Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 2.3.1 · 2026-07-28 15:21 UTC

410979729 / scope-recall-hermes

Hermes Agent memory plugin/provider for scope-aware recall, SQLite truth, LanceDB semantic search, and hybrid retrieval.

PythonMIT★ 196 зірок⑂ 16 форківз трав. 2026 р.Переглянути на GitHub ↗
ТипБібліотекаПлагіняк це визначено

410979729/scope-recall-hermes має індекс здоров’я 59 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (73/100), найнижчий — Security (34/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

59
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

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

59
Винятковий93-100Верхній щабель реєстру (≈ топ-5%); відповідає практично всім перевіреним критеріям
Відмінний80-92Сильний за всіма напрямами; незначні прогалини
Добрий65-79Здоровий; прогалини обмежені та керовані
Помірний50-64Прийнятний, але з помітними прогалинами; рекомендовано перевірку
Слабкий35-49Суттєві недоліки в кількох сферах
У зоні ризику20-34Суттєві слабкі місця; впровадження потребує обережності
Критичний1-19Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

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

Зважений загальний бал 56 калібровано до 59 за шкалою опублікованого індексу (калібрування реєстру 2026-08-02).

Власність

JoyjoyОсобистий обліковий запис
3 підписники7 публічних репозиторіївз бер. 2026 р.

Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
PyPIhermes-scope-recall1.8.2-210 днів томуhermesmemorysqlitelancedbpluginvector

Метрики за категоріями

Життєздатність

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

73Добрий · 21% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 0 дн. тому
7.6/36Ритм комітів — 11/52 тижнів із комітами
17.9/18Обсяг комітів — 98 комітів за останній рік
0/10OpenSSF Scorecard: Maintained — project was created within the last 90 days. Please review its contents carefully
Використані вхідні дані
commits_last_year98
human_commit_share1
days_since_last_push0
active_weeks_last_year11
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 41 релізів
36/36Свіжість релізів — останній реліз 0 дн. тому
27/27Ритм релізів — реліз кожні ~3,5 дн.
0/10OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.
Використані вхідні дані
releases_count41
latest_release_tagv1.8.2
releases_from_tagsні
days_since_latest_release0
mean_days_between_releases3,5

Спільнота та впровадження

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

58Помірний · 17% загального індексу
Як обчислюється оцінка
37.1/60Зірки — 196 зірок
9.8/25Форки — 16 форків
0/15Спостерігачі — 1 спостерігачів
Використані вхідні дані
forks16
stars196
watchers1
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
18/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
readme_badges
has_contributingтак
has_issue_templateні
has_code_of_conductні
readme_badge_services
has_pull_request_templateні

Сталість та врядування

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

50Помірний · 23% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
3.8/22.5Розподіл комітів — головний контриб’ютор — автор 83% комітів
5.4/13.5Широта контриб’юторів — 4 контриб’юторів
0/10OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0
Використані вхідні дані
bus_factor1
contributors_sampled4
top_contributor_share0,83
Як обчислюється оцінка
42/42Вирішення issue — закрито 100% issue
21/30Прийняття PR — злито 7/10 вирішених PR
0/13Newcomer PR acceptance — за 30 дн. не вирішено жодного PR від новачка
0/15OpenSSF Scorecard: Code-Review — Found 2/26 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs7
open_issues0
closed_issues21
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio1
closed_unmerged_prs3
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
Виключено з оцінювання (немає даних або не застосовно): newcomer_pr_acceptance. Залишкові ваги перенормовано.

Власність та опіка

27У зоні ризику
Як обчислюється оцінка
10/30Підтримка власника — особистий (користувацький) обліковий запис
0/20Верифікований домен — не застосовно до користувацьких облікових записів
4.3/25Охоплення власника — 3 підписників у 410979729
7.2/25Послужний список — 7 публічних репозиторіїв, вік облікового запису ~0 р.
Використані вхідні дані
followers3
owner_typeUser
is_verified
owner_login410979729
public_repos7
account_age_days123
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Винятковий
Як обчислюється оцінка
25/25Опубліковано й доступно — 1 пакет(ів) у pypi
35/35Свіжість публікацій — остання публікація 0 дн. тому
20/20Історія версій — 21 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packageshermes-scope-recall
ecosystemspypi
any_deprecatedні
min_days_since_publish0

Інженерна якість

Чи наявні базові інженерні практики та документація?

66Добрий · 19% загального індексу
Як обчислюється оцінка
24/24Процеси CI — 3 процес(ів) CI
24/24Наявні тести
0/16Конфігурація лінтера
0/9.6Pre-commit-хуки
0/6.4.editorconfig
12/20OpenSSF Scorecard: CI-Tests — 3 out of 5 merged PRs checked by a CI test -- score normalized to 6
Використані вхідні дані
has_ciтак
has_testsтак
has_editorconfigні
has_linter_configні
has_precommit_configні
Як обчислюється оцінка
30/30README
25/25Каталог документації
0/15Сайт документації / домашня сторінка
10/10Опис репозиторію
10/10Теми — 16 тем
0/10Wiki
Використані вхідні дані
topicsai-memory, hermes-agent, hermes-plugin, hybrid-retrieval, lancedb, memory, sqlite, vector-search, agent, ai-agent, hermes, python, scope-isolation, llm-agent, memory-plugin, scope-recall
has_wikiні
homepage
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

34У зоні ризику · 16% загального індексу

Стан безпеки

34У зоні ризику
Як обчислюється оцінка
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
1.5/2.5CI-Tests — 3 out of 5 merged PRs checked by a CI test -- score normalized to 6
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 2/26 approved changesets -- score normalized to 0
0/2.5Contributors — project has 0 contributing companies or organizations -- score normalized to 0
10/10Dangerous-Workflow — no dangerous workflow patterns detected
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
0/7.5Maintained — project was created within the last 90 days. Please review its contents carefully
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
2/5Security-Policy — security policy file 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
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated18
scorecard_versionv5.5.0
checks_inconclusive0
scorecard_aggregate3,4

Готовність до ШІ

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

42Слабкий · 4% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
37.3/40Читабельна історія комітів — намір зазначено у 70 з 100 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,7
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
0/11Конфігурація лінтера / форматера
11/11Статична перевірка типів — py.typed
0/10Відтворюване середовище
0/10Підтверджена практика роботи з агентами — серед останніх 100 комітів немає створених агентом
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
Використані вхідні дані
has_nixні
has_testsтак
lockfiles
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configні
typecheck_configspy.typed
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
Як обчислюється оцінка
27/45Типізований код — Python з конфігурацією перевірки типів (py.typed)
53/55Керовані розміри файлів — 12/337 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes147 612
source_files_sampled337
oversized_source_files12
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
0/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalні
api_schema_files

Ключові факти

196зірок GitHub
4контриб'юторів
98комітів за останні 12 місяців
0днів від останнього пушу
41релізів
1бас-фактор
0відкритих issue
PyPIпакетних екосистем

Попередження щодо збору даних

  • Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository
  • deps.dev does not index pypi:hermes-scope-recall@1.8.2; advisories assessed against the repository dependency graph instead

Докладніше

Історія зірок і форків 0 ★ / 16 ⇿
0Зірки
16Форки
36Релізи

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.

04812161622026-052026-062026-07
Мажорні 0Мінорні 7Патчі 29
OpenSSF Scorecard 3.4 / 10
3.4сукупно

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 · 2026-07-28 15:21 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
6CI-Tests3 out of 5 merged PRs checked by a CI test -- score normalized to 6
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 2/26 approved changesets -- score normalized to 0
0Contributorsproject has 0 contributing companies or organizations -- score normalized to 0
10Dangerous-Workflowno dangerous workflow patterns detected
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
0Maintainedproject was created within the last 90 days. Please review its contents carefully
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
4Security-Policysecurity policy file detected
0Signed-ReleasesProject has not signed or included provenance with any releases.
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
Прямі залежності 2
РеєстрПакетОбмеження версіїМаніфест
PyPIPyYAML>=6.0pyproject.toml
PyPIjsonschema>=4.22pyproject.toml
Усі залежності не зібрано

Не вдалося зібрати розв'язаний набір залежностей для цього звіту: GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Звіт у форматі JSON машиночитний
{
  "data": {
    "repo": {
      "topics": [
        "ai-memory",
        "hermes-agent",
        "hermes-plugin",
        "hybrid-retrieval",
        "lancedb",
        "memory",
        "sqlite",
        "vector-search",
        "agent",
        "ai-agent",
        "hermes",
        "python",
        "scope-isolation",
        "llm-agent",
        "memory-plugin",
        "scope-recall"
      ],
      "is_fork": false,
      "size_kb": 2097,
      "has_wiki": false,
      "homepage": null,
      "languages": {
        "Python": 5012526
      },
      "pushed_at": "2026-07-28T13:35:08Z",
      "created_at": "2026-05-15T10:56:00Z",
      "owner_type": "User",
      "updated_at": "2026-07-28T14:33:57Z",
      "description": "Hermes Agent memory plugin/provider for scope-aware recall, SQLite truth, LanceDB semantic search, and hybrid retrieval.",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "MIT",
      "default_branch": "main",
      "license_spdx_raw": "MIT",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": null,
      "name": "Joyjoy",
      "type": "User",
      "login": "410979729",
      "company": null,
      "location": null,
      "followers": 3,
      "avatar_url": "https://avatars.githubusercontent.com/u/271412939?v=4",
      "created_at": "2026-03-27T02:57:38Z",
      "is_verified": null,
      "public_repos": 7,
      "account_age_days": 123
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v1.8.2",
          "kind": "patch",
          "published_at": "2026-07-28T13:41:22Z"
        },
        {
          "tag": "v1.8.1",
          "kind": "patch",
          "published_at": "2026-07-23T15:10:00Z"
        },
        {
          "tag": "v1.7.2",
          "kind": "patch",
          "published_at": "2026-07-12T17:32:23Z"
        },
        {
          "tag": "v1.7.1",
          "kind": "patch",
          "published_at": "2026-07-08T16:28:34Z"
        },
        {
          "tag": "v1.7.0",
          "kind": "minor",
          "published_at": "2026-07-08T05:11:09Z"
        },
        {
          "tag": "v1.6.3",
          "kind": "patch",
          "published_at": "2026-07-07T12:18:08Z"
        },
        {
          "tag": "v1.6.2",
          "kind": "patch",
          "published_at": "2026-07-07T10:12:05Z"
        },
        {
          "tag": "v1.6.1",
          "kind": "patch",
          "published_at": "2026-06-30T05:18:50Z"
        },
        {
          "tag": "v1.6.0",
          "kind": "minor",
          "published_at": "2026-06-29T17:32:35Z"
        },
        {
          "tag": "v1.5.4",
          "kind": "patch",
          "published_at": "2026-06-26T16:52:50Z"
        },
        {
          "tag": "v1.5.3",
          "kind": "patch",
          "published_at": "2026-06-26T09:28:28Z"
        },
        {
          "tag": "v1.5.2",
          "kind": "patch",
          "published_at": "2026-06-25T10:00:12Z"
        },
        {
          "tag": "v1.5.1",
          "kind": "patch",
          "published_at": "2026-06-24T14:13:06Z"
        },
        {
          "tag": "v1.5.0",
          "kind": "minor",
          "published_at": "2026-06-24T13:57:30Z"
        },
        {
          "tag": "v1.4.5",
          "kind": "patch",
          "published_at": "2026-06-24T08:14:06Z"
        },
        {
          "tag": "v1.4.4",
          "kind": "patch",
          "published_at": "2026-06-23T04:54:19Z"
        },
        {
          "tag": "v1.4.3",
          "kind": "patch",
          "published_at": "2026-06-20T10:43:29Z"
        },
        {
          "tag": "v1.4.0",
          "kind": "minor",
          "published_at": "2026-06-17T15:47:19Z"
        },
        {
          "tag": "v1.3.0",
          "kind": "minor",
          "published_at": "2026-06-14T15:38:04Z"
        },
        {
          "tag": "v1.2.1",
          "kind": "patch",
          "published_at": "2026-06-14T15:05:37Z"
        },
        {
          "tag": "v1.2.0",
          "kind": "minor",
          "published_at": "2026-06-14T14:16:56Z"
        },
        {
          "tag": "v1.1.2",
          "kind": "patch",
          "published_at": "2026-06-14T10:33:54Z"
        },
        {
          "tag": "v1.1.1",
          "kind": "patch",
          "published_at": "2026-06-14T09:36:35Z"
        },
        {
          "tag": "v1.1.0",
          "kind": "minor",
          "published_at": "2026-06-14T07:57:54Z"
        },
        {
          "tag": "v1.0.16",
          "kind": "patch",
          "published_at": "2026-06-14T03:51:06Z"
        },
        {
          "tag": "v1.0.15",
          "kind": "patch",
          "published_at": "2026-06-13T16:49:58Z"
        },
        {
          "tag": "v1.0.14",
          "kind": "patch",
          "published_at": "2026-06-13T14:09:17Z"
        },
        {
          "tag": "v1.0.13",
          "kind": "patch",
          "published_at": "2026-06-13T12:39:58Z"
        },
        {
          "tag": "v1.0.12",
          "kind": "patch",
          "published_at": "2026-06-12T11:00:16Z"
        },
        {
          "tag": "v1.0.11",
          "kind": "patch",
          "published_at": "2026-06-11T11:23:00Z"
        },
        {
          "tag": "v1.0.10",
          "kind": "patch",
          "published_at": "2026-06-10T17:54:40Z"
        },
        {
          "tag": "v1.0.9",
          "kind": "patch",
          "published_at": "2026-06-09T13:35:36Z"
        },
        {
          "tag": "v1.0.8",
          "kind": "patch",
          "published_at": "2026-06-03T04:59:19Z"
        },
        {
          "tag": "v1.0.7",
          "kind": "patch",
          "published_at": "2026-06-03T03:54:57Z"
        },
        {
          "tag": "v1.0.6",
          "kind": "patch",
          "published_at": "2026-06-01T12:18:12Z"
        },
        {
          "tag": "v1.0.5",
          "kind": "patch",
          "published_at": "2026-05-31T20:01:26Z"
        },
        {
          "tag": "v1.0.4",
          "kind": "patch",
          "published_at": "2026-05-31T13:22:11Z"
        },
        {
          "tag": "v1.0.3",
          "kind": "patch",
          "published_at": "2026-05-20T04:12:18Z"
        },
        {
          "tag": "v1.0.2",
          "kind": "patch",
          "published_at": "2026-05-18T08:44:52Z"
        },
        {
          "tag": "v1.0.1",
          "kind": "patch",
          "published_at": "2026-05-15T15:08:55Z"
        },
        {
          "tag": "v1.0.0",
          "kind": "major",
          "published_at": "2026-05-15T12:24:11Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "c72b8862040a92d9e3298a1b14b1ebfe1854ba57",
          "body": null,
          "is_bot": false,
          "headline": "ci: preserve Ruff lint contract across 0.16",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-07-28T12:57:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d9aa2e3efeccc9522c255532999063848665163",
          "body": "Add observable embedder readiness and immutable-space fallback, semantic retention profiles and cross-session recall coverage, llama.cpp-compatible tool schemas, transcript overlap and secret redaction gates, vector bootstrap compensation, and release artifact checks.",
          "is_bot": false,
          "headline": "release: prepare Scope Recall 1.8.2",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-07-28T12:39:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c4ff87de65cbd25f905783b8171b1a5a9ae58a38",
          "body": "Make the dependency-free SQLite companion portable to Windows, close rollback-test database handles, make optional entity coverage deterministic, and align clean-build and release metadata contracts.",
          "is_bot": false,
          "headline": "fix: harden Scope Recall 1.8.1 portability",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-07-23T14:07:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "51b7c5d6f874c2c12f542a5ad037615628b650d3",
          "body": "Add temporal fact evolution, reflection, bounded relation/vector maintenance, hardened installer lifecycle, and expanded release/audit gates.",
          "is_bot": false,
          "headline": "release: prepare Scope Recall 1.8.0",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-07-23T13:13:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a7f11c781caf2297e27791d3019d7fc5e689171",
          "body": "Preserve the original contributor commit and attribution. A maintainer hardening follow-up is tracked in the Scope Recall 1.8.0 candidate.",
          "is_bot": false,
          "headline": "Merge pull request #28 from df-5c/fix/secret-patterns-token-boundary",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-07-20T18:21:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "aa3b7b48f671758773fba09cef0049a9966ecabe",
          "body": "…TTERNS\n\nThe regex in SECRET_PATTERNS matches the keyword  without a\npreceding word-boundary assertion, causing false positives on variable\nnames that end in  (e.g. , ).\n\nAdd (?<![a-zA-Z_]) before  so only standalone occurrences are\nflagged, not compound identifier suffixes.",
          "is_bot": false,
          "headline": "fix(capture_filters): add word boundary to token pattern in SECRET_PA…",
          "author_name": "DF-5C",
          "author_login": "df-5c",
          "committed_at": "2026-07-19T16:15:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "af47536981097dc44f122f7de7fb3e6cf35bb7f4",
          "body": "Accept df-5c’s vector-only threshold and configurable embedding connection retry contribution. Follow-up 1.8.0 hardening will land separately.",
          "is_bot": false,
          "headline": "Merge pull request #27 from df-5c/fix/lower-vector-only-min-score",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-07-18T15:29:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "40450f198ddcab8f462dab4482348db6a498397d",
          "body": "Previously the retry delays were hardcoded ([2.0, 4.0, 8.0]), which may\nnot suit all deployments. Now  is an optional\nconfig field in the embedder section. When unset, no retries occur.",
          "is_bot": false,
          "headline": "refactor: make connection retry delays configurable via embedder config",
          "author_name": "df-5c",
          "author_login": "df-5c",
          "committed_at": "2026-07-17T22:18:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d9102325cb88e98f85798d5ee48243170f41cf79",
          "body": "When the embedding server is not yet ready (e.g. llama.cpp Hub's on-demand\nauto-load), the first request fails with a connection error. The embedder now\nretries up to 3 times with 2s/4s/8s delays before falling back, giving\non-demand loaders time to start.",
          "is_bot": false,
          "headline": "fix: add connection retry with backoff to OpenAI-compatible embedder",
          "author_name": "df-5c",
          "author_login": "df-5c",
          "committed_at": "2026-07-17T21:44:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "23974741535e9d61afccecae1b3559f866f852e5",
          "body": "0.68 is too restrictive for bge-m3 Q8_0 embeddings (1024-dim,\nOpenAI-compatible). The typical cosine distance for relevant\nmatches is ~0.57, yielding a vector score of ~0.43 — well below\n0.68. This caused all vector-only candidates to be silently\nrejected, effectively disabling semantic retrieval fo\n[…]\nt to 0.30 brings it in line with the\nmin_score (0.18) and vector_min_score (0.12) thresholds,\nallowing bge-m3 and similar embedding models to surface\nvector-only hits when they are genuinely relevant.",
          "is_bot": false,
          "headline": "fix: lower default vector_only_min_score from 0.68 to 0.30",
          "author_name": "df-5c",
          "author_login": "df-5c",
          "committed_at": "2026-07-17T20:35:37Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "797b028601d0e48cf2c7727e06e9e3eb94e7e464",
          "body": null,
          "is_bot": false,
          "headline": "修复无向量代时的 hard-delete 边界",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-07-12T16:08:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2f884de7ca477d16752594267c8e66cd44b94015",
          "body": null,
          "is_bot": false,
          "headline": "完善 scope-recall 1.7.2 生命周期与发布边界",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-07-12T15:26:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36ad121501813e0d0da373c77099eea4dadffd65",
          "body": null,
          "is_bot": false,
          "headline": "发布 scope-recall 1.7.1 补丁",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-07-08T16:19:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4d88d081b4d4763421f882f2775f4bc6827541c7",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall 1.7.0 productization",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-07-08T05:01:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5e0a33b2233aaa6efe97d6b370c101e11236e1a8",
          "body": null,
          "is_bot": false,
          "headline": "Fix scope-recall SQLite store recovery",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-07-07T12:10:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2ec6526bab4e55cb17c48f0aae487b75a4c5518c",
          "body": null,
          "is_bot": false,
          "headline": "Prepare scope-recall 1.6.2 release",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-07-07T10:03:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7e78015eab00afb61685a08096a959d201040d65",
          "body": "Fix scoped candidate and governance reporting semantics, strengthen freshness/forgetting consistency, and add experience quality guardrails.\n\nAdd regression coverage for scope isolation, capture filters, task closure evidence, freshness reports, metadata refs, and release gates.",
          "is_bot": false,
          "headline": "Harden scope recall governance boundaries",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-07-03T11:05:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0d8128d679a82d119b90549d6395a79ba1d11ced",
          "body": "Co-authored-by: Yuheng <410979729+hermes-yuheng@users.noreply.github.com>",
          "is_bot": false,
          "headline": "feat(graph): add relation backfill benchmark (#22)",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-07-02T03:51:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eddd140413bdd2a132bb953440e1c1ec0e64b286",
          "body": null,
          "is_bot": false,
          "headline": "Use customer-facing release documentation wording",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-30T05:47:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17427f1401b15085f6b3e23b05e081fb2f943194",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.6.1",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-30T05:10:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6a1fbf080ce81c68e6be09d586bc7620aa51d75c",
          "body": null,
          "is_bot": false,
          "headline": "Harden public documentation and release hygiene",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-30T01:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3f7484ee04f1dc73540c75bee217f67045cee9c2",
          "body": null,
          "is_bot": false,
          "headline": "Document scope-recall source invariants and test contracts",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-30T01:36:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74715748ee6358b69ebecf58390e4e4836a7e15d",
          "body": null,
          "is_bot": false,
          "headline": "ci: tolerate tag-publish trusted-publisher fallback",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-29T17:43:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9b347ba38819eafa401ab8bb8b1d7147b83e8cff",
          "body": null,
          "is_bot": false,
          "headline": "ci: install Hermes runtime in release gates",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-29T17:25:26Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b1fc98a01510cb312b7c6cfdd14e4ea35e34dbf",
          "body": "Promote Scope Recall to v1.6.0 with expanded Experience, journal recovery, governance, dashboard, packaging, and release-gate coverage.\n\nIncludes OpenRouter embedding encoding_format=float and SQLite busy-timeout regressions, updated release-readiness evidence, and new operator docs/tests/fixtures.",
          "is_bot": false,
          "headline": "release: prepare scope-recall v1.6.0",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-29T17:12:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53c47f4f7fc37d56e0f752aee99f507802a592ae",
          "body": null,
          "is_bot": false,
          "headline": "refactor: modularize scope recall release internals",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-26T16:09:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04b22efa005ff5587b509a826c690359e272961f",
          "body": null,
          "is_bot": false,
          "headline": "fix(memory): harden lifecycle promotion release",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-26T09:22:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c55d987b62412915d5a8170d13b2f6b81f7f693",
          "body": "Co-authored-by: 410979729 <271412939+410979729@users.noreply.github.com>",
          "is_bot": false,
          "headline": "fix(tools): add compact schema profile (#21)",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-06-25T14:08:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "30dc58c62664beaff081fac0bed9eb86d99872a6",
          "body": "Merge PR #20 after re-audit: journal digest low-value gate plus explicit secret-index schema opt-in. Verified with ruff, pyright, full pytest, strict release gate, invariant probe, and 6/6 PR CI.",
          "is_bot": false,
          "headline": "fix(memory): gate low-value digest promotions",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-06-25T13:10:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ef590be482ae43f518e7c33fde4f5548b468a351",
          "body": null,
          "is_bot": false,
          "headline": "chore: release scope-recall v1.5.2",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-06-25T09:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1389d1e4d7b5d335839eecfdec2724c4787f62f",
          "body": "Merge Recall Funnel observability, synthetic retrieval regression benchmarks, retrieval.top_k defaults, and release-audit hardening.",
          "is_bot": false,
          "headline": "feat(retrieval): add Recall Funnel benchmarks",
          "author_name": "Joyjoy",
          "author_login": "410979729",
          "committed_at": "2026-06-25T09:42:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55c119491e7787b19a9dc8f96d20fdf2d5fe2934",
          "body": null,
          "is_bot": false,
          "headline": "fix: allow CI scratch in strict release gate",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-24T14:07:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "de4c380a67e95701d4e286e91cf0dca9725aa453",
          "body": null,
          "is_bot": false,
          "headline": "feat: release scope-recall v1.5.0 governance safety",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-24T13:52:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74a0f3a55e511a4d66927e015d447cc3ba7d2980",
          "body": null,
          "is_bot": false,
          "headline": "chore: release scope-recall v1.4.5",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-24T08:13:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "671bf9d66eaf424d20c91db7434d94d51a94bd47",
          "body": null,
          "is_bot": false,
          "headline": "chore: release scope-recall v1.4.4",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-23T04:54:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8f06bd0faa186030bdf6a45941a4a1b011397f4d",
          "body": null,
          "is_bot": false,
          "headline": "fix: harden vector setup and session dump handling",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-23T04:25:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ab66d592eaa0248d269d6fb923f0759d2d53c9d9",
          "body": null,
          "is_bot": false,
          "headline": "docs(scope-recall): clarify v1.4.3 release notes",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-20T10:52:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b03d2019ddf3558f9e407537f6b62789ce2d872d",
          "body": null,
          "is_bot": false,
          "headline": "fix(scope-recall): harden experience promotion v1.4.3",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-20T10:36:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d4807fe50ca0d5d05f27cdc4372f01d90bf7a94c",
          "body": null,
          "is_bot": false,
          "headline": "fix(scope-recall): make auto promotion auditable",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-20T04:05:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "946744e7053b4a747d6f0c57086f7bfe58d678e2",
          "body": null,
          "is_bot": false,
          "headline": "fix(scope-recall): stabilize promotion governance",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-19T09:59:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77eb49a422244d1c89faa8bb02848e0fb06edd2f",
          "body": null,
          "is_bot": false,
          "headline": "fix(scope-recall): redact masked provider keys",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-17T14:34:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c4e67d8e4e1b2c30c32325f1b410a409d7b6588",
          "body": null,
          "is_bot": false,
          "headline": "fix(scope-recall): redact journal digest errors",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-17T14:07:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "69e91afe3f6f98c24ac07a3c8b70a5a6168ecf5a",
          "body": null,
          "is_bot": false,
          "headline": "fix(scope-recall): harden journal backlog ingestion",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-17T13:54:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d461e8c388b3bb1bdbd5de0a16d008fde2d2a78d",
          "body": null,
          "is_bot": false,
          "headline": "feat(scope-recall): add automatic experience promotion and forgetting",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-17T09:32:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e3c4c10e8b153193941af5ff0a11c3a5cf9874ca",
          "body": null,
          "is_bot": false,
          "headline": "feat: add compact profile surface",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T15:37:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fe9c8d366fc470255f6788dbdedba3081a6aee6b",
          "body": null,
          "is_bot": false,
          "headline": "fix: preserve inline attachment context",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T15:05:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "13935283ccde9ce6bffc23e2b4440d346bf39f3f",
          "body": null,
          "is_bot": false,
          "headline": "feat: stage journal entries before compression",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T14:16:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88e2849240faa200a270e5773074ddb7beda68a8",
          "body": null,
          "is_bot": false,
          "headline": "Sanitize image attachment markers before capture",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T10:33:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "383a79cea2a45120689d71ca5060494b40a5c25e",
          "body": null,
          "is_bot": false,
          "headline": "Fix assistant-only journal quality gate",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T09:36:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d64c98b3fbe73d8348681a72d4a537f4c3632557",
          "body": null,
          "is_bot": false,
          "headline": "Add PyPI trusted publishing workflow",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T08:59:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6c63636b40706b455813fbf748dec9a74e7ecfee",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.1.0",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T07:57:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "95368012a8ce0e0007494015539737246c49e5db",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.0.16",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-14T03:50:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d42110377c15aa5a978e25b2ddc4caaeaed7dc58",
          "body": null,
          "is_bot": false,
          "headline": "Update GitHub Actions for Node 24",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-13T17:30:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "690f2b99ee6d9192fa4665eb829e4319ad0472c2",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.0.15",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-13T16:49:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0a328477c4e201c343efed04ef37b9bd569673d9",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.0.14",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-13T14:09:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a3d19eaf9d7f4e5638a6644973ef2336fa0cb04",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.0.13",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-13T12:35:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "afbb57476ca0294e2e74d650c413e598b8dccad4",
          "body": null,
          "is_bot": false,
          "headline": "feat: add journal-first digest and retrieval fusion",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-12T10:58:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47ba0b4574ae2ba4aee659069c9fb0b2e55115f6",
          "body": null,
          "is_bot": false,
          "headline": "fix: filter background process notifications from capture",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-11T17:29:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d33a8b31686d3f805d03d8122cd203edf6f7e7ab",
          "body": null,
          "is_bot": false,
          "headline": "fix: disable raw user turn capture by default",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-11T17:19:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98c35e750bf7c500d02cdec071b11323989b48fc",
          "body": "Add optional MiniMax embo-01 embedding support with document/query request-type separation, optional GroupId compatibility, public configuration docs, and release metadata alignment to 1.0.11.\\n\\nVerified locally with pytest and scripts/check.release.py; PR CI run 27321679825 passed on Python 3.11 and 3.12.\\n\\nCo-authored-by: Asanilo <ktszxk@outlook.com>",
          "is_bot": false,
          "headline": "feat: add MiniMax embo-01 embedder",
          "author_name": "Asanilo",
          "author_login": "Asanilo",
          "committed_at": "2026-06-11T03:27:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4802dad1ae54ae52d9aa9a681b4719752e020303",
          "body": null,
          "is_bot": false,
          "headline": "Add artifact anchors and secret index memory",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-10T17:12:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fcd4ee7972f6fab3d80cd2a2f6e3654ea9c6e2aa",
          "body": null,
          "is_bot": false,
          "headline": "docs: rename repository for Hermes implementation",
          "author_name": "410979729",
          "author_login": "410979729",
          "committed_at": "2026-06-10T02:12:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee2964668a9dee1609b0ebb25163fdc6789ea41e",
          "body": null,
          "is_bot": false,
          "headline": "ci: install release gate lint dependency",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-09T17:37:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f8219a6f928e043717d5c3b3cf90bc3d7daab5e2",
          "body": null,
          "is_bot": false,
          "headline": "chore: tighten release hygiene",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-09T17:31:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "613b1d854ea11b8082f09fb1af019dcf8daec0d8",
          "body": null,
          "is_bot": false,
          "headline": "feat: add native-free sqlite vector backend",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-09T13:33:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e3e645a38f478c6cdb0bcd00a35c45e46502b06",
          "body": null,
          "is_bot": false,
          "headline": "Reword scope-recall V1 scope docs",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-03T05:13:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d6bc188b73dd83f99b718b9a892cfc1278030dc6",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.0.8",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-03T04:41:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "625a7c3256ee89b812e34639754b8374873bd8e0",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall v1.0.7",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-03T03:46:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8102c89a7f2f8455192e30935073c1180f3c97bd",
          "body": null,
          "is_bot": false,
          "headline": "fix: make release workflow idempotent",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-01T13:23:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d398f03fb95c10c20e31366e07e62bb0c5674b7b",
          "body": null,
          "is_bot": false,
          "headline": "feat: release scope-recall v1.0.6",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-06-01T12:17:36Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "66e557c78729105b3f5d734f4656237ea5f95b5e",
          "body": null,
          "is_bot": false,
          "headline": "docs: sync scope-recall public capability wording",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-31T20:15:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee5fc4c7a0239c9b8255bb993355738da6983781",
          "body": null,
          "is_bot": false,
          "headline": "ci: add auto-release workflow on tag push",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-31T20:02:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da945511764b22e0695db2e7b833bd80bf1b7331",
          "body": "…1.0.5)\n\n- Add nightly_digest.py: profile-scoped daily digest pipeline with\n  LLM + heuristic extraction, semantic dedup, dry-run, vector sync,\n  and digest run/source ledger tables\n- Add scripts/nightly-digest.py: thin CLI wrapper\n- Add tests/test_nightly_digest.py: 4 regression tests (all pass)\n- \n[…]\nete_rows\n- governance: extend memory_types (7→12), new aliases for digest types\n- Bump to 1.0.5 (plugin.yaml, pyproject.toml)\n- Update docs: CHANGELOG, DESIGN, README, stability contract, release gate",
          "is_bot": false,
          "headline": "feat: nightly conversation digest for durable memory consolidation (v…",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-31T19:47:05Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "1f1f90aa874640642a744c4d8be791998f80439a",
          "body": "Added:\n- graph.py: entity extraction (regex), memory_entities + memory_feedback tables,\n  entity backfill, quality weight, entity overlap bonus, compact context rendering\n- 4 new tools: scope_recall_context, scope_recall_probe, scope_recall_related,\n  scope_recall_feedback\n- BM25 ranking for SQLite \n[…]\nmory handlers\n- schemas.py: 4 new tool JSON schemas\n- sql_store.py: calls ensure_graph_schema, sync_memory_entities on init\n\nTests: 117 passed (includes graph context/feedback tools + BM25 regression)",
          "is_bot": false,
          "headline": "feat: entity graph, trust feedback, BM25 hybrid retrieval (v1.0.4)",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-31T12:56:01Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "767c18877708dd581c8516827619e86046229aef",
          "body": "Disable vector sync for the storage-only operator dedupe regression and assert duplicate fixture writes through the provider path. Reword DESIGN follow-up guidance so the public docs avoid reviewer-specific cleanup language.",
          "is_bot": false,
          "headline": "test: refine governance regression fixtures",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-20T10:11:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "96b38efea364140c6270dede2dc94ce185ed11b1",
          "body": "Add regression coverage for length-framed scope identifiers and operator cross-scope dedupe semantics. Polish public documentation around Scope Recall's quality promises, scope isolation, and release boundaries without changing the 1.0.3 version line.",
          "is_bot": false,
          "headline": "test: lock scope isolation regression coverage",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-20T08:57:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04d18df5349b0cd5244ae77e5ab76728ce65c1e4",
          "body": null,
          "is_bot": false,
          "headline": "fix: raise vector-only recall confidence gate",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-20T07:18:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "98a6f57df9cb64854b1af7d81d994a10e3ffd440",
          "body": null,
          "is_bot": false,
          "headline": "fix: tighten scope recall retrieval hygiene",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-20T07:03:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2a8e52b6dce322071f7ce946d59278b276b6758",
          "body": null,
          "is_bot": false,
          "headline": "fix: reject gateway recovery wrappers",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-20T05:40:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a395e501188a406fd8218b5b2814fad113bcbc33",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall 1.0.3",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-20T04:12:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2503eefd1a79701552a3d2f8a20261f966df21fd",
          "body": null,
          "is_bot": false,
          "headline": "fix: isolate Gemini embedding credential",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-20T02:29:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8c29c3dd00d47f0615b230d143ad92af3a815f95",
          "body": null,
          "is_bot": false,
          "headline": "feat: add structured memory classification metadata",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-19T18:36:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0443d60c5e622ab08e8a2336c358bb00901cbcd5",
          "body": null,
          "is_bot": false,
          "headline": "fix: harden scope-recall FTS hygiene",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-19T04:29:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d1288d5841628dec388a120b55ba32359b0acf0c",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall 1.0.2",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-18T08:44:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "881428ab77146f24c49f4ce6b74e5e28ac8d6540",
          "body": null,
          "is_bot": false,
          "headline": "Release scope-recall 1.1.0",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-18T08:09:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68239d84e5ac11bd8256a23926d5fa2f3680710e",
          "body": null,
          "is_bot": false,
          "headline": "fix: harden memory governance contract",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-18T07:32:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e0d380a2524b5f98cf8bb061f210e28bd182050a",
          "body": null,
          "is_bot": false,
          "headline": "feat: harden memory capture hygiene",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-18T05:36:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a2b7081a61b8c86a6ac488758834d6513bc1721a",
          "body": null,
          "is_bot": false,
          "headline": "Fix structured sync_turn content",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-16T20:26:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b6a65568a586a6de44e4606908c122f50914ae37",
          "body": null,
          "is_bot": false,
          "headline": "Fix merge source accessibility checks",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-16T06:44:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "488690ee886db9cd5701771f66d58815a9a64c55",
          "body": null,
          "is_bot": false,
          "headline": "Fix scope recall durable memory boundaries",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-16T05:46:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b71ccbda9c53bdd47eadde454c0701f789133bfe",
          "body": null,
          "is_bot": false,
          "headline": "fix: harden scope recall v1.0.1 release",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-16T03:59:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c3db55dc07900ed37b5e9b1d80accd67cb2f14a6",
          "body": null,
          "is_bot": false,
          "headline": "docs: align release maturity wording",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T15:07:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "28a4b74ba9ca009fa769ebec4e6c1dc40d2eae45",
          "body": null,
          "is_bot": false,
          "headline": "fix: harden scope recall release readiness",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T13:47:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a627b21f80b1e6f0e4486ee53e50fa86287b58d",
          "body": null,
          "is_bot": false,
          "headline": "fix: keep release scan scoped to plugin sources",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T12:22:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "72dcc2166fee356b9ae176f44686e83167b6fd0b",
          "body": null,
          "is_bot": false,
          "headline": "fix: align CI release gate with Hermes runtime",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T12:18:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "225ffa3e085fd8200e234f68ee7f2f186bc8f541",
          "body": "This reverts commit c731c3a6be555e7e381eb2ef4e172026c6d60122.",
          "is_bot": false,
          "headline": "Revert \"chore: omit CI workflow until workflow scope is granted\"",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T12:09:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c731c3a6be555e7e381eb2ef4e172026c6d60122",
          "body": null,
          "is_bot": false,
          "headline": "chore: omit CI workflow until workflow scope is granted",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T11:05:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d84dafd64b439cf7cad9bfdb2cb6ff66b71fe98d",
          "body": null,
          "is_bot": false,
          "headline": "docs: polish public release README",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T10:55:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6eb5467d468254d3faee9caf95597fb298b6c022",
          "body": null,
          "is_bot": false,
          "headline": "feat: release scope-recall v1.0.0",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-15T10:29:13Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "510cb08d7ae8233af4cf28a84838f6f915e4631f",
          "body": null,
          "is_bot": false,
          "headline": "feat: prepare scope-recall for public release",
          "author_name": "Yuheng",
          "author_login": "yuheng",
          "committed_at": "2026-05-14T14:06:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 41,
      "commits_last_year": 98,
      "latest_release_at": "2026-07-28T13:41:22Z",
      "latest_release_tag": "v1.8.2",
      "releases_from_tags": false,
      "days_since_last_push": 0,
      "active_weeks_last_year": 11,
      "days_since_latest_release": 0,
      "mean_days_between_releases": 3.5
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 71,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "hermes-scope-recall",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "hermes",
            "memory",
            "sqlite",
            "lancedb",
            "plugin",
            "vector",
            "Development Status :: 4 - Beta",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3 :: Only",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12"
          ],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/hermes-scope-recall/",
          "is_deprecated": false,
          "latest_version": "1.8.2",
          "repository_url": "https://github.com/410979729/scope-recall-hermes",
          "versions_count": 21,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-06-14T13:51:45.390921Z",
          "latest_published_at": "2026-07-28T13:48:39.254822Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 0
        }
      ]
    },
    "popularity": {
      "forks": 16,
      "stars": 196,
      "watchers": 1,
      "fork_history": {
        "days": [
          {
            "date": "2026-05-21",
            "count": 2
          },
          {
            "date": "2026-05-28",
            "count": 1
          },
          {
            "date": "2026-06-07",
            "count": 2
          },
          {
            "date": "2026-06-08",
            "count": 2
          },
          {
            "date": "2026-06-09",
            "count": 1
          },
          {
            "date": "2026-06-10",
            "count": 1
          },
          {
            "date": "2026-06-24",
            "count": 1
          },
          {
            "date": "2026-07-07",
            "count": 1
          },
          {
            "date": "2026-07-12",
            "count": 1
          },
          {
            "date": "2026-07-14",
            "count": 1
          },
          {
            "date": "2026-07-17",
            "count": 1
          },
          {
            "date": "2026-07-27",
            "count": 2
          }
        ],
        "complete": true,
        "collected": 16,
        "total_forks": 16
      },
      "star_history": null,
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": false,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [
        "py.typed"
      ],
      "toolchain_manifests": [],
      "largest_source_bytes": 147612,
      "source_files_sampled": 337,
      "oversized_source_files": 12,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": null,
        "source": null,
        "findings": [],
        "collected": false,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "malicious_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "PyYAML",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=6.0"
        },
        {
          "name": "jsonschema",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.22"
        }
      ],
      "all_dependencies": {
        "error": "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
        "source": null,
        "packages": [],
        "collected": false,
        "truncated": false,
        "total_count": null,
        "direct_count": null,
        "indirect_count": null
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 0,
        "merged_prs": 7,
        "open_issues": 0,
        "closed_ratio": 1,
        "closed_issues": 21,
        "closed_unmerged_prs": 3
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "yuheng",
          "commits": 83,
          "avatar_url": "https://avatars.githubusercontent.com/u/210850?v=4"
        },
        {
          "type": "User",
          "login": "410979729",
          "commits": 12,
          "avatar_url": "https://avatars.githubusercontent.com/u/271412939?v=4"
        },
        {
          "type": "User",
          "login": "df-5c",
          "commits": 4,
          "avatar_url": "https://avatars.githubusercontent.com/u/59383068?v=4"
        },
        {
          "type": "User",
          "login": "Asanilo",
          "commits": 1,
          "avatar_url": "https://avatars.githubusercontent.com/u/138306761?v=4"
        }
      ],
      "contributors_sampled": 4,
      "top_contributor_share": 0.83
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "ci.yml",
        "pypi.yml",
        "release.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": 6,
            "reason": "3 out of 5 merged PRs checked by a CI test -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 2/26 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 0,
            "reason": "project has 0 contributing companies or organizations -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 0,
            "reason": "no update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 0,
            "reason": "project was created within the last 90 days. Please review its contents carefully",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 0,
            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 4,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": 0,
            "reason": "Project has not signed or included provenance with any releases.",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "c72b8862040a92d9e3298a1b14b1ebfe1854ba57",
        "ran_at": "2026-07-28T15:21:17Z",
        "aggregate_score": 3.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": false
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-28T13:48:49Z",
      "oldest_open_prs": [],
      "last_merged_pr_at": "2026-07-20T18:21:22Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": []
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/410979729/scope-recall-hermes",
    "host": "github.com",
    "name": "scope-recall-hermes",
    "owner": "410979729"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": "The weighted overall 56 is calibrated to 59 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 56,
            "calibrated": 59,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 59,
      "inputs": {
        "security": 34,
        "vitality": 73,
        "community": 58,
        "governance": 50,
        "calibration": "2026-08-02",
        "engineering": 66,
        "ai_readiness": 42,
        "weighted_overall_raw": 56
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 73,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "moderate",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 62,
            "inputs": {
              "commits_last_year": 98,
              "human_commit_share": 1,
              "days_since_last_push": 0,
              "active_weeks_last_year": 11
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "11/52 weeks with commits",
                "points": 7.6,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 11
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "98 commits in the last year",
                "points": 17.9,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 98
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "releases_count": 41,
              "latest_release_tag": "v1.8.2",
              "releases_from_tags": false,
              "days_since_latest_release": 0,
              "mean_days_between_releases": 3.5
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "41 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 41
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 0 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~3.5 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 3.5
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "Project has not signed or included provenance with any releases.",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "exceptional",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "unverified",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": "repository_too_young",
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": null,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "maintenance record not established from the collected data",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_unverified",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "moderate",
        "name": "Community & Adoption",
        "value": 58,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "weak",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 47,
            "inputs": {
              "forks": 16,
              "stars": 196,
              "watchers": 1,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "196 stars",
                "points": 37.1,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 196
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "16 forks",
                "points": 9.8,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "1 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 1
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "good",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 70,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "readme_badge_services": [],
              "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": "recognized license (MIT)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "MIT"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "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",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.2
              },
              {
                "key": "pr_template",
                "name": "PR template",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 50,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 18,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 4,
              "top_contributor_share": 0.83
            },
            "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 83% of commits",
                "points": 3.8,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 83
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "4 contributors",
                "points": 5.4,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "good",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 72,
            "inputs": {
              "merged_prs": 7,
              "open_issues": 0,
              "closed_issues": 21,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 3,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 42,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "7/10 decided PRs merged",
                "points": 21,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 7,
                      "decided": 10
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 2/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "at_risk",
            "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 27,
            "inputs": {
              "followers": 3,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "410979729",
              "public_repos": 7,
              "account_age_days": 123
            },
            "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": "3 followers of 410979729",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3,
                      "login": "410979729"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "7 public repos, account ~0 yr old",
                "points": 7.2,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 7
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "exceptional",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "hermes-scope-recall"
              ],
              "ecosystems": "pypi",
              "any_deprecated": false,
              "min_days_since_publish": 0
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "1 package(s) on pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 1,
                      "ecosystems": "pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 0 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 0
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "21 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 21
                    }
                  }
                ],
                "max_points": 20
              },
              {
                "key": "not_deprecated",
                "name": "Not deprecated",
                "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": "good",
        "name": "Engineering Quality",
        "value": 66,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "has_ci": true,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": false,
              "has_precommit_config": false
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": "3 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 3
                    }
                  }
                ],
                "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",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 9.6
              },
              {
                "key": "editorconfig",
                "name": ".editorconfig",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "3 out of 5 merged PRs checked by a CI test -- score normalized to 6",
                "points": 12,
                "status": "partial",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "good",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 75,
            "inputs": {
              "topics": [
                "ai-memory",
                "hermes-agent",
                "hermes-plugin",
                "hybrid-retrieval",
                "lancedb",
                "memory",
                "sqlite",
                "vector-search",
                "agent",
                "ai-agent",
                "hermes",
                "python",
                "scope-isolation",
                "llm-agent",
                "memory-plugin",
                "scope-recall"
              ],
              "has_wiki": false,
              "homepage": null,
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "repository_description",
                "name": "Repository description",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "topics",
                "name": "Topics",
                "detail": "16 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 16
                    }
                  }
                ],
                "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": "at_risk",
        "name": "Security",
        "value": 34,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "at_risk",
            "name": "Security posture",
            "note": null,
            "notes": [],
            "value": 34,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 18,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 0,
              "scorecard_aggregate": 3.4
            },
            "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 not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "3 out of 5 merged PRs checked by a CI test -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "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 2/26 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 0 contributing companies or organizations -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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": "no update tool detected",
                "points": 0,
                "status": "missed",
                "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": "project was created within the last 90 days. Please review its contents carefully",
                "points": 0,
                "status": "missed",
                "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 detected",
                "points": 2,
                "status": "partial",
                "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": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "weak",
        "name": "AI Readiness",
        "value": 42,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "weak",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.7,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "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": "70 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 37.3,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 70,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "at_risk",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 33,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [
                "py.typed"
              ],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "py.typed",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "py.typed"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "no automated dependency updates observed",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_dependency_automation",
                    "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": "excellent",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 80,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 147612,
              "source_files_sampled": 337,
              "oversized_source_files": 12
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (py.typed)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "py.typed",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "12/337 source files over 60KB",
                "points": 53,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 337,
                      "oversized": 12
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "weak",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": false,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "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? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "library",
        "plugin"
      ],
      "scores": {
        "plugin": 4,
        "library": 6
      },
      "primary": "library",
      "evidence": [
        {
          "tier": "distribution",
          "label": "library",
          "source": "registry:pypi",
          "weight": 6
        },
        {
          "tier": "description",
          "label": "plugin",
          "source": "description:plugin",
          "weight": 2
        },
        {
          "tier": "tags",
          "label": "plugin",
          "source": "tag:plugin",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": true,
      "runs_as_process": false,
      "consumed_by_code": true
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository",
    "deps.dev does not index pypi:hermes-scope-recall@1.8.2; advisories assessed against the repository dependency graph instead"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-28T15:21:28.564500Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/4/410979729/scope-recall-hermes.svg",
  "full_name": "410979729/scope-recall-hermes",
  "license_state": "standard",
  "license_spdx": "MIT"
}

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

Відсутні дані виключаються, а ваги перенормовуються — нуль за відсутність ніколи не ставиться. Методологія версіонована й відкрита: метрики v2.3.1, схема v0.27.0 — повна методологія · вікі метрик.

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