": null,
          "is_bot": false,
          "headline": "chore(deps): bump langbot-plugin to 0.4.6",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-22T15:08:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1c128a15248b5e8b0a459fe48624ead297970032",
          "body": "…vention (root README.md must be English; other langs in readme/)",
          "is_bot": false,
          "headline": "docs(skills/langbot-plugin-dev): document marketplace README i18n con…",
          "author_name": "Junyan Chin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-22T06:39:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8ad1203fd5736289fd25900d314d67897b6a14f5",
          "body": "Move the Page Bot (web_page_bot) embed test page out of the repo root into\nexamples/web-page-bot/ as a proper, LangBot-styled demo: a self-contained\nindex.html that loads the live widget.js against a running instance, plus\nbilingual READMEs mirroring examples/http-bot/.",
          "is_bot": false,
          "headline": "docs(examples): add web-page-bot embed demo, drop stray test-embed.html",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-22T06:17:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "144bec371c319b2c5f06bc987b29707a233fb90d",
          "body": "* docs(platform): add HTTP Bot adapter design (RFC)\n\nStandalone server-to-server HTTP adapter for driving a pipeline from external\nsystems (LangBot Space ticketing et al). Inbound via the existing unified\nwebhook route; outbound via signed callback POSTs. Preserves pipeline-native\nN->1 aggregation a\n[…]\nto docs.langbot.app\n\n* style(platform): make http_bot icon a transparent monochrome </> so WebUI tints it like other adapters\n\n* Revert to colorful </> badge for http_bot icon (WebUI renders it as-is)",
          "is_bot": false,
          "headline": "feat(platform): standalone HTTP Bot adapter (server-to-server) (#2274)",
          "author_name": "Junyan Chin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-22T05:38:00Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "74a18191dd34cf7f336f62891100ed3464179797",
          "body": "The plain `docker compose up -d` leaves the Box sandbox runtime off\n(it's gated behind the box/all profile), so sandbox tools, skill\nadd/edit and stdio MCP don't work out of the box. Use\n`docker compose --profile all up -d` across all 9 README translations so\nthe default quick-start brings up the sandbox-capable stack.",
          "is_bot": false,
          "headline": "docs(readme): default docker compose command starts the sandbox",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T17:18:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a15c98eb06db0e202a178d5145f59a95d91b18b2",
          "body": "The in-product plugin/add-extension help links went through\nlink.langbot.app/{lang}/docs/plugins, which now 404s (it resolved to the\nremoved /usage/plugin/plugin-intro path). Point them directly at the\ncurrent docs page docs.langbot.app/{lang}/plugin/plugin-intro (verified\n200 for zh/en/ja).",
          "is_bot": false,
          "headline": "fix(web): point plugin help links to working docs URL",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T16:59:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbe17cde6c518d1629705c0b01f9fd10d766094d",
          "body": "The previous truncate/shrink-0 pass only touched leaf nodes, but the\nmin-content floor was set by two ancestors: the flex-1 left group lacked\nmin-w-0, and CardHeader is a CSS grid whose implicit single column\ndefaults to min-content. Constrain both (min-w-0 on the header grid +\nexplicit grid-cols-[minmax(0,1fr)], min-w-0 on the inner flex groups) so\nthe provider name / base_url+key subtitle actually truncate instead of\nforcing the card — and the whole settings modal — wider than the viewport.",
          "is_bot": false,
          "headline": "fix(web): provider card overflow on mobile via grid/flex min-width floor",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T16:54:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "876e8bf80475e375eacbdddb99b9c2cb907f2fd3",
          "body": "- PanelToolbar: allow wrapping and tighten padding on small screens so the\n  primary action (e.g. \"创建 API 密钥\") no longer runs off the dialog edge.\n- ProviderCard header: let the provider name truncate and pin the model-count\n  badge and right-side action group with shrink-0 so credits / + controls stay\n  inside the card on narrow viewports.",
          "is_bot": false,
          "headline": "fix(web): mobile overflow in settings panels",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T16:48:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3848c9d05037bf8b6a5198ba93cefca7d9e2d6a",
          "body": "Radix tooltips open on hover/focus only and stay closed on touch input,\nso on mobile every hover tooltip was unreachable. Detect coarse/no-hover\npointers via matchMedia and drive the tooltip's open state ourselves so a\ntap on the trigger toggles it. Desktop hover/focus behaviour is unchanged\n(we only intercept the tap when the device has no hover capability). Fixes\nall tooltips app-wide from the shared primitive.",
          "is_bot": false,
          "headline": "feat(web): make tooltips tap-toggleable on touch devices",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T16:46:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85743cc75f3faf16cd751bafaf77e4d09d6f0e55",
          "body": "The PostgreSQL migration test had the same hardcoded 0005 head\nassertion as the SQLite one; resolve the actual head from the Alembic\nScriptDirectory so 0006 (and future migrations) don't break it.",
          "is_bot": false,
          "headline": "fix(tests): make Postgres migration head test revision-agnostic",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T16:10:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c689b10c0da4b002ad976b554f7e7a9a6fd10446",
          "body": "…ision-agnostic\n\nCI follow-up to the local/remote MCP work:\n\n- Apply ruff format to provider/tools/loaders/mcp.py and the 0006\n  normalize-remote-mode migration (Lint job failed on formatting).\n- test_migrations.py hardcoded the head revision as 0005_*, which broke\n  once 0006 landed. Resolve the actual head from the Alembic\n  ScriptDirectory so future migrations don't require editing the test.",
          "is_bot": false,
          "headline": "fix(mcp): ruff format remote-mode files; make migration head test rev…",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T16:04:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "812b1fff4c61630ca0a1b33fa2b648c88cb03349",
          "body": "… auto-refresh as switch\n\nTwo unrelated frontend fixes:\n\n- LanguageSelector mounts each time the sidebar account dropdown opens and\n  unconditionally called i18n.changeLanguage() on mount, emitting a\n  languageChanged event even when the language was unchanged. That handed\n  every useTranslation() c\n[…]\nhange.\n\n- Plugin logs auto-refresh control changed from a toggle Button to a\n  Switch + Label; the on/off button i18n keys are replaced by a single\n  static logsAutoRefresh label across all 8 locales.",
          "is_bot": false,
          "headline": "fix(web): stop spurious page refresh on account menu open; plugin log…",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T15:58:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "9daf22d6613816c159467e9f296a066aef5870c8",
          "body": "…+ countdown ring)\n\nPort the Space marketplace recommendation carousel UX into the in-app\nadd-extension page: a 10s auto-advance driven by a smooth countdown ring\nthat doubles as a pause/resume toggle, and manual prev/next now reset the\ncountdown. Adds market.recommendation.{pause,resume} across 8 locales.",
          "is_bot": false,
          "headline": "feat(plugin-market): align recommendation carousel with Space (pause …",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T15:48:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "42a2c70b145bae82355d174df9a832c734361b4a",
          "body": "Replace fixed grid-cols breakpoints (which forced up to 4 narrow cards on\nwide screens) with auto-fill columns and a 24rem minimum card width on\nboth the main market grid and the featured recommendation rows. The\nfeatured rows already measure real column count via ResizeObserver, so\npagination adapts automatically.",
          "is_bot": false,
          "headline": "style(plugin-market): widen marketplace cards via auto-fill min width",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T15:21:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "64ed6d994ba1ac1544e8f45d4ea462a1e909a9f2",
          "body": "Replace the three-way transport choice (stdio / sse / httpstream) for\nconnecting LangBot to external MCP servers with two modes: local (stdio)\nand remote. Remote servers only require a URL; the runtime auto-detects\nthe transport (tries Streamable HTTP, falls back to SSE).\n\n- provider/tools/loaders/m\n[…]\n edit auto-maps legacy sse/http to remote; show tools after test in\n  create mode from task metadata; remove dead plugins/mcp-server/ tree\n- i18n: local/remote labels + mode/url hints across 8 locales",
          "is_bot": false,
          "headline": "feat(mcp): simplify external MCP server config to local/remote modes",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T15:20:32Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "2ff854f79ae867d03c9e2404e0d356eacbc42d25",
          "body": "…tdio MCP servers\n\nThe final runtime image (used by langbot/plugin_runtime/box) shipped uv and\ndocker-cli but no node, so any npx-launched stdio MCP server inside the box\nsandbox exited with return_code=127 (command not found). Install Node.js 22\nLTS via NodeSource; node/npx land in /usr/bin, which is on the nsjail\nread-only mount whitelist (_READONLY_SYSTEM_MOUNTS) and is bound into the\nsandbox chroot automatically.",
          "is_bot": false,
          "headline": "build(Dockerfile): install Node.js LTS so sandbox can run npx-based s…",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T12:15:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "52c096ea4c7b3dac8f52c49a78a3249505984053",
          "body": "Python (pyproject.toml + uv.lock):\n- aiohttp 3.14.0 -> 3.14.1 (8 alerts: medium+low)\n- cryptography -> 49.0.0 (high, floor 48.0.1)\n- langchain -> 1.3.10 (medium, floor 1.3.9)\n- langsmith -> 0.8.18 (high)\n- starlette 1.2.1 -> 1.3.1 (high+low, transitive)\n- pydantic-settings 2.12.0 -> 2.14.2 (medium, \n[…]\nupstream patch, left + reported):\n- chromadb critical <=1.5.9 (1.5.9 is latest)\n- PyPDF2 medium (deprecated; needs pypdf migration)\n\nVerified: uv sync + import check, pnpm frozen-lockfile, vite build.",
          "is_bot": false,
          "headline": "chore(deps): patch Dependabot vulns (Python + JS)",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T11:43:54Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "eda80030b58f39f6dc89a97660e2e583147f8f83",
          "body": "Update instructions for starring and watching the repository.",
          "is_bot": false,
          "headline": "Improve README_CN.md with clearer Star instructions",
          "author_name": "Junyan Chin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T11:34:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dfbd176e420f4d473d146902e0907ff60d5d2d9b",
          "body": "…on langbot.app",
          "is_bot": false,
          "headline": "docs(readme): move Star & Watch CTA after Key Capabilities, host gif …",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T11:33:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6ddd24ae6820b87768f0caafd83a74381b03f506",
          "body": null,
          "is_bot": false,
          "headline": "docs(readme): restore Star & Watch CTA with star.gif across all locales",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-21T11:25:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2cdbb621bf4e848bf95b55e525954b4c67e5714",
          "body": "…or dashboard, plugin detail & models dialog",
          "is_bot": false,
          "headline": "Merge branch 'fix/mobile-responsive-pages': mobile responsive fixes f…",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-20T14:58:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b92d54254b31518bf7da68dc1bb9a46da1064914",
          "body": "… models dialog\n\n- monitoring: stack filters full-width, scrollable tab bar, reduce card/content padding on mobile\n- models dialog: provider form modal no longer overflows viewport on small screens; shared panel body padding shrinks on mobile\n- plugin logs: reduce horizontal padding on mobile",
          "is_bot": false,
          "headline": "fix(web): improve mobile responsiveness of dashboard, plugin detail &…",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-20T14:42:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d22fa82d7caeebf32d4456499b169da03e9e3cf2",
          "body": null,
          "is_bot": false,
          "headline": "fix(skills): bootstrap generated lbs wrapper (#2270)",
          "author_name": "huanghuoguoguo",
          "author_login": "huanghuoguoguo",
          "committed_at": "2026-06-20T09:24:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e9dd5847926e04627f7250393a0e05c47dc885b0",
          "body": "* feat(api): support global API key from config.yaml (api.global_api_key)\n\nAccept a config-defined global API key anywhere a web-UI key is accepted\n(X-API-Key / Bearer), with no login session and no DB record. Useful for\nautomated deployments and AI agents (HTTP API + MCP). Defaults to empty\n(disabl\n[…]\ncs(skills): note MCP instance control in dev/testing skills\n\nAll development-guidance skills now point to the LangBot instance MCP\nserver (/mcp) and the Space marketplace MCP server, reusing API keys.",
          "is_bot": false,
          "headline": "feat: MCP server + in-repo skills (agent-friendly platform) (#2269)",
          "author_name": "Junyan Chin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-20T07:14:47Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "91906d73be1a04d54f0e26a681747ba2c66063db",
          "body": "Place the populated management-dashboard screenshot (already used on the\ndocs homepage) near the top of every localized README — right after the\nopening \"What is LangBot?\" paragraph and before the Key Capabilities\nlist. The image ships in res/ so it resolves on GitHub, PyPI and mirrors\nwithout hotlinking the docs site. Alt text is localized per language and\ncarries product + feature keywords for SEO.\n\nCovers: en, zh-CN, zh-TW, ja, es, fr, ko, ru, vi.",
          "is_bot": false,
          "headline": "docs(readme): add web panel dashboard screenshot to all READMEs",
          "author_name": "RockChinQ",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-20T03:20:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "acfac4210787fc6b856e6f95c035bc04af108bc4",
          "body": "…t_signature (#2265)\n\nUpdate _normalize_stream_tool_calls to preserve provider_specific_fields\n(including thought_signature) from streaming tool call chunks. Also preserve\nprovider_specific_fields from delta in invoke_llm_stream.\n\nThis ensures Gemini's thought_signature is round-tripped correctly:\n1\n[…]\nd in Message/ToolCall entities (via SDK changes)\n3. _convert_messages includes it in the next request\n\nAlso add unit tests for provider_specific_fields round-tripping.\n\nFixes: langbot-app/LangBot#1899",
          "is_bot": false,
          "headline": "fix(litellmchat): preserve provider_specific_fields for Gemini though…",
          "author_name": "huanghuoguoguo",
          "author_login": "huanghuoguoguo",
          "committed_at": "2026-06-19T15:26:12Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "492827ea7528afd9df11119a567e5886f9eccc98",
          "body": null,
          "is_bot": false,
          "headline": "Add plugin rerank invocation action (#2242)",
          "author_name": "huanghuoguoguo",
          "author_login": "huanghuoguoguo",
          "committed_at": "2026-06-19T15:25:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4538fca90106f13519d23a3faf4a13383809f524",
          "body": "Bumps the pinned langbot-plugin SDK from 0.4.4 to 0.4.5, which adds\n`provider_specific_fields` to the Message/ToolCall entities. This is the\nSDK dependency required by the Gemini thought_signature fix (#1899, #2265).\n\nThe lock update is scoped to langbot-plugin only. pylibseekdb is deliberately\nheld at 1.1.0: a free re-resolve drifts it to 1.3.0 (pyseekdb==1.1.0.post3\nhas no upper bound on it), which is out of scope here and should be handled\nin a separate dependency-upgrade PR.",
          "is_bot": false,
          "headline": "chore(deps): bump langbot-plugin to 0.4.5 (#2266)",
          "author_name": "huanghuoguoguo",
          "author_login": "huanghuoguoguo",
          "committed_at": "2026-06-19T15:13:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b02c9517f6d9abfc0cf51f3b03fa3d30bd31e073",
          "body": "…264)\n\nAdding a Kimi/Moonshot provider failed model scanning out of the box for\nCN-region API keys: the single preset defaulted its base URL to the\nglobal endpoint `https://api.moonshot.ai/v1`, but CN-issued keys are only\nvalid against `https://api.moonshot.cn/v1`, so scanning returned\n`401 Invalid \n[…]\nep base_url as a free-text field, so users behind a proxy / one-api\ngateway can still enter a custom endpoint. Both carry the same `kimi`\nsearch aliases so either shows up when searching.\n\nFixes #2232",
          "is_bot": false,
          "headline": "feat(modelmgr): split Moonshot/Kimi into Global and China presets (#2…",
          "author_name": "Junyan Chin",
          "author_login": "RockChinQ",
          "committed_at": "2026-06-19T10:39:58Z",
          "body_truncated": true,
          "is_coding_agent": false
        }
      ],
      "releases_count": 100,
      "commits_last_year": 1133,
      "latest_release_at": "2026-07-16T13:58:35Z",
      "latest_release_tag": "v4.10.6",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 52,
      "days_since_latest_release": 5,
      "mean_days_between_releases": 6.3
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 62,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "langbot",
          "exists": true,
          "license": null,
          "keywords": [
            "bot",
            "agent",
            "telegram",
            "plugins",
            "openai",
            "instant-messaging",
            "wechat",
            "qq",
            "dify",
            "llm",
            "chatgpt",
            "deepseek",
            "onebot",
            "Development Status :: 5 - Production/Stable",
            "Framework :: AsyncIO",
            "Framework :: Robot Framework",
            "Framework :: Robot Framework :: Library",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Topic :: Communications :: Chat"
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                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection is not maximal on development and all release branches",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "27 out of 27 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 10/30 approved changesets -- score normalized to 3",
                "points": 2.2,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 11 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": "30 commit(s) and 20 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 detected",
                "points": 5,
                "status": "met",
                "details": [],
                "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 not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "40 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "moderate",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 963 resolved dependencies against OSV; 1 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "indirect_dependencies_free_of_known_advisories"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_repository",
                "params": {
                  "assessed": 963
                }
              },
              {
                "code": "advisories_unassessed",
                "params": {
                  "count": 1
                }
              },
              {
                "code": "advisories_repo_graph_caveat",
                "params": {}
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 52,
            "inputs": {
              "source": "osv",
              "advisories": 54,
              "affected_packages": 16,
              "assessed_packages": 963,
              "unassessed_packages": 1,
              "affected_by_severity": "critical 2, high 9, moderate 5",
              "direct_affected_packages": 5
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "5 affected: chromadb 1.4.1 (critical 9.8), pillow 12.2.0 (critical 9.1), axios 1.17.0 (high 8.2), +2 more",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_affected",
                    "params": {
                      "count": 5,
                      "packages": "chromadb 1.4.1 (critical 9.8), pillow 12.2.0 (critical 9.1), axios 1.17.0 (high 8.2)"
                    }
                  },
                  {
                    "code": "advisories_affected_more",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "transitive set not separable from development and test dependencies in this scope",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_scope_not_separable",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "1 advisory-carrying package(s) unaddressed past 90 days; oldest published 1117 days ago",
                "points": 34.6,
                "status": "partial",
                "details": [
                  {
                    "code": "advisories_stale",
                    "params": {
                      "days": 90,
                      "count": 1,
                      "oldest": 1117
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "excellent",
            "name": "Malicious dependencies",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "source": "osv",
              "meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
              "packages": [],
              "red_flag": false,
              "assessed_packages": 963,
              "malicious_packages": 0,
              "direct_malicious_packages": 0,
              "withdrawn_malicious_packages": 0,
              "installable_malicious_packages": 0
            },
            "components": [
              {
                "key": "no_dependency_reported_as_a_malicious_package",
                "name": "No dependency reported as a malicious package",
                "detail": "no dependency is reported as a malicious package",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "no_malicious_dependencies",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 5
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "good",
        "name": "AI Readiness",
        "value": 77,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "excellent",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 85,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.92,
              "agent_instruction_files": [
                "AGENTS.md",
                "CLAUDE.md",
                "skills/AGENTS.md"
              ],
              "agent_instruction_max_bytes": 4514
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "AGENTS.md, CLAUDE.md, skills/AGENTS.md",
                "points": 45,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "AGENTS.md, CLAUDE.md, skills/AGENTS.md"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "92 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 92,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 77,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json",
                "pnpm-lock.yaml",
                "uv.lock"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [
                "Makefile"
              ],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [
                "web/tsconfig.json"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Makefile"
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": "eslint.config.mjs",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "eslint.config.mjs"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "web/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "web/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile, lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 81,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 143014,
              "source_files_sampled": 874,
              "oversized_source_files": 21
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (web/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "web/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "21/874 source files over 60KB",
                "points": 53.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 874,
                      "oversized": 21
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "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": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "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": [
    "deps.dev does not index pypi:langbot@4.10.6; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T23:08:00.446153Z",
  "schema_version": "0.25.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/l/langbot-app/LangBot.svg",
  "full_name": "langbot-app/LangBot",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

Пов’язані записи

Перевірені репозиторії, що мають спільні каталожні теги або екосистеми з langbot-app/LangBot. Читати поруч →

87OpenHands/OpenHands🙌 OpenHands: AI-Driven DevelopmentВідмінний93deepset-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.Відмінний88vllm-project/vllmA high-throughput and memory-efficient inference and serving engine for LLMsВідмінний94run-llama/llama_indexLlamaIndex is the leading document agent and OCR platformВідмінний89ag2ai/ag2AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3xВідмінний89microsoft/semantic-kernelIntegrate cutting-edge LLM technology quickly and easily into your appsВідмінний

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 v0.25.0 — повна методологія · вікі метрик.

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