Публічний реєстрДобрий
Звіт про здоров'я програмного забезпеченнясхема 0.23.0 · метрики 1.13.0 · 2026-07-21 21:13 UTC
brainlid / langchain
Elixir implementation of a LangChain style framework that lets Elixir projects integrate with and leverage LLMs.
brainlid/langchain має індекс здоров’я 72 зі 100, що відповідає смузі «Добрий». Найвищий показник — Vitality (96/100), найнижчий — Security (60/100). Останнє оновлення було 7 днів тому. Більшість нещодавньої роботи виконує один учасник.
72
загалом / 100Індекс 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.
72
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)
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
Mark EricksenОсобистий обліковий запис
194 підписники43 публічні репозиторіїз трав. 2011 р.@superfly
Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.
Пакетні екосистеми
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація |
|---|---|---|---|---|---|
| Hex | langchain | 0.9.2 | 58 079 | 51 | 13 днів тому |
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
96
Активність розробки
94Відмінний
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 7 дн. тому |
| 30.5/36 | Ритм комітів — 44/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 205 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 205 |
| human_commit_share | 0,93 |
| days_since_last_push | 7 |
| active_weeks_last_year | 44 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 51 релізів |
| 36/36 | Свіжість релізів — останній реліз 13 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~6,3 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 51 |
| latest_release_tag | v0.9.2 |
| releases_from_tags | ні |
| days_since_latest_release | 13 |
| mean_days_between_releases | 6,3 |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
66
Популярність і впровадження
76Добрий
Як обчислюється оцінка
| 49.8/60 | Зірки — 1 183 зірок |
| 19.3/25 | Форки — 209 форків |
| 7.1/15 | Спостерігачі — 20 спостерігачів |
Використані вхідні дані
| forks | 209 |
| stars | 1 183 |
| watchers | 20 |
| growth_state | organic |
| growth_factor_pct | 100 |
Здоров'я спільноти
44У зоні ризику
Як обчислюється оцінка
| 22.5/22.5 | README |
| 16.9/22.5 | Ліцензія — файл ліцензії наявний, не є визнаною ліцензією |
| 0/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Як обчислюється оцінка
| 63.5/80 | Щомісячні завантаження — 58 079 завантажень/місяць у hex |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
Використані вхідні дані
| packages | langchain |
| dependents | — |
| ecosystems | hex |
| total_downloads | 776 990 |
| monthly_downloads | 58 079 |
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
65
Стійкість мейнтейнерів (бас-фактор)
38У зоні ризику
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 5.9/22.5 | Розподіл комітів — головний контриб’ютор — автор 74% комітів |
| 13.5/13.5 | Широта контриб’юторів — 88 контриб’юторів |
| 10/10 | OpenSSF Scorecard: Contributors — project has 16 contributing companies or organizations |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 88 |
| top_contributor_share | 0,739 |
Реактивність на issue та PR
72Добрий
Як обчислюється оцінка
| 37/46.8 | Вирішення issue — закрито 79% issue |
| 32.5/38.3 | Прийняття PR — злито 358/421 вирішених PR |
| 3/15 | OpenSSF Scorecard: Code-Review — Found 6/25 approved changesets -- score normalized to 2 |
Використані вхідні дані
| merged_prs | 358 |
| open_issues | 25 |
| closed_issues | 95 |
| issue_closed_ratio | 0,792 |
| closed_unmerged_prs | 63 |
Власність та опіка
63Помірний
Як обчислюється оцінка
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 16.5/25 | Охоплення власника — 194 підписників у brainlid |
| 24/25 | Послужний список — 43 публічних репозиторіїв, вік облікового запису ~15 р. |
Використані вхідні дані
| followers | 194 |
| owner_type | User |
| is_verified | — |
| owner_login | brainlid |
| public_repos | 43 |
| account_age_days | 5 536 |
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Супровід пакетів
100Відмінний
Як обчислюється оцінка
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у hex |
| 35/35 | Свіжість публікацій — остання публікація 13 дн. тому |
| 20/20 | Історія версій — 51 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
Використані вхідні дані
| packages | langchain |
| ecosystems | hex |
| any_deprecated | ні |
| min_days_since_publish | 13 |
Інженерна якість
Чи наявні базові інженерні практики та документація?
67
Інженерні практики
68Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 1 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Документація
65Помірний
Як обчислюється оцінка
| 30/30 | README |
| 0/25 | Каталог документації |
| 15/15 | Сайт документації / домашня сторінка — https://hexdocs.pm/langchain/ |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 8 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | chatgpt, elixir, langchain, llm, ai, anthropic, bumblebee, claude-ai |
| has_wiki | ні |
| homepage | https://hexdocs.pm/langchain/ |
| has_readme | так |
| has_docs_dir | ні |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
60
Стан безпеки
60Помірний
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 1.5/7.5 | Code-Review — Found 6/25 approved changesets -- score normalized to 2 |
| 2.5/2.5 | Contributors — project has 16 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.2/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — немає даних |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 7.5/7.5 | Token-Permissions — GitHub workflow tokens follow principle of least privilege |
| 0/7.5 | Vulnerabilities — 11 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 6,1 |
Виключено з оцінювання (немає даних або не застосовно): packaging, signed_releases. Залишкові ваги перенормовано.
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.
74
Контекст і настанови для агентів
85Відмінний
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — .cursor/rules/changelog-rules.mdc, AGENTS.md, CLAUDE.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 86 з 93 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,925 |
| agent_instruction_files | .cursor/rules/changelog-rules.mdc, AGENTS.md, CLAUDE.md |
| agent_instruction_max_bytes | 11 639 |
Як обчислюється оцінка
| 12.6/18 | Розгортання однією командою — mix.exs (домовленість інструментарію, без раннера задач) |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — lockfile |
| 10/10 | Підтверджена практика роботи з агентами — 22 з останніх 100 комітів створено агентом або з його зазначенням |
| 8/8 | Автоматизоване супроводження — 7 з останніх 100 комітів — автоматичні оновлення залежностей |
| 10/10 | OpenSSF Scorecard: Pinned-Dependencies — all dependencies are pinned |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | mix.lock |
| has_dockerfile | ні |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | — |
| agent_commit_share | 0,22 |
| toolchain_manifests | mix.exs |
| dependency_bot_commit_share | 0,07 |
Читабельність коду для моделей
52Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Elixir без конфігурації перевірки типів |
| 52.4/55 | Керовані розміри файлів — 8/172 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Elixir |
| largest_source_bytes | 180 612 |
| source_files_sampled | 172 |
| oversized_source_files | 8 |
Ключові факти
1 183зірок GitHub
88контриб'юторів
205комітів за останні 12 місяців
7днів від останнього пушу
51релізів
1бас-фактор
25відкритих issue
Hexпакетних екосистем
Докладніше
Історія зірок і форків 1 183 ★ / 209 ⇿
1 183Зірки
209Форки
51Релізи
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.
Мажорні 0Мінорні 9Патчі 35
Кожна точка охоплює 3 днів.
OpenSSF Scorecard 6.1 / 10
6.1сукупно
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).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 2 | Code-Review | Found 6/25 approved changesets -- score normalized to 2 |
| 10 | Contributors | project has 16 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 9 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10 |
| н/д | Packaging | packaging workflow not detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 10 | Token-Permissions | GitHub workflow tokens follow principle of least privilege |
| 0 | Vulnerabilities | 11 existing vulnerabilities detected |
Прямі залежності 11
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| Hex | no_warn | priv/plts/project.plt | mix.exs |
| Hex | ecto | ~> 3.10 or ~> 3.11 | mix.exs |
| Hex | gettext | ~> 0.26.2 or ~> 1.0.0 | mix.exs |
| Hex | req | >= 0.5.3 | mix.exs |
| Hex | mint_web_socket | ~> 1.0 | mix.exs |
| Hex | nimble_parsec | ~> 1.4 | mix.exs |
| Hex | abacus | ~> 2.1.0 | mix.exs |
| Hex | nx | >= 0.7.0 | mix.exs |
| Hex | opentelemetry_api | ~> 1.4 | mix.exs |
| Hex | dotenvy | ~> 1.1 | mix.exs |
| Hex | req_llm | >= 1.6.0 | mix.exs |
Усі залежності 0
Повний розв'язаний набір залежностей із графа залежностей GitHub: 0 прямих і 0 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|
Сповіщення про залежності не оцінено
Звірка сповіщень не відбулася для цього звіту: No resolved dependencies to assess
Звіт у форматі JSON машиночитний
{
"data": {
"repo": {
"topics": [
"chatgpt",
"elixir",
"langchain",
"llm",
"ai",
"anthropic",
"bumblebee",
"claude-ai"
],
"is_fork": false,
"size_kb": 2413,
"has_wiki": false,
"homepage": "https://hexdocs.pm/langchain/",
"languages": {
"Elixir": 2750591
},
"pushed_at": "2026-07-14T16:46:50Z",
"created_at": "2023-07-12T17:27:16Z",
"owner_type": "User",
"updated_at": "2026-07-21T08:40:12Z",
"description": "Elixir implementation of a LangChain style framework that lets Elixir projects integrate with and leverage LLMs.",
"is_archived": false,
"is_disabled": false,
"license_spdx": null,
"default_branch": "main",
"license_spdx_raw": "NOASSERTION",
"primary_language": "Elixir",
"significant_languages": [
"Elixir"
]
},
"owner": {
"blog": null,
"name": "Mark Ericksen",
"type": "User",
"login": "brainlid",
"company": "@superfly",
"location": "Utah",
"followers": 194,
"avatar_url": "https://avatars.githubusercontent.com/u/808984?v=4",
"created_at": "2011-05-25T02:53:07Z",
"is_verified": null,
"public_repos": 43,
"account_age_days": 5536
},
"license": {
"state": "custom",
"spdx_id": null,
"raw_spdx": "NOASSERTION",
"file_present": true,
"scorecard_found": true,
"profile_has_license": true
},
"activity": {
"releases": [
{
"tag": "v0.9.2",
"kind": "patch",
"published_at": "2026-07-08T17:48:39Z"
},
{
"tag": "v0.9.1",
"kind": "patch",
"published_at": "2026-07-08T13:07:30Z"
},
{
"tag": "v0.9.0",
"kind": "minor",
"published_at": "2026-07-07T23:36:31Z"
},
{
"tag": "v0.8.14",
"kind": "patch",
"published_at": "2026-06-26T14:39:27Z"
},
{
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"headline": "fix max_runs check when used with until_tool_used (#553)",
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"committed_at": "2026-05-15T03:09:49Z",
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"body": "- tool call bug issue",
"is_bot": false,
"headline": "handle an OpenAI streamed chunk format (#551)",
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"author_login": "brainlid",
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"body": "* message_delta tool call status helpers\n\n* formatting",
"is_bot": false,
"headline": "Add MessageDelta streaming tool-call status helpers (#549)",
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"author_login": "brainlid",
"committed_at": "2026-05-13T13:52:07Z",
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"headline": "remove zoi as a dependency (#547)",
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"headline": "prep for v0.8.7 (#546)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-05-12T23:07:55Z",
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"is_bot": false,
"headline": "Make sure the tool name is always provided to ToolResult also on erro…",
"author_name": "Nelson Kopliku",
"author_login": "nelsonkopliku",
"committed_at": "2026-05-12T22:58:41Z",
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"oid": "e4dfd4de614de427cd067174b3f76913724f12b4",
"body": "…tting (#540)\n\n* ChatOpenAIResponses: Fix streaming parser for SSE event boundary splitting\n\nStreaming responses from OpenAI's Responses API were mostly failing —\ntypically only the first delta arrived before all subsequent events\nstopped parsing, no further callbacks fired, and chains hung\nindefini\n[…]\nCo-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Mark Ericksen <brainlid@gmail.com>\nCo-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>",
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"headline": "ChatOpenAIResponses: Fix streaming parser for SSE event boundary spli…",
"author_name": "Monte Brown",
"author_login": "montebrown",
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"headline": "ToolCall: Fix crash when merging binary arguments into already-decode…",
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"body": "…541)\n\nAnthropic's API accepts output_config as a top-level request parameter\nthat controls output behavior such as adaptive thinking effort.\n\n- Added output_config :map field to the embedded schema\n- Added :output_config to @create_fields so it passes through cast\n- Added set_output_config/1 clause to include it in the API request body",
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"headline": "ChatAnthropic: Add output_config field for thinking effort control (#…",
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"is_bot": false,
"headline": "LLMChain: Improve error handling for unexpected response formats in d…",
"author_name": "Monte Brown",
"author_login": "montebrown",
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"body": "* feat: add :parse_args callback to LangChain.Function\n\nAdds an opt-in 1-arity `:parse_args` callback that runs after the built-in\nrequired-key check and before the user-supplied tool body. The parser\nreceives the raw, string-keyed arguments from the LLM and returns one of:\n\n :ok \n[…]\nesetting mix.lock to match main; the only meaningful change for this\nPR is the new `{:zoi, \"~> 0.17.0\", optional: true}` line in mix.exs,\nwhich is satisfied by zoi 0.17.1 already present transitively.",
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"headline": "feat: add :parse_args callback to LangChain.Function (#544)",
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"body": "Bumps [actions/checkout](https://github.com/actions/checkout) from 5.0.1 to 6.0.2.\n- [Release notes](https://github.com/actions/checkout/releases)\n- [Changelog](https://github.com/actions/checkout/blob/main/CHANGELOG.md)\n- [Commits](https://github.com/actions/checkout/compare/93cb6efe18208431cddfb83\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump actions/checkout from 5.0.1 to 6.0.2 (#516)",
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"author_login": "dependabot[bot]",
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"body": "Bumps [actions/cache](https://github.com/actions/cache) from 4.3.0 to 5.0.5.\n- [Release notes](https://github.com/actions/cache/releases)\n- [Changelog](https://github.com/actions/cache/blob/main/RELEASES.md)\n- [Commits](https://github.com/actions/cache/compare/0057852bfaa89a56745cba8c7296529d2fc3983\n[…]\nirect:production\n update-type: version-update:semver-major\n...\n\nSigned-off-by: dependabot[bot] <support@github.com>\nCo-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>",
"is_bot": true,
"headline": "build(deps): bump actions/cache from 4.3.0 to 5.0.5 (#525)",
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"author_login": "dependabot[bot]",
"committed_at": "2026-05-12T03:00:08Z",
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"body": "- updated changelog\n- improve CI caching",
"is_bot": false,
"headline": "prep for 0.8.6 (#537)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-05-05T03:47:07Z",
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"headline": "add a missing typespec return (#536)",
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"committed_at": "2026-05-05T03:35:53Z",
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"body": "* add dialyzer\n- clean up issues\n\n* updated dialyzer config\n- updated CI for running and caching",
"is_bot": false,
"headline": "Add dialyzer to project, CI, and clean up type-spec issues (#535)",
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"author_login": "brainlid",
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"body": "* handle nil interrupt data in steps\n\n* formatting",
"is_bot": false,
"headline": "Handle nil interrupt_data in Steps.extract_interrupt_data/1 (#534)",
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"author_login": "brainlid",
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"headline": "adding support for thinking to ollama models (#532)",
"author_name": "Nolan Evans",
"author_login": "nolman",
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"oid": "caad59e8c2ffba82193c809434b0622c974dc9ca",
"body": "…to a list (#533)\n\n* Handle single-map responses in `DataExtractionChain`\n\n* Handle single-map responses in `DataExtractionChain`\n\n* Updated changelog ?\n\n* fixed changelog\n\n* update version\n\n* Update mix.exs\n\nDon't change the version here\n\n* Update CHANGELOG.md\n\nChangelog update\n\n---------\n\nCo-authored-by: Mark Ericksen <brainlid@gmail.com>",
"is_bot": false,
"headline": "DataExtractionChain: normalize single-object extraction tool results …",
"author_name": "Chukwudi Ajoku",
"author_login": "Chuukwudi",
"committed_at": "2026-05-02T18:46:30Z",
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"is_bot": false,
"headline": "update for v0.8.5 (#531)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-30T20:48:53Z",
"body_truncated": false,
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"oid": "ffcff215c6ce8fd928da7469b9c8dd0173d921eb",
"body": null,
"is_bot": false,
"headline": "add new tool callback (#530)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-30T20:10:30Z",
"body_truncated": false,
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{
"oid": "0574327f32d31841c4a946e6183ca1c041654d2d",
"body": null,
"is_bot": false,
"headline": "recover from invalid streamed json (#528)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-25T04:16:36Z",
"body_truncated": false,
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"oid": "4e7f013aa13f18dca8b80bfda6ef364bf70b08f9",
"body": null,
"is_bot": false,
"headline": "updated version and changelog (#527)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-24T22:09:57Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "268420e2ad7837ea9d60a0210f6e463c5c3bde01",
"body": null,
"is_bot": false,
"headline": "exclude directory for local docs",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-24T22:04:56Z",
"body_truncated": false,
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"oid": "507bb8700146eb119991f9e540c9edcc8a2a428a",
"body": "* prompt template security warning in docs\n\n* security concerns being addressed\n\n* security review\n- added sobelow and included in `mix precommit`\n- added \"skip\" config after evaluating each\n- added expanded prompt_template security tests",
"is_bot": false,
"headline": "Security hardening: API key leak fix, EEx docs, sobelow gate (#526)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-24T21:47:49Z",
"body_truncated": false,
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"headline": "updated changelog, minor bump (#524)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-22T17:45:05Z",
"body_truncated": false,
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"headline": "adding support for structured outputs from ollama",
"author_name": "Nolan Evans",
"author_login": "nolman",
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{
"oid": "f6d0400455e0e3359a33c2cce706784df2bd3550",
"body": "…ntent parts (#523)\n\n* minor cross-model refinements\n- going from ChatAwsMantle and ChatAnthropic and vice versa\n- can create message structures the other wasn't expecting or able to handle\n- easy fixes for filtering\n\n* formatting",
"is_bot": false,
"headline": "Fix cross-model message serialization for thinking and unsupported co…",
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"body": "* adding documentation for mantle\n\n* prep for v0.8.2 release",
"is_bot": false,
"headline": "Prep for v0.8.2 release (#522)",
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"author_login": "brainlid",
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"oid": "e97b92ffaed5e45094f53fc67c3e05f825bdd84a",
"body": "…) (#521)\n\n* initial experimental support for AWS Mantle\n- access to all AWS Mantle (aka Bedrock) models\n- testing with Kimi K2-thinking, Kimi K2.5, and openai.gpt-oss-120b\n- updates to merging tool calls with slightly different compatibility expectations\n- make ContentPart tolerant of nil content parts when combining to a string\n\n* formatting",
"is_bot": false,
"headline": "feat: Add ChatAwsMantle provider for AWS Bedrock Mantle (experimental…",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-21T15:25:16Z",
"body_truncated": false,
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"oid": "12fde1900eb4680ee1b7e973270af96fe1aaf406",
"body": "- return the number of runs configured\n- more test coverage",
"is_bot": false,
"headline": "minor update to returned error message when max_runs hit (#519)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-18T01:26:25Z",
"body_truncated": false,
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{
"oid": "55515d07d9e106f83c5b3be67590f6e129ad9506",
"body": null,
"is_bot": false,
"headline": "prep for v0.8.1 release (#518)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-16T13:37:03Z",
"body_truncated": false,
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{
"oid": "6f21d6d1dc3fe58f1134b00349768a95c6f9a793",
"body": null,
"is_bot": false,
"headline": "github ci config hardening based on zizmor recommendations (#515)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-16T05:19:04Z",
"body_truncated": false,
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},
{
"oid": "842b2957755b1f299d21ad0b60edffa333831e0d",
"body": "- a sub-agent is launched via a tool_call\n- include the current tool_call_id when executing a tool call\n- allows for a sub-agent to be cancelled and update the cancelled tool call's status",
"is_bot": false,
"headline": "supporting a better UX when cancelling sub-agents (#514)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-16T05:08:50Z",
"body_truncated": false,
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{
"oid": "7706f083c18691cdfa74484d891fb7fd0167f13d",
"body": "* relaxed ReqLLM dependency version\n\n* updated",
"is_bot": false,
"headline": "Relaxed ReqLLM dependency versions (#513)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-07T00:10:07Z",
"body_truncated": false,
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},
{
"oid": "0a17f772e3ebbcb589297d32fdf346360914ef83",
"body": null,
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"headline": "prep for v0.8.0 release (#512)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-04T19:41:48Z",
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"oid": "c81eb45f71833253601f14ffb4d3f92a1a4a7b22",
"body": "…e (#511)\n\n* add on_llm_chain and on_error callbacks\n- document when they fire\n- test coverage\n\n* improved error handling\n- do_run\n- apply_deltas\n- merge_deltas\n- delta_to_message_when_complete\n\n* it is valid to receive an empty delta\n\n* formatting\n\n* error handling improvements\n- apply_deltas can return an error now. Function returns an :ok/:error tuple\n- added tests around cancel_delta handling\n\n* cleanup case matches\n\n* updated tests for delta related functions returning :ok/:error tuples",
"is_bot": false,
"headline": "Expand error detection and handling across LLMChain streaming pipelin…",
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"oid": "5c6e7c770d587af6611240707a7b1198cae27aa3",
"body": "…luded (#510)",
"is_bot": false,
"headline": "fix compiler warnings when optional mint websocket library is not inc…",
"author_name": "Mark Ericksen",
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{
"oid": "607584aef5135b86dd6c4c9583a386d98803a402",
"body": "* feat: add top-level cache_control support to ChatAnthropic\n\nAdd support for Anthropic's automatic caching feature, which applies\ncache breakpoints automatically to the last cacheable block in each\nrequest. This is the simplest way to enable prompt caching for\nmulti-turn conversations -- no manual \n[…]\ncontrol on ContentPart, ToolResult, and Function.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add top-level cache_control support to ChatAnthropic (#509)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-04T03:39:54Z",
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"is_bot": false,
"headline": "update readme for install version",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
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{
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"headline": "prep for v0.7.0 release (#506)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
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{
"oid": "e1a0c4ca55338ff1d10e6d42bb97adcbbc630b60",
"body": "* feat: make retry_count configurable on chat model structs\n\nAdds a `retry_count` field (default: 3) to all chat model, image\ngenerator, and ChatReqLLM structs that have the :closed connection retry\nlogic. This lets users control how many times LangChain retries on stale\nFinch connections, which is \n[…]\ns to be precise about\nwhat is and is not retried.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: make retry_count configurable on chat model structs (#505)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-02T20:25:25Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "6efeab5da820f4dd8b21b99f4f81a6c2cd84b7cf",
"body": "…tries (#503) (#504)\n\nReq's `retry: :transient` retries 503, 429, timeout, and :closed errors\nup to 3 times. LangChain also has its own recursive retry on :closed\n(stale pooled connections). These two retry layers compound: each\nLangChain retry creates a fresh Req instance with 3 retries, producing\n\n[…]\nle connections.\nServer errors (503/429) now bubble up to the caller, who has the proper\ncontext for backoff strategy.\n\nCloses #503\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: disable Req-level retry to prevent compounding with LangChain re…",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-02T12:43:48Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "bb4ac31c6fefd798180b53e2d5d6f00d2eee5086",
"body": "…h_llm (#502)\n\n* Handle {:interrupt, chain, data} and {:pause, chain} in try_chain_with_llm\n\ntry_chain_with_llm/4 only matched {:ok, _} and {:error, _, _}, but the\nMode behaviour declares {:interrupt, chain, data} and {:pause, chain} as\nvalid run_result() types. When a custom mode returned these, th\n[…]\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\nCo-authored-by: Mark Ericksen <brainlid@gmail.com>",
"is_bot": false,
"headline": "Handle {:interrupt, chain, data} and {:pause, chain} in try_chain_wit…",
"author_name": "Srikanth Kyatham",
"author_login": "srikanthkyatham",
"committed_at": "2026-04-02T12:08:34Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "7bea1b57ade488a38f59759d445b6ea85bbbf7de",
"body": "When an overloaded_error arrives as an SSE event during streaming on a\n200 connection, do_process_response correctly returns {:error, error}\nbut the streaming accumulator in Utils.handle_stream_fn treats it like\nany other response — accumulating it into the body list. This causes\ncall/3 to return {:\n[…]\nses \"overloaded\" while the streaming\nSSE path passes through the API's raw \"overloaded_error\" type).\n\nCloses sagents-ai/sagents#31\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: handle streaming overloaded_error from Anthropic API (#500)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-04-01T01:06:57Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "f1de29a436424281f5cc35765aa62b8531151d53",
"body": "…hoices (#499)\n\nDeepSeek sends token usage in the final streaming chunk alongside a\nchoice with empty content and finish_reason \"stop\", unlike OpenAI which\nsends usage in a separate chunk with empty choices. The code already\nhandles this correctly after refactoring, but there were no tests\ncovering this specific scenario.\n\nAdds tests to both ChatDeepSeek and ChatOpenAI to prevent regressions.\n\nRelates to #288\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: add regression tests for streaming token usage with non-empty c…",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-29T19:45:36Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "082f5e133e2b64218a993ca31b654472b97e0463",
"body": "* chore: add mint_web_socket dependency\n\n* feat: create LangChain.WebSocket\n\n* feat: add WebSocket transport support for ChatOpenAIResponses\n\n* chore: add LangChain.WebSocket to ExDoc module groups\n\n# Conflicts:\n#\tmix.exs\n\n* feat: add connect_websocket!/disconnect_websocket convenience API\n\n* fix: a\n[…]\nk\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Jinkyou Son <nallwhy@gmail.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add WebSocket transport for ChatOpenAIResponses (#497)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-29T15:10:00Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "0afcfd0039b35f96e5f942f709efc756e8e9ad91",
"body": "* feat: support streaming tool calls for ChatOllamaAI\n\nThe streaming response handler previously dropped tool calls because the\nplain streaming clause matched before the tool_calls clause. This adds\nstreaming-specific clauses that extract and process tool calls from\nstreamed responses, both complete\n[…]\nadd a configuration example for custom endpoints.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: support streaming tool calls for ChatOllamaAI (#498)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-29T14:58:01Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "cab47f46de02b56348023df7acafa7766f5f020b",
"body": null,
"is_bot": false,
"headline": "prep for v0.6.3 (#496)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-28T01:10:40Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "6a0034c737a0ea0b5bf13b9f286d0a328106a0e0",
"body": "When Mistral (or Azure-hosted Mistral) returns a complete message\nwithout a \"tool_calls\" key, the response fell through to the catch-all\nerror handler, causing an \"unexpected_response\" error. This adds a\ndo_process_response clause for complete messages without tool_calls,\nmatching the pattern already used in ChatOpenAI.\n\nCloses #439",
"is_bot": false,
"headline": "fix: handle Mistral responses without tool_calls key (#439) (#495)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-28T00:56:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "722b8f0b56afe0d918ad87395362f07707dd5f56",
"body": "* feat: add logprobs and top_logprobs support to ChatOpenAI\n\nAdd `logprobs` (boolean) and `top_logprobs` (integer 0-20) parameters\nto ChatOpenAI, allowing users to request log probability information\nfrom the OpenAI API. When logprobs data is present in the API response,\nit is surfaced in the messag\n[…]\n tests for logprobs (streaming and non-streaming)\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add logprobs and top_logprobs support to ChatOpenAI (#494)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-26T20:22:05Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "e0dfd4ccc41996c971a638aa5fb97def4947aba1",
"body": "…443) (#493)\n\nAdds tests verifying that when an LLM returns truncated/malformed JSON\nin tool_call.arguments during streaming, the delta is properly cleared\nso subsequent API calls don't accumulate garbage and loop infinitely.\n\nThis was fixed in #449 but had no targeted regression test for the\nspecific scenario reported in #443.\n\nCloses #443\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "test: add regression tests for malformed tool call JSON loop (issue #…",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-26T19:13:17Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "767517e300c0574f485907e548fd09cea526e02d",
"body": "* fix: reduce excessive Logger.error usage across the library\n\nReplace Logger.error calls with a more nuanced approach:\n\n- Remove Logger.error where the error information is already captured\n in the return value ({:error, reason} or {:error, chain, reason}).\n Callers can log at whatever level they\n[…]\nvalue while still removing the Logger.error call.\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: reduce excessive Logger.error usage across the library (#492)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-26T19:00:37Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "8fed79ed090a0fab71423a3ab91f081998c3c7b5",
"body": "* support multimodal tool results\n\n* support displaynames\n\n* support json tools responses\n\n* support :file content parts in multimodal tool results\n\nThe :file ContentPart type (base64-encoded non-image files like PDFs)\nwas silently dropped when serializing tool results for Vertex AI.\nTreat :file the\n[…]\n4.6 (1M context) <noreply@anthropic.com>\n\n---------\n\nCo-authored-by: Joe Chiarella <43379515+joechiarella@users.noreply.github.com>\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "Support multimodal tool results in ChatVertexAI (#491)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-26T13:19:35Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "cdb868b872cd95808ff5b4c5d892dda3a350b248",
"body": "* fix: add additionalProperties: false to tool schemas for Anthropic API compatibility\n\nAnthropic's API strictly requires `additionalProperties: false` on all object-type\ntool parameter schemas. Without it, tool calls fail with an invalid_request_error.\n\nFixes #440\n\nCo-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>\n\n* style: format chat_anthropic_test.exs to comply with line length limit\n\n---------\n\nCo-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: add additionalProperties: false to tool schemas (#490)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-26T12:19:02Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "af39c86265250a04a25e85dea3ea708342a815c0",
"body": "* spike trajectory module\n\n* interface additions\n\n* add readme metadata and tests\n\n* small fixes and tests\n\n* update to docs and module name\n\n* add guide and small fixes",
"is_bot": false,
"headline": "feat: Langchain.Trajectory for easier evaluation of agents (#481)",
"author_name": "Vasilis Spilka",
"author_login": "vasspilka",
"committed_at": "2026-03-13T02:31:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7b1400cbfd686dff9fbac1a9f0e4cf94aaba2bc5",
"body": "Azure OpenAI sends keepalive SSE events during long-running streaming\nresponses. These events were not matched by any do_process_response/2\nclause, causing them to fall through to the catch-all error handler\nand crash the stream.\n\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "fix: skip Azure keepalive events in streaming responses (#485)",
"author_name": "Vasilis Spilka",
"author_login": "vasspilka",
"committed_at": "2026-03-13T02:19:17Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "234e35ee84ddf62455e7721a894d4deb05e457e7",
"body": "When streaming with thinking/reasoning models (e.g., Qwen3, DeepSeek-R1),\nthe model emits <think> tokens that LangChain's streaming parser doesn't\nproduce MessageDelta structs for. After filtering empty results, the\nresponse body becomes `{:ok, []}`, which matches no clause in the\n`case message_resp\n[…]\nty_response\"\n- `{:ok, unexpected}` — returns a typed error for any other unrecognized format\n\nCo-authored-by: Lurielle <lurielle@getspectrum.ai>\nCo-authored-by: Claude Opus 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "Handle empty and unexpected LLM response formats in do_run/1 (#484)",
"author_name": "lurielle-studio",
"author_login": "lurielle-studio",
"committed_at": "2026-03-13T02:18:08Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "dd9761cd4e7b960db404d6f818123c2bc66042fc",
"body": "* updated doc\n\n* update library version to v0.6.2\n- added ChatReqLLM to chat models doc list",
"is_bot": false,
"headline": "Prep for v0.6.2 release (#487)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-13T01:50:31Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3a0e38488e67d4fc1f4601d8df1feede1d748a38",
"body": "* phase 1 complete\n- initial support for non-streaming ReqLLM calls\n\n* ignore .env file as well\n\n* fixed how content_part indexes get mapped\n\n* formatting\n\n* updated live_call chat_anthropic_test file\n\n* updates for dotenvy config change\n- update AGENTS.md instructions\n\n* make the modules actually optional",
"is_bot": false,
"headline": "Add ChatReqLLM adapter - Experimental (#486)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-13T00:54:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "1b51cfd9db99a1e4c21e765085720de59c2adae8",
"body": "* Bump req >= 0.5.3\n\n* feature: create FileUploader modules",
"is_bot": false,
"headline": "feat: FileUploader (#477)",
"author_name": "Jinkyou Son",
"author_login": "nallwhy",
"committed_at": "2026-03-08T00:08:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "493282c2c08a8c5b41d51e3f1539abd92e6da777",
"body": null,
"is_bot": false,
"headline": "prep for v0.6.1 release (#482)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-05T05:04:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d89a22b52d25011c0434c9665ffceed95611df9e",
"body": "* feat: Add ModelsLabImage provider for text-to-image generation\n\nAdds LangChain.Images.ModelsLabImage — an Elixir module for text-to-image\ngeneration via the ModelsLab REST API, following the pattern of\nLangChain.Images.OpenAIImage.\n\nChanges:\n- lib/images/modelslab_image.ex: Full Ecto.Schema-based \n[…]\nain, :modelslab_key, \"your-api-key\"\nAPI docs: https://docs.modelslab.com/image-generation/overview\n\n* formatting and unused alias warning\n\n---------\n\nCo-authored-by: Mark Ericksen <brainlid@gmail.com>",
"is_bot": false,
"headline": "feat: Add ModelsLabImage provider for text-to-image generation (#468)",
"author_name": "Adhik Joshi",
"author_login": "adhikjoshi",
"committed_at": "2026-03-04T12:49:06Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "2b0c5d0908dcaed8633ec31b7c78c0da53d2b73a",
"body": "- adds test coverage\n- support examples liked content filtering error rejection by server",
"is_bot": false,
"headline": "support streamed error from server that halts delta stream (#480)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-04T12:44:11Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "904bc797c96518b95d534b75d9fcc5ab55f15787",
"body": "* add support for tool interruption and resuming at the library level\n- this solves issues with SubAgents being able to properly interrupt and resume\n\n* test coverage for chain handling of on_tool_interrupted\n\n* formatting",
"is_bot": false,
"headline": "feat: add tool result interrupt/resume support (#479)",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-03-04T12:23:44Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c79553f8371244a8d0ece63737c1bade3f1f71da",
"body": "* feat: add file_id support in ChatAnthropic\n\n* fix: address review feedback",
"is_bot": false,
"headline": "feat: add file_id support to ChatAnthropic (#475)",
"author_name": "Jinkyou Son",
"author_login": "nallwhy",
"committed_at": "2026-02-28T15:38:56Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "65d293717a69388f153c8a96ee1cbdd7fcbabc0a",
"body": "Some OpenAI-compatible providers (e.g. Groq) omit the content field\nin assistant messages with tool calls, resulting in nil content.\nThis caused a FunctionClauseError in parts_to_string/2 which requires\na list argument.\n\nReplaced parts_to_string with content_to_string which handles nil,\nstring, and list content types. Defaults to empty string to ensure\ndownstream processors can safely operate on processed_content.",
"is_bot": false,
"headline": "fix: handle nil content in run_message_processors (#473)",
"author_name": "Peter Guskov",
"author_login": "redmandarin",
"committed_at": "2026-02-28T13:32:07Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "aba572ca28bbf7e08608000260c3a0878899c4fa",
"body": null,
"is_bot": false,
"headline": "feat: add structured output support to ChatAnthropic (#474)",
"author_name": "Jinkyou Son",
"author_login": "nallwhy",
"committed_at": "2026-02-28T13:27:57Z",
"body_truncated": false,
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{
"oid": "0181c765c67d3f20ccda20eab8c48020b58e7f77",
"body": "* fix verbosity\n\n* add error handling and azure test",
"is_bot": false,
"headline": "fix: Fix verbosity parameter and better error handling (#476)",
"author_name": "Vasilis Spilka",
"author_login": "vasspilka",
"committed_at": "2026-02-28T13:23:21Z",
"body_truncated": false,
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{
"oid": "62c88ed5b1016d67e5b0f5ab8af19026eb99cf23",
"body": null,
"is_bot": false,
"headline": "formatting",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-02-28T13:20:00Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0d6896a6e1773a99707b6726156cb23396bdaef7",
"body": "* feat(google): add handling of inline pdf content for Gemini\n\n* Add tests for inline data (pdf, csv) on Gemini\n\n* feat(ChatGoogleAI): Add CSV media type support for inline content\n\n* (gemini) Update file type documentation\n\n---------\n\nCo-authored-by: Christoffer Lundin Lind <christoffer@leaf.dk>",
"is_bot": false,
"headline": "feat(gemini): adding inline_data support for pdf and csv (#478)",
"author_name": "Patrick Conrad",
"author_login": "conpat",
"committed_at": "2026-02-28T13:19:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "cca047cb70b07c588d7a9764582773bae5703e8d",
"body": "* feat: add verbosity parameter\n\n* update verbosity\n\n* update docs",
"is_bot": false,
"headline": "feat: add verbosity parameter to ChatOpenAIResponses (#470)",
"author_name": "Vasilis Spilka",
"author_login": "vasspilka",
"committed_at": "2026-02-23T00:04:57Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "updated Mode moduledoc with examples for creating a custom mode",
"author_name": "Mark Ericksen",
"author_login": "brainlid",
"committed_at": "2026-02-22T15:28:30Z",
"body_truncated": false,
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"detail": "a release every ~6.3 days",
"points": 27,
"status": "met",
"details": [
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"gap": 6.3
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}
],
"max_points": 27
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{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
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"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
"days_since_last_merged_pr": null,
"days_since_last_human_commit": 7,
"days_since_last_human_commit_is_floor": false
},
"components": [
{
"key": "project_is_still_maintained",
"name": "Project is still maintained",
"detail": "last human commit 7 days ago",
"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 7
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}
],
"max_points": 100
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]
}
],
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},
{
"key": "community",
"band": "moderate",
"name": "Community & Adoption",
"value": 66,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
"band": "good",
"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 76,
"inputs": {
"forks": 209,
"stars": 1183,
"watchers": 20,
"growth_state": "organic",
"growth_factor_pct": 100
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "1,183 stars",
"points": 49.8,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 1183
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "209 forks",
"points": 19.3,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 209
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "20 watchers",
"points": 7.1,
"status": "partial",
"details": [
{
"code": "watchers",
"params": {
"count": 20
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "at_risk",
"name": "Community health",
"note": null,
"notes": [],
"value": 44,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "license file present, not a recognized license",
"points": 16.9,
"status": "partial",
"details": [
{
"code": "license_custom",
"params": {}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
},
{
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"name": "Ecosystem adoption (downloads)",
"note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 79,
"inputs": {
"packages": [
"langchain"
],
"dependents": null,
"ecosystems": "hex",
"total_downloads": 776990,
"monthly_downloads": 58079
},
"components": [
{
"key": "monthly_downloads",
"name": "Monthly downloads",
"detail": "58,079 downloads/month across hex",
"points": 63.5,
"status": "partial",
"details": [
{
"code": "downloads_monthly",
"params": {
"count": 58079,
"ecosystems": "hex"
}
}
],
"max_points": 80
},
{
"key": "registry_dependents",
"name": "Registry dependents",
"detail": "not reported by this ecosystem",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_reported_by_this_ecosystem",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "moderate",
"name": "Sustainability & Governance",
"value": 65,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "at_risk",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 38,
"inputs": {
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"contributors_sampled": 88,
"top_contributor_share": 0.739
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 74% of commits",
"points": 5.9,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 74
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "88 contributors",
"points": 13.5,
"status": "met",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 88
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"detail": "project has 16 contributing companies or organizations",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 72,
"inputs": {
"merged_prs": 358,
"open_issues": 25,
"closed_issues": 95,
"issue_closed_ratio": 0.792,
"closed_unmerged_prs": 63
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "79% of issues closed",
"points": 37,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 79
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "358/421 decided PRs merged",
"points": 32.5,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 358,
"decided": 421
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}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 6/25 approved changesets -- score normalized to 2",
"points": 3,
"status": "partial",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
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"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"verified_domain"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 63,
"inputs": {
"followers": 194,
"owner_type": "User",
"is_verified": null,
"owner_login": "brainlid",
"public_repos": 43,
"account_age_days": 5536
},
"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "194 followers of brainlid",
"points": 16.5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 194,
"login": "brainlid"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "43 public repos, account ~15 yr old",
"points": 24,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 43
}
},
{
"code": "account_age_years",
"params": {
"years": 15
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}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"langchain"
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"ecosystems": "hex",
"any_deprecated": false,
"min_days_since_publish": 13
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"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on hex",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "hex"
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}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 13 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 13
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}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "51 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 51
}
}
],
"max_points": 20
},
{
"key": "not_deprecated",
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"detail": "active, not deprecated or yanked",
"points": 20,
"status": "met",
"details": [
{
"code": "package_not_deprecated",
"params": {}
}
],
"max_points": 20
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 67,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
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"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
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"components": [
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"key": "ci_workflows",
"name": "CI workflows",
"detail": "1 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 1
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
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{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
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"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 65,
"inputs": {
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"elixir",
"langchain",
"llm",
"ai",
"anthropic",
"bumblebee",
"claude-ai"
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"has_wiki": false,
"homepage": "https://hexdocs.pm/langchain/",
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"has_description": true
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"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
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"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 25
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{
"key": "documentation_homepage_site",
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"status": "met",
"details": [],
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{
"key": "repository_description",
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"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "8 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
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"count": 8
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 60,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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"signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 60,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 6.1
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
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},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 6/25 approved changesets -- score normalized to 2",
"points": 1.5,
"status": "partial",
"details": [],
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},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 16 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": 2.2,
"status": "partial",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 6 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "all dependencies are pinned",
"points": 5,
"status": "met",
"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": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "GitHub workflow tokens follow principle of least privilege",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "11 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"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": [
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"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 14
},
"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": 74,
"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": 0.925,
"agent_instruction_files": [
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"AGENTS.md",
"CLAUDE.md"
],
"agent_instruction_max_bytes": 11639
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": ".cursor/rules/changelog-rules.mdc, AGENTS.md, CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": ".cursor/rules/changelog-rules.mdc, AGENTS.md, CLAUDE.md"
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}
],
"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": "86 of 93 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 86,
"sampled": 93
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
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{
"key": "demonstrated_agent_practice",
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"inputs": {
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"key": "type_checkable_code",
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{
"key": "manageable_file_sizes",
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],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [],
"report_type": "repository",
"generated_at": "2026-07-21T21:13:04.299950Z",
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"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/b/brainlid/langchain.svg",
"full_name": "brainlid/langchain",
"license_state": "custom",
"license_spdx": null
}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 v0.23.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — Hex.