Публічний реєстр
Звіт про здоров'я програмного забезпеченнясхема 0.23.0 · метрики 1.13.0 · 2026-07-21 21:17 UTC

ukkit / memcord

🧠 Self-hosted, privacy-first MCP server for long-term AI memory — save, search & summarize Claude/ChatGPT chat history locally. No cloud, no database.

PythonMIT★ 71 зірка⑂ 11 форківз черв. 2025 р.Переглянути на GitHub ↗

ukkit/memcord має індекс здоров’я 57 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (84/100), найнижчий — Security (24/100). Останнє оновлення було 7 днів тому. Більшість нещодавньої роботи виконує один учасник.

57
загалом / 100
Помірний

Індекс здоров'я програмного забезпечення

Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.

57
Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям
Добрий70-84Здоровий; незначні прогалини
Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку
У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності
Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)
ЖиттєздатністьСпільнота тавпровадженняСталість таврядуванняІнженернаякістьБезпекаГотовність доШІ

Профіль оцінок

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

Власність

Neeraj TikkuОсобистий обліковий запис
3 підписники25 публічних репозиторіївз груд. 2012 р.

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

Пакетні екосистеми

РеєстрПакетВерсіяЗавантажень / місВерсіїОстання публікаціяТеги
npmmemcord1.0.0-13453125 днів томуrecordmemcord
PyPImemcord4.3.0-67 днів тому

Метрики за категоріями

Життєздатність

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

84Добрий · 22% загального індексу
Як обчислюється оцінка
36/36Свіжість push — останній push 7 дн. тому
13.8/36Ритм комітів — 20/52 тижнів із комітами
17.5/18Обсяг комітів — 87 комітів за останній рік
6/10OpenSSF Scorecard: Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
Використані вхідні дані
commits_last_year87
human_commit_share1
days_since_last_push7
active_weeks_last_year20
Як обчислюється оцінка
27/27Випускає релізи — опубліковано 17 релізів
36/36Свіжість релізів — останній реліз 7 дн. тому
27/27Ритм релізів — реліз кожні ~14 дн.
0/10OpenSSF Scorecard: Signed-Releases — немає даних
Використані вхідні дані
releases_count17
latest_release_tagv4.3.0
releases_from_tagsні
days_since_latest_release7
mean_days_between_releases14
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.

Спільнота та впровадження

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

39У зоні ризику · 18% загального індексу
Як обчислюється оцінка
29.9/60Зірки — 71 зірок
8.3/25Форки — 11 форків
0/15Спостерігачі — 0 спостерігачів
Використані вхідні дані
forks11
stars71
watchers0
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonbelow_threshold
Як обчислюється оцінка
22.5/22.5README
22.5/22.5Ліцензія — визнана ліцензія (MIT)
0/18Настанови CONTRIBUTING
0/13.5Кодекс поведінки
0/7.2Шаблон issue
0/6.3Шаблон PR
Використані вхідні дані
has_readmeтак
has_licenseтак
has_contributingні
has_issue_templateні
has_code_of_conductні
has_pull_request_templateні
Як обчислюється оцінка
20.6/80Щомісячні завантаження — 34 завантажень/місяць у npm, pypi
0/20Залежні пакети в реєстрі — ця екосистема цього не повідомляє
Використані вхідні дані
packagesmemcord, memcord
dependents
ecosystemsnpm, pypi
total_downloads
monthly_downloads34
Виключено з оцінювання (немає даних або не застосовно): Залежні пакети в реєстрі. Залишкові ваги перенормовано.

Сталість та врядування

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

57Помірний · 24% загального індексу
Як обчислюється оцінка
9/54Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
4.3/22.5Розподіл комітів — головний контриб’ютор — автор 81% комітів
2.7/13.5Широта контриб’юторів — 2 контриб’юторів
10/10OpenSSF Scorecard: Contributors — project has 3 contributing companies or organizations -- score normalized to 10
Використані вхідні дані
bus_factor1
contributors_sampled2
top_contributor_share0,809
Як обчислюється оцінка
46.8/46.8Вирішення issue — закрито 100% issue
22.3/38.3Прийняття PR — злито 7/12 вирішених PR
0/15OpenSSF Scorecard: Code-Review — Found 0/28 approved changesets -- score normalized to 0
Використані вхідні дані
merged_prs7
open_issues0
closed_issues4
issue_closed_ratio1
closed_unmerged_prs5

Власність та опіка

46У 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 ukkit
22.3/25Послужний список — 25 публічних репозиторіїв, вік облікового запису ~13 р.
Використані вхідні дані
followers3
owner_typeUser
is_verified
owner_loginukkit
public_repos25
account_age_days4 976
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.

Супровід пакетів

100Відмінний
Як обчислюється оцінка
25/25Опубліковано й доступно — 2 пакет(ів) у npm, pypi
35/35Свіжість публікацій — остання публікація 7 дн. тому
20/20Історія версій — 6 опублікованих версій
20/20Не застарілий — активний, не deprecated і не yanked
Використані вхідні дані
packagesmemcord, memcord
ecosystemsnpm, pypi
any_deprecatedні
min_days_since_publish7

Інженерна якість

Чи наявні базові інженерні практики та документація?

70Добрий · 20% загального індексу
Як обчислюється оцінка
0/24Процеси CI
24/24Наявні тести
16/16Конфігурація лінтера
9.6/9.6Pre-commit-хуки
0/6.4.editorconfig
0/20OpenSSF Scorecard: CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
Використані вхідні дані
has_ciні
has_testsтак
has_editorconfigні
has_linter_configтак
has_precommit_configтак

Документація

100Відмінний
Як обчислюється оцінка
30/30README
25/25Каталог документації
15/15Сайт документації / домашня сторінка — https://github.com/ukkit/memcord/releases
10/10Опис репозиторію
10/10Теми — 19 тем
10/10Wiki
Використані вхідні дані
topicsai-assistant, ai-memory, chat-history, claude-desktop, conversation-management, developer-tools, local-storage, mcp-server, memory-management, model-context-protocol, model-context-protocol-server, privacy-focused, python, memory-slots, privacy-first, antigravity, google-antigravity, claude-code, llm
has_wikiтак
homepagehttps://github.com/ukkit/memcord/releases
has_readmeтак
has_docs_dirтак
has_descriptionтак

Безпека

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

24Критичний · 16% загального індексу

Стан безпеки

24Критичний
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
0/2.5CI-Tests — 0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/28 approved changesets -- score normalized to 0
2.5/2.5Contributors — project has 3 contributing companies or organizations -- score normalized to 10
0/10Dangerous-Workflow — немає даних
0/7.5Dependency-Update-Tool — no update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5Ліцензія — license file detected
4.5/7.5Maintained — 8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
0/5Packaging — немає даних
0/5Pinned-Dependencies — немає даних
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
0/5Security-Policy — security policy file not detected
0/7.5Signed-Releases — немає даних
0/7.5Token-Permissions — немає даних
0/7.5Vulnerabilities — 82 existing vulnerabilities detected
Використані вхідні дані
sourceopenssf_scorecard
checks_evaluated13
scorecard_versionv5.5.0
checks_inconclusive5
scorecard_aggregate2,4
Виключено з оцінювання (немає даних або не застосовно): dangerous_workflow, packaging, pinned_dependencies, signed_releases, token_permissions. Залишкові ваги перенормовано.

Готовність до ШІ

Наскільки репозиторій оснащений для розробки та супроводу за участі ШІ-агентів? Незалежний, експериментальний бейдж — вага 0.0, тож він подається окремо і не впливає на загальний індекс здоров'я.

52Помірний · 0% загального індексу
Як обчислюється оцінка
0/45Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15Машиночитана документація (llms.txt)
40/40Читабельна історія комітів — намір зазначено у 86 з 98 людських комітів (структурований заголовок або пояснювальний текст)
Використані вхідні дані
has_llms_txtні
legible_history_share0,878
agent_instruction_files
agent_instruction_max_bytes
Як обчислюється оцінка
0/18Розгортання однією командою
22/22Автоматизовані тести
11/11Конфігурація лінтера / форматера
0/11Статична перевірка типів
10/10Відтворюване середовище — lockfile
10/10Підтверджена практика роботи з агентами — 32 з останніх 98 комітів створено агентом або з його зазначенням
0/8Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено
0/10OpenSSF Scorecard: Pinned-Dependencies — немає даних
Використані вхідні дані
has_nixні
has_testsтак
lockfilesuv.lock
has_dockerfileні
typed_languageні
bootstrap_files
has_devcontainerні
has_linter_configтак
typecheck_configs
agent_commit_share0,327
toolchain_manifests
dependency_bot_commit_share0
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Pinned-Dependencies. Залишкові ваги перенормовано.
Як обчислюється оцінка
0/45Типізований код — Python без конфігурації перевірки типів
52.4/55Керовані розміри файлів — 4/84 файлів вихідного коду понад 60 КБ
Використані вхідні дані
primary_languagePython
largest_source_bytes128 337
source_files_sampled84
oversized_source_files4
Як обчислюється оцінка
0/40Схема API (OpenAPI/GraphQL/proto)
20/20Сервер MCP
40/40Придатні до запуску приклади — examples
Використані вхідні дані
example_dirsexamples
has_mcp_signalтак
api_schema_files

Ключові факти

71зірок GitHub
2контриб'юторів
87комітів за останні 12 місяців
7днів від останнього пушу
17релізів
1бас-фактор
0відкритих issue
npm, PyPIпакетних екосистем

Попередження щодо збору даних

  • GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository

Докладніше

Історія зірок і форків 71 ★ / 11 ⇿
71Зірки
11Форки
17Релізи

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.

01325385063757111182025-072026-012026-07
Мажорні 2Мінорні 8Патчі 7
OpenSSF Scorecard 2.4 / 10
2.4сукупно

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 · 2026-07-21 21:17 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
0CI-Tests0 out of 2 merged PRs checked by a CI test -- score normalized to 0
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/28 approved changesets -- score normalized to 0
10Contributorsproject has 3 contributing companies or organizations -- score normalized to 10
н/дDangerous-Workflowno workflows found
0Dependency-Update-Toolno update tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
6Maintained8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6
н/дPackagingpackaging workflow not detected
н/дPinned-Dependenciesno dependencies found
0SASTSAST tool is not run on all commits -- score normalized to 0
0Security-Policysecurity policy file not detected
н/дSigned-Releasesno releases found
н/дToken-PermissionsNo tokens found
0Vulnerabilities82 existing vulnerabilities detected
Прямі залежності 12
РеєстрПакетОбмеження версіїМаніфест
PyPImcp>=1.28.1,<2pyproject.toml
PyPInltk>=3.8pyproject.toml
PyPIaiofiles>=23.0pyproject.toml
PyPIpydantic>=2.0.0pyproject.toml
PyPIrequests>=2.31.0pyproject.toml
PyPIbeautifulsoup4>=4.12.0pyproject.toml
PyPIpdfplumber>=0.10.0pyproject.toml
PyPIpypdfium2>=5.0.0pyproject.toml
PyPIpandas>=2.0.0pyproject.toml
PyPItrafilatura>=1.8.0pyproject.toml
PyPIpython-magic>=0.4.27pyproject.toml
PyPIsumy>=0.11.0pyproject.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-assistant",
        "ai-memory",
        "chat-history",
        "claude-desktop",
        "conversation-management",
        "developer-tools",
        "local-storage",
        "mcp-server",
        "memory-management",
        "model-context-protocol",
        "model-context-protocol-server",
        "privacy-focused",
        "python",
        "memory-slots",
        "privacy-first",
        "antigravity",
        "google-antigravity",
        "claude-code",
        "llm"
      ],
      "is_fork": false,
      "size_kb": 3746,
      "has_wiki": true,
      "homepage": "https://github.com/ukkit/memcord/releases",
      "languages": {
        "Shell": 4800,
        "Python": 1528011,
        "PowerShell": 7988
      },
      "pushed_at": "2026-07-14T12:57:10Z",
      "created_at": "2025-06-27T04:59:50Z",
      "owner_type": "User",
      "updated_at": "2026-07-16T09:14:28Z",
      "description": "🧠 Self-hosted, privacy-first MCP server for long-term AI memory — save, search & summarize Claude/ChatGPT chat history locally. No cloud, no database.",
      "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": "Neeraj Tikku",
      "type": "User",
      "login": "ukkit",
      "company": null,
      "location": null,
      "followers": 3,
      "avatar_url": "https://avatars.githubusercontent.com/u/2971609?v=4",
      "created_at": "2012-12-05T13:37:08Z",
      "is_verified": null,
      "public_repos": 25,
      "account_age_days": 4976
    },
    "license": {
      "state": "standard",
      "spdx_id": "MIT",
      "raw_spdx": "MIT",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v4.3.0",
          "kind": "minor",
          "published_at": "2026-07-14T12:57:11Z"
        },
        {
          "tag": "v4.2.0",
          "kind": "minor",
          "published_at": "2026-06-22T04:54:33Z"
        },
        {
          "tag": "v4.1.1",
          "kind": "patch",
          "published_at": "2026-06-21T07:48:49Z"
        },
        {
          "tag": "v4.1.0",
          "kind": "minor",
          "published_at": "2026-06-21T06:05:31Z"
        },
        {
          "tag": "v4.0.2",
          "kind": "patch",
          "published_at": "2026-06-13T06:03:24Z"
        },
        {
          "tag": "v4.0.0",
          "kind": "major",
          "published_at": "2026-06-13T02:24:03Z"
        },
        {
          "tag": "v3.4.2",
          "kind": "patch",
          "published_at": "2026-06-10T12:48:22Z"
        },
        {
          "tag": "v3.4.1",
          "kind": "patch",
          "published_at": "2026-05-18T10:47:55Z"
        },
        {
          "tag": "v3.4.0",
          "kind": "minor",
          "published_at": "2026-04-21T06:47:42Z"
        },
        {
          "tag": "v3.3.0",
          "kind": "minor",
          "published_at": "2026-03-10T10:20:46Z"
        },
        {
          "tag": "v3.2.0",
          "kind": "minor",
          "published_at": "2026-03-02T10:47:48Z"
        },
        {
          "tag": "v3.1.0",
          "kind": "minor",
          "published_at": "2026-02-26T09:09:43Z"
        },
        {
          "tag": "v3.0.2",
          "kind": "patch",
          "published_at": "2026-02-24T05:31:59Z"
        },
        {
          "tag": "v3.0.1",
          "kind": "patch",
          "published_at": "2026-02-24T04:19:24Z"
        },
        {
          "tag": "v3.0.0",
          "kind": "major",
          "published_at": "2026-02-24T02:54:37Z"
        },
        {
          "tag": "v2.5.0",
          "kind": "minor",
          "published_at": "2026-02-16T06:21:43Z"
        },
        {
          "tag": "v2.4.2",
          "kind": "patch",
          "published_at": "2026-02-14T14:28:23Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "08dacd7be7f77293c150e1bb61cb21df75a61e56",
          "body": "Synced from ukkit/memcord_dev @ 520857f18ab0cb08fd80ca2836a70e2be5e2f190\n\nMode: Content-based sync\nFiles changed: 12\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v4.3.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-07-14T12:57:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "55546f122b172718797ac209ebe3f261ea603533",
          "body": "Synced from ukkit/memcord_dev @ 020f098de65547c290264fef2c8e5e5019a85573\n\nMode: Content-based sync\nFiles changed: 23\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v4.2.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-06-22T04:54:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d12ee97c76267f95f032c9f354fbec0efd97234",
          "body": "Synced from ukkit/memcord_dev @ a6ba83071668d882ae06bf13f913c3b9c4c62021\n\nMode: Content-based sync\nFiles changed: 8\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v4.1.1",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-06-21T07:48:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1202b4aee61cafeddc75a23ef2b5503b852315a6",
          "body": "Synced from ukkit/memcord_dev @ a5ad968d1253e636111d0c6cbf1c44feda1487d6\n\nMode: Content-based sync\nFiles changed: 35\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v4.1.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-06-21T06:05:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b24443702609c5f78d6772b61eca3aa1d4714132",
          "body": "Synced from ukkit/memcord_dev @ 17e591ccb93b9ef7018fa0c0d7f96261373fa1cd\n\nMode: Content-based sync\nFiles changed: 7\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v4.0.2",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-06-13T06:03:22Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e67e1877abd2f5e198cbb58e9b6bbb9a620557cc",
          "body": "Synced from ukkit/memcord_dev @ 37f1d92aefd79cc8c1e9ce5fc1dd703d697ccb33\n\nMode: Content-based sync\nFiles changed: 11\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v4.0.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-06-13T02:24:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ebe9e581e7b0b1350b2f65a82b906eff64457366",
          "body": "Synced from ukkit/memcord_dev @ b1fd31bfe64984810c091615b9c76a120cf9513d\n\nMode: Content-based sync\nFiles changed: 8\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.4.2",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-06-10T12:48:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "06e7eac23a2dad72c0af3dd048123ddecac502cc",
          "body": "Synced from ukkit/memcord_dev @ d93970ac4f5d07c45ec1e9d2e8d351c6ec7e78f0\n\nMode: Content-based sync\nFiles changed: 9\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.4.1",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-05-18T10:47:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03a97c79879991868447f17b877d97513956206e",
          "body": "Synced from ukkit/memcord_dev @ ffd95bf8baa784ba13d679132b8c43da300606f4\n\nMode: Content-based sync\nFiles changed: 15\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.4.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-04-21T06:47:40Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a4b208972001ac764e09f055cf04a244d14d8eb",
          "body": "Synced from ukkit/memcord_dev @ 9027622332fcbd6e0260ef9716932b0649dd757a\n\nMode: Content-based sync\nFiles changed: 12\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.3.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-03-10T10:20:44Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3af7d915d7bbeebf1ca7bca299e817826f569f9d",
          "body": "Synced from ukkit/memcord_dev @ 001652f7b245b1995816c261f69983ebd88ddeaa\n\nMode: Content-based sync\nFiles changed: 10\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.2.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-03-02T10:47:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "47f852e2903174e8d039eeed8503e7aa9c078593",
          "body": "Synced from ukkit/memcord_dev @ 6f505eb93e01f3c141fd47af0db70aeaec487ef2\n\nMode: Content-based sync\nFiles changed: 26\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.1.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-02-26T09:09:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7b6dbfddc48d1f9ead2e2de782d975591b2790e",
          "body": "Synced from ukkit/memcord_dev @ f3c71a00d5690aa7c273d95cf9130bd0529b0b14\n\nMode: Content-based sync\nFiles changed: 11\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.0.2",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-02-24T05:31:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bb13cfe39f6dfd054089810e15ef8ecd679d665d",
          "body": "Synced from ukkit/memcord_dev @ 85a43a61f29fda4311c9b1290d45e8c5689ea839\n\nMode: Content-based sync\nFiles changed: 8\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.0.1",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-02-24T04:19:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "77e48c923526951ed7466edaeecd7207d0cec0db",
          "body": "Synced from ukkit/memcord_dev @ df968418e0e2152c39dc03d326aa85bac6a22c63\n\nMode: Content-based sync\nFiles changed: 23\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v3.0.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-02-24T02:54:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b094613e40552fdd298459a2fcbf616fd68be8f9",
          "body": "Synced from ukkit/memcord_dev @ a68790f3880d7fac64b05279f0af7c570848e810\n\nMode: Content-based sync\nFiles changed: 13\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v2.5.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-02-16T06:21:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b9f61064b5d01fb25e4a4ea7a014b5493373cfa1",
          "body": "🚀 v2.4.2 - Project Detection & Code Quality Fixes",
          "is_bot": false,
          "headline": "Merge pull request #15 from ukkit/release/v2.4.2",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-02-14T13:35:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2d947b060709c5c14ecd24a3604ef342292b6a46",
          "body": "Synced from ukkit/memcord_dev @ aac631bc71c604c68151a8665efccb1a2b0cef53\n\nMode: Content-based sync\nFiles changed: 10\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v2.4.2",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-02-14T13:31:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "178d50ec34cebecd7ed4b1ed429f4ce6f5533aa2",
          "body": "🚀 Release v2.4.1",
          "is_bot": false,
          "headline": "Merge pull request #14 from ukkit/release/v2.4.1",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-02-13T12:30:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "df3b6b6126626c8cbc2f3e385d9a6559e4db2c28",
          "body": "Synced from ukkit/memcord_dev @ a3bf7d356df01bdff2904a2e1841cc1c7ca031ae\n\nMode: Content-based sync\nFiles changed: 12\n\nCo-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "Release v2.4.1",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2026-02-13T12:26:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a66c3bae9899ea49f07b6fc0e9fc98ed6fb45e4",
          "body": "Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Bump version to 2.4.1",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-02-09T13:52:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "3f33ffc8c0645b308b53f021ed4a847b71e7cfdd",
          "body": "Previously memcord_use required an explicit slot_name argument. Now it\nfalls back to reading from the .memcord project binding file if no\nargument is provided, consistent with other read operations.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix memcord_use to read slot name from .memcord file when not provided",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-30T12:32:07Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c8bf521be497de2cfa520826c7ab56091f4d9066",
          "body": "Excluded files:\n- .github/workflows/\n- .releaseexclude\n- OPTIMIZE_PLAN.md\n- scripts/publish-to-main.sh\n- scripts/publish-to-main.ps1\n\nThese files are for internal development only.",
          "is_bot": false,
          "headline": "chore: exclude internal development files from public repo",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-29T14:26:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "eed390c68a75e758cb3221ac2bf1a9c9293c572a",
          "body": "…xclusions\n\n- Add command-line arguments for target-remote, source-branch, target-branch\n- Expand exclusion list to match release-sync.yml workflow (60+ patterns)\n- Add PUBLISH.md documentation with usage examples and troubleshooting\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Enhance publish scripts with configurable options and comprehensive e…",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-29T13:49:56Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2f11499b13ff2af391dcb2cc733f91adc0e03137",
          "body": "Problem: MCP server running from memcord directory caused writes to fall\nback to wrong slot via .memcord file detection.\n\nChanges:\n- Add _resolve_slot_for_write() that only uses explicit arg or active slot\n- Update memcord_save and memcord_save_progress to use write-only resolution\n- Add memcord_clo\n[…]\n and ..\\ rejection\n- TestSlotNameReservedNames: __ZERO__, Windows reserved names\n- TestSlotSelectionDeselectionWithSpecialNames: full workflows\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix slot state issues: separate read/write resolution, add memcord_close",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-28T12:17:54Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "4aa99e49e1ebc63516f1f52fe8b0f066723975a2",
          "body": "Switch CI trigger to workflow_dispatch (manual only), removing push,\npull_request, and daily schedule triggers.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Disable automatic CI runs to reduce costs",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-27T06:45:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "753f108801b9a900b2bbbdad85e9f781459e9f1d",
          "body": "- Use absolute paths instead of relative ./src (broken when run from project dir)\n- Add Windows PowerShell commands using claude mcp add-json with cmd /c wrapper\n- Consolidate from 3 methods to 2 (project-specific and user-wide)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix Claude Code manual config: use absolute paths, add Windows commands",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-27T06:40:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "11e99c4290ac9ff267a8039f930c1dfb5dea8308",
          "body": "…docs\n\n- Reduce README from 321 to ~186 lines by removing inline JSON config blocks\n- Add Prerequisites section with Python 3.10+ and uv install instructions\n- Replace per-IDE config blocks with a table linking to detailed docs\n- Move \"Update Existing Installation\" section to docs/installation.md\n- \n[…]\no docs/versions.md as changelog\n- Center badges and tagline, add CI workflow status badge\n- Remove <details> wrapper from Documentation section\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Restructure README: add prerequisites, condense IDE configs, link to …",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-27T06:21:21Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "a42376d6deeb7420756698f5ad93de5396e5891d",
          "body": "The comment suppressed a false positive — these are string literals\nused for path validation, not actual temp directory usage.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Remove unnecessary nosec B108 comment from models.py",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-26T07:34:21Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "b9ce9d3e907610b6d0f146f2b9e4770a66be260c",
          "body": "Instead of failing when a release tag doesn't exist, the workflow now\ncreates and pushes it on the current HEAD. Also bumps permissions to\ncontents: write to support tag creation.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Auto-create release tags in sync workflow",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-26T04:23:55Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5d73dafbf8d7f1fbdad2a3ad66a27eee6db63c88",
          "body": "Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Apply ruff formatting fixes",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-26T03:59:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c9b70537776546f924c6a42c7465fd7edaa3148b",
          "body": "Multi-line strings in git commit message and PR body had continuation\nlines at column 0, breaking the YAML literal block scalar. Replaced\ncommit message with echo-to-file + git commit -F, and PR body with\narray .join('\\n'). Also removed stale release_to_prod duplicate file\n(no .yml extension, never recognized by GitHub Actions).\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix YAML block scalar indentation in release-sync workflow",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-26T03:48:05Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a323b37d028a35be2dd7bab4789a64c5f73e9d1b",
          "body": "Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix heredoc YAML syntax error in release-sync workflow",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T16:44:45Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "7680bef8210f28a15eb27095ef38ee63181c0c66",
          "body": "Use heredoc for multiline git commit message to avoid YAML block scalar\nindentation issues that caused GitHub Actions to reject the workflow file.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix YAML syntax error in release-sync workflow",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T16:39:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "4285280f31988981c49e2c205374346155b489c1",
          "body": "- Add missing description parameter to MemorySlotFactory.create_basic()\n- Change generate_full_report mock from MagicMock to AsyncMock since the\n  method is awaited in MonitoringService.run_diagnostics()\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix test failures in models contracts and monitoring service tests",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T16:36:49Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "c99d1860c9e771be958397aabfce1982739e4238",
          "body": "- Add usedforsecurity=False to MD5 hash calls in cache.py (B324)\n- Suppress false positive B108 for /tmp/ in blocklist (models.py)\n- Replace assert statements with explicit if/return checks (B101)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix bandit security warnings",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T16:29:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "74f814d79fee0d0989c3bf5b5b1e8a37a529c9da",
          "body": "- Break long lines in errors.py, status_monitoring.py, storage.py, storage_efficiency.py\n- Add hatch lint environment configuration to pyproject.toml\n- Fix type annotations across multiple modules for mypy compliance\n- Update test factories to use explicit keyword arguments\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix ruff line-too-long errors and improve type annotations",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T16:18:01Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "a6231e7e3d2caed9b3a09d81980427badade3ae7",
          "body": "- Add explicit type annotations for untyped variables across 13 files\n- Fix decompress_json_content to accept both CompressionMetadata and CompressionInfo\n- Reduces mypy errors from 119 to 96\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix mypy var-annotated errors and CompressionInfo type mismatch",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T13:13:41Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f3b11d8c99950a6aa0c1b109a49b4eddb3ed3024",
          "body": "- Add mypy config to pyproject.toml with pydantic plugin\n- Add type stubs for aiofiles, psutil, requests, pandas\n- Fix implicit Optional types (use X | None instead of X = None)\n- Add type annotations to untyped variables\n- Fix tuple vs list type mismatch in query.py\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add mypy configuration and fix type annotation issues",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T12:24:34Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "359b8f66441d07d6ec28e3c1cd03645487a17109",
          "body": "- Add missing await to async generate_full_report() call in monitoring_service\n- Add missing Any import in search.py\n- Fix duplicate format_info variable definition in importer.py\n- Add type annotations to error_stats, timeouts, and validator instances\n- Add cast() calls to fix no-any-return errors in multiple modules\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix critical mypy type errors and no-any-return annotations",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T12:21:39Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "5148d8f55950a13a0bff7d54875a27953d504645",
          "body": "- Add mypy>=1.0.0 and bandit>=1.7.0 to optional dev dependencies\n- Add mypy>=1.15.0 and bandit>=1.8.0 to dependency-groups\n- Apply ruff formatting to source files\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add mypy and bandit to dev dependencies, apply ruff formatting",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T09:12:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f9c4e898e9500b13b936d73900a651c6026941cf",
          "body": "- Remove unused imports (F401)\n- Sort and organize import blocks (I001)\n- Replace deprecated IOError with OSError (UP024)\n- Fix line length violations (E501) by breaking long lines\n- Rename unused loop variable to _ (B007)\n- Apply ruff format to 16 files\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix ruff linting errors and apply formatting",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T09:00:35Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2084c9614631d7a4782c81bf2f8fba8fadd92acf",
          "body": "This workflow automates the release synchronization process from a development repository to a production repository, allowing for customizable inputs such as release version, target branch, and sync method.",
          "is_bot": false,
          "headline": "Add release synchronization workflow to production",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T06:37:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e06d42504a189e6a414612e56a80c2baf227c3a4",
          "body": "- Add GitHub Actions workflow for syncing releases from dev to production\n- Add .releaseexclude for project-specific file exclusions\n- Add local publish scripts (PowerShell and Bash) for manual syncing\n- Update .gitignore with internal development files\n\nThe release-sync workflow supports:\n- Dry run mode for previewing changes\n- Pull request or direct push options\n- Force replace mode for full sync\n- Automatic exclusion of dev-only files\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add release sync workflow and publish scripts",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-25T06:32:43Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "541bb2344fd84393e20d7b21f982d8e47e375b48",
          "body": "The test was using \"select-test-slot\" as the slot name, which contains\nthe SQL keyword \"SELECT\" that is blocked by security validation. This\ncaused memcord_name to fail silently, leaving no active slot set.\n\nChanges:\n- Rename slot from \"select-test-slot\" to \"entry-test-slot\"\n- Add assertions to verify each operation succeeds before proceeding\n- Add descriptive error messages for better debugging\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix test_select_entry_uses_active_slot failing on fresh environments",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-24T15:54:00Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "bee90ddddc8fada7f55e277a17ce96f3ac4ba33b",
          "body": "Add TOON (Text Object-Oriented Notation) encoding/decoding commands:\n- toon-decode.md\n- toon-encode.md\n- toon-validate.md\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add toon command files to version control",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-24T14:05:31Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "2fb72f9758685abe73c21f4c36963289710133df",
          "body": "Update .gitignore to track .claude/commands/ directory while keeping\nother .claude subdirectories ignored. Add missing memcord command files:\n- memcord-init.md (renamed from memcord-bind)\n- memcord-clear.md\n- memcord-unbind.md\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add .claude/commands to version control",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-24T14:03:15Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "f39fc2f00926b7ced388d39960cd7f3e73efdfc2",
          "body": "Rename the project binding tool from memcord_bind to memcord_init for\nclearer semantics - \"init\" better conveys the one-time setup nature of\nassociating a project directory with a memory slot.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Rename memcord_bind tool to memcord_init",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-24T13:54:44Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "8d82ddb5d0c8ab27b9f20e19f6044048bea5cf3d",
          "body": "- Add SelectEntryService for selecting memory entries by timestamp/index\n- Export SelectionRequest and SelectEntryService from services module\n- Refactor server.py: simplify handler implementations\n- Update OPTIMIZE_PLAN.md with current optimization progress\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add SelectEntryService and refactor server.py handlers",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-24T06:46:29Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "599e035b20220c18207abe96c7ff65d71e362aa5",
          "body": "…dling tests\n\n- Fix OptimizedChatMemoryServer: Initialize schema_optimizer before super().__init__()\n  to prevent AttributeError when parent calls overridden _get_basic_tools()\n- Update test_handler_invalid_arguments: Check for error responses instead of exceptions\n  since @handle_errors decorator n\n[…]\ndled: Check for graceful handling, not exceptions\n- Fix CacheManager.shutdown(): Await cancelled tasks to prevent \"Task was destroyed\" warnings\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Fix test failures: OptimizedChatMemoryServer init order and error han…",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-24T06:44:31Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "8b73d462f2941af2b530843111d282b53382dcb4",
          "body": "New test files for Phase 1-4 optimization changes:\n- test_handler_registry.py: HandlerRegistry, dispatch, tool generation\n- test_response_builder.py: ResponseBuilder, error decorators\n- test_merge_service.py: MergeService validation, preview, execute\n- test_import_service.py: ImportService file/URL/\n[…]\nhive/restore operations\n- test_monitoring_service.py: MonitoringService status, metrics, diagnostics\n\nTest suite: 429 → 616 tests (all passing)\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Add comprehensive tests for optimization modules (187 new tests)",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-24T02:10:18Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "650d2a56db5899c16306fae0704af8103504859f",
          "body": "Applied @handle_errors decorator to 6 handlers to standardize error handling:\n- _handle_searchmem, _handle_tagmem, _handle_listtags\n- _handle_groupmem, _handle_querymem, _handle_select_entry\n\nRemoved manual try/except blocks - decorator now handles MemcordError\nand generic exceptions consistently.\n\nserver.py: 2,329 lines (-355 from original)\nTests: 429/429 passing\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Server.py optimization: Phase 3 @handle_errors decorator complete",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-22T15:20:37Z",
          "body_truncated": false,
          "is_coding_agent": true
        },
        {
          "oid": "75aef2fe60206169b6c646fb499b775f0b8a1c5f",
          "body": "- Refactored 8 handlers to delegate to service modules\n- Added lazy-loaded service properties (merge, monitoring, compression, archive, import)\n- server.py reduced from 2,684 to 2,354 lines (-330 lines, 12.3%)\n- All 429 tests passing\n\nHandlers integrated:\n- _handle_mergemem → MergeService\n- _handle_\n[…]\nostics → MonitoringService\n- _handle_compressmem → CompressionService\n- _handle_archivemem → ArchiveService\n- _handle_importmem → ImportService\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Server.py optimization: Phase 2 handler integration complete",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-22T14:49:57Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "19f4b910e069d0de5d541ee87c9f179fef1f0fff",
          "body": "Phase 1 (Complete):\n- Created handler_registry.py with O(1) dispatch\n- Replaced 130+ line if/elif chains with dict-based dispatch\n- Added _build_handler_map() and _dispatch_handler() to server.py\n\nPhase 2 (Infrastructure):\n- Created services/ module with 5 service classes:\n  - merge_service.py (307 \n[…]\nProject binding tests (test_binding_states.py, test_project_binding.py)\n- OPTIMIZE_PLAN.md with implementation progress\n\nAll 429 tests passing.\n\nCo-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>",
          "is_bot": false,
          "headline": "Server.py optimization: Phase 1-3 infrastructure",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-22T05:39:13Z",
          "body_truncated": true,
          "is_coding_agent": true
        },
        {
          "oid": "9ebf6435c4938f978749a568e6260142e0eebf46",
          "body": null,
          "is_bot": false,
          "headline": "added star-history",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-20T05:52:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2f59a3a98b675f6c75d5fe9d1a17050987d89bf",
          "body": null,
          "is_bot": false,
          "headline": "fixed linter errors",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-19T08:59:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "03d9aec346e6640e89f075c110fe85fecc1adafd",
          "body": null,
          "is_bot": false,
          "headline": "cleanup",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-19T07:48:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "09804a6a5160dfd825c7daa9a78b289f2fe72687",
          "body": null,
          "is_bot": false,
          "headline": "cleanup",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-19T07:48:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a5f815c176367f75805b9f6d1be49406792b827",
          "body": "  - Windows PowerShell installer (install.ps1) for one-line installation\n  - Centralized config-templates/ folder with platform-specific configs\n  - Cross-platform config generator (scripts/generate-config.py)\n  - Windows cmd /c wrapper support for proper process spawning\n  - Updated MCP SDK version constraint to v1.22-2.0 for stability\n  - Logging configuration to prevent stdout corruption in STDIO mode",
          "is_bot": false,
          "headline": "Cross-Platform Support & MCP Compliance:",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-19T07:45:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bca30f0b4db9190088a4cb0fcd189aee3d8e50cb",
          "body": "  - Windows PowerShell installer (install.ps1) for one-line installation\n  - Centralized config-templates/ folder with platform-specific configs\n  - Cross-platform config generator (scripts/generate-config.py)\n  - Windows cmd /c wrapper support for proper process spawning\n  - Updated MCP SDK version constraint to v1.22-2.0 for stability\n  - Logging configuration to prevent stdout corruption in STDIO mode",
          "is_bot": false,
          "headline": "Cross-Platform Support & MCP Compliance:",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-19T07:43:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ccabcd5d7bf4d2b3d63ad7cffd4240721a688e5e",
          "body": null,
          "is_bot": false,
          "headline": "Added Google Antigravity IDE configuration template and documentation",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-16T11:23:20Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "da8bb8bc35f5229be35c5efd16f9d428fefde017",
          "body": "  - ✅ Comprehensive VSCode configuration templates\n  - ✅ 16 reusable prompt templates for GitHub Copilot workflows\n  - ✅ Automated verification script for setup validation\n  - ✅ MCP registry metadata for marketplace discovery\n  - ✅ Full integration test suite (26 tests passing)\n  - ✅ Complete documentation for enterprise deployment, security, and workflows",
          "is_bot": false,
          "headline": "New in v2.3.5",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2026-01-12T07:05:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "17a01b8f559a4ad94f15067df20d01303faca636",
          "body": "  - MCP SDK: 1.22.0 (released November 20, 2025)\n  - MCP Protocol: 2025-11-25 (released November 25, 2025)",
          "is_bot": false,
          "headline": "Updated MCP SDK & MCP Protocol to latest:",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-11-27T08:02:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "50e070999650c3fb45cd42e306b9da2990ec10e7",
          "body": "Fix search functionality and CI/CD issues",
          "is_bot": false,
          "headline": "Merge pull request #13 from aaronlippold/search-fix-cicd-cleanup",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-11-10T12:20:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "86e5245716af26b56d1e6cef185955665a4e5851",
          "body": "**Coverage**: 22 end-to-end integration tests across 4 test classes\n\n**Test Classes**:\n1. TestBasicWorkflows (6 tests)\n   - Save and search workflow\n   - Acronym searches (CI/CD, API, UI, DB, AWS)\n   - Cross-session discovery\n   - Tag filtering\n   - List and read workflows\n\n2. TestConcurrentWorkflow\n[…]\nealistic usage)\n- Validate real-world workflows, not just individual commands\n\n**Results**: All 282 tests passing (250 existing + 10 staleness + 22 E2E)\n\nAuthored by: Aaron Lippold <lippold@gmail.com>",
          "is_bot": false,
          "headline": "test: Add comprehensive E2E workflow tests for all memcord commands",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-11-09T22:19:46Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "4bc0b09196bb6f514cb156a7275459b12cfeeaf9",
          "body": "**Bug #1: Acronym Tokenization (CRITICAL)**\n- Problem: Search tokenizer filtered words with len <= 2\n- Impact: CI, CD, UI, UX, DB, API, AWS and other acronyms were unsearchable\n- Fix: Changed tokenizer from 'len > 2' to 'len > 1' (src/memcord/search.py:178)\n- Result: All 2-letter acronyms now search\n[…]\n broken for:\n- Cross-session workflows\n- Multi-instance collaboration\n- External modifications\n- Common acronym searches (CI/CD, API, UI, DB, AWS, etc.)\n\nAuthored by: Aaron Lippold <lippold@gmail.com>",
          "is_bot": false,
          "headline": "fix: Resolve critical search functionality bugs",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-11-09T22:06:10Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "af23f9eb52a47606b94ee3fbe5f3a273614c8d0c",
          "body": "- Remove @functools.lru_cache from instance method to prevent memory leak (B019)\n- Convert _get_mime_type to static method (no state dependency)\n- Pin pypdfium2>=5.0.0 to avoid yanked 4.30.1 version with text extraction regression\n- Update uv.lock with pypdfium2 5.0.0\n\nAll 250 tests passing, ruff checks clean.\n\nAuthored by: Aaron Lippold <lippold@gmail.com>",
          "is_bot": false,
          "headline": "fix: Resolve CI/CD linting issues and dependency warnings",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-11-09T14:05:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b79602fba6a73bc4e8011afd7a3990263bd49dc1",
          "body": "  - Cache tool definitions to avoid redundant list_tools() calls\n  - Lazy load TextSummarizer, QueryProcessor, Importer, Merger\n  - Extract 8 error message constants (eliminate 30+ duplicates)\n  - Add LRU cache to _get_mime_type() method\n  - All 250 tests pass, zero breaking changes",
          "is_bot": false,
          "headline": " perf: Add caching, lazy imports, and error constants for 15% speedup",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-11-07T11:33:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "60bfa85e3ec07823c83a9c51095c2e4d5c9d04d6",
          "body": "…-error\n\nComprehensive Testing & Critical Bug Fixes",
          "is_bot": false,
          "headline": "Merge pull request #11 from aaronlippold/fix-storage-health-coroutine…",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-10-06T03:31:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9bd0ad91358259f4bc8588ed38d9841e2f8b20f9",
          "body": "- Merge upstream v2.3.2 async/await fixes\n- Keep modern type hints (list[T] vs List[T])\n- Maintain clean formatting and DRY patterns\n- Fix duplicate await call in generate_system_report\n- Update version to v2.3.2\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "merge: Integrate upstream v2.3.2 with modern Python conventions",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:30:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bef49f3a3fc41d09ec6e438a4c42228430e0f2ca",
          "body": "- Merge with upstream v2.3.1 dependencies\n- Apply linting to protect_data.py utility\n- Update uv.lock with latest dependency resolution\n- Maintain compatibility with upstream changes\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "chore: Update dependencies and data protection utilities",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:14:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9ea9c0eb8fd3d4e159325c6e758dea46389b1a31",
          "body": "- Fix 74 linting errors (UP038, B904, F841, E501, etc.)\n- Apply modern Python type hints and syntax\n- Remove unused variables and redundant code\n- Fix exception handling and line length issues\n- Apply MCP SDK formatting standards\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "style: Achieve 100% ruff compliance across codebase",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:14:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b040e4df11c747c8d9b4b471738b8b5e67b45c9",
          "body": "- Test all 23 MCP tool handlers\n- Test server infrastructure and integration workflows\n- Test error handling and concurrent operations\n- Add optimized server and token usage monitoring tests\n- Include Windows file handling compatibility fixes\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "test: Add server MCP interface testing achieving 52% coverage",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:14:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ace26b0114381e67a56d1f04d8237f018dc02791",
          "body": "- Test all CRUD operations with real API behavior\n- Test PATCH operations (add_summary_entry appends)\n- Test tag management and metadata operations\n- Test concurrent operations and edge cases\n- Cover all 35+ public methods with real behavior validation\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "test: Add comprehensive storage.py testing achieving 73% coverage",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:14:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b798ca7244b80314b81f801954ef12f7da006db9",
          "body": "- Add LRU cache eviction tests\n- Add disk cache persistence tests\n- Add cache invalidation tests for external modifications\n- Add TTL expiration and size calculation tests\n- Include Windows datetime precision fixes\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "test: Add comprehensive cache.py testing achieving 75% coverage",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:14:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "4213006de404f53387163ea83468f2c8bfd787de",
          "body": "- Add comprehensive models.py validation tests (93% coverage)\n- Add storage contract tests for CRUD operations\n- Add regression tests for storage path bug fix\n- Test security validation (XSS, SQL injection, path traversal)\n- Test business logic and state management\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "test: Add models and storage contract testing achieving 93% coverage",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:13:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "daa8c8418549cc7f2053b7172894486afc70bc27",
          "body": "- Add status monitoring tests with async health checks\n- Add metrics collector tests for performance tracking\n- Add operation logger tests for operation tracking\n- Add resource monitor tests for system monitoring\n- Use fixtures and factories for consistent test patterns\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "test: Add component testing suite with DRY patterns",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:13:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6e3880396ded4793df83031fb6f33a7bcdff8da5",
          "body": "- Add GitHub Actions workflows following MCP Python SDK standards\n- Create test fixtures, factories, and helpers in conftest.py\n- Configure gitignore for test artifacts and internal docs\n- Enable cross-platform testing (Linux, macOS, Windows)\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "test: Add comprehensive testing infrastructure and CI/CD",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:13:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10b4c535fff52c10d997b2f8bc601748d433c63f",
          "body": "- Fix async/await coroutine error in status_monitoring.py\n- Fix data deletion during install with absolute path resolution\n- Add absolute path handling in storage.py and archival.py\n\nAuthored by: Aaron Lippold<lippold@gmail.com>",
          "is_bot": false,
          "headline": "fix: Critical bug fixes with comprehensive testing",
          "author_name": "Aaron Lippold",
          "author_login": "aaronlippold",
          "committed_at": "2025-10-02T15:13:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8daf3155647c64cbd3fb5c313beb782bb6d8dcb3",
          "body": "Release v2.3.2 - Fixed async/await issues in status monitoring",
          "is_bot": false,
          "headline": "Merge pull request #10 from ukkit/release/v2.3.2",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-10-02T06:25:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c35412dfb6b593093e5e30a06e67d300b4d0a8cb",
          "body": "    Synced from ukkit/memcord-dev @ 42079ecef85f2e875e7c0384814bf77b2fc28197\n\n    📊 Content-based sync - Files synchronized using checksums\n    📊 Summary: 5 files changed\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v2.3.2\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v2.3.2",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-10-02T06:23:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3ea9656dad38e28957be3d997d7588c86da8573a",
          "body": "🚀 Release v2.3.1",
          "is_bot": false,
          "headline": "Merge pull request #7 from ukkit/release/v2.3.1",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-09-29T13:28:07Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b7d348b8690b964e56c281daf9a5ec02acb99a1e",
          "body": "    Synced from ukkit/memcord-dev @ 493f72c9195eb10e2ceb6e267e94ae9918def2d8\n\n    📊 Content-based sync - Files synchronized using checksums\n    📊 Summary: 6 files changed\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v2.3.1\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v2.3.1",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-09-29T13:05:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "282dbe753bda940524bf1c02202e387827b6dfff",
          "body": "    Synced from ukkit/memcord-dev @ 71e9f3f9a54f3240b38afa4e2832d2930c219d90\n\n    ⚠️  FORCE REPLACE - All files replaced regardless of modification status\n    📊 Summary: 30 files changed\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v2.3.0\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v2.3.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-09-22T11:57:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "0cc4b36d79c05cf3f1583b001b4dde8b9b0fe249",
          "body": "    Synced from ukkit/memcord-dev @ e79af2c21dafc91c0b01693b62cd5673defa41df\n\n    ⚠️  FORCE REPLACE - All files replaced regardless of modification status\n    📊 Summary: 14 files changed\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v2.2.0\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v2.2.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-07-29T11:36:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8926029da2cfa1ae082167fe8be4564b5828908f",
          "body": "🚀 Release v2.1.6 (Force Replace)",
          "is_bot": false,
          "headline": "Merge pull request #2 from ukkit/release/v2.1.6",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-07-24T07:01:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ad7c7590f523723eebc1b0b477b6a4b4b62a01fe",
          "body": "    Synced from ukkit/memcord-dev @ 0956e87869afddeb98bc27350529cd305892ff69\n\n    ⚠️  FORCE REPLACE - All files replaced regardless of modification status\n    📊 Summary: 9 files changed\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v2.1.6\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v2.1.6",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-07-24T06:52:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ded30b6bce4150bb24efe8bdd2e0564eb69cdfc1",
          "body": "    Synced from ukkit/memcord-dev @ 0526f787b44aa0b7e01f35c5901f7adad8a4f2f1\n\n    📊 Standard sync - Modified files only\n    📊 Summary: 21 files changed\n\n    Changes:\n    A\t.claude/commands/memcord-import.md\nA\t.claude/commands/memcord-list.md\nA\t.claude/commands/memcord-name.md\nA\t.claude/commands/memc\n[…]\n\nM\tdocs/troubleshooting.md\nA\tinstall.sh\n    ... and 1 more files\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v2.0.0\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v2.0.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-07-21T13:05:53Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "3e3d9d00f7eb93a8a12d9fdfdb7d1e266b563f5a",
          "body": "    Synced from ukkit/memcord-dev @ b4555db73fcde48bebc27d18b1cc3c4d46cabc07\n\n    Changes:\n    M\tREADME.md\nM\tsrc/memcord/server.py\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v1.3.2\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v1.3.2",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-07-03T09:05:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75ca86a654492d44bc690ed1e2c9b6a26fd57c40",
          "body": null,
          "is_bot": false,
          "headline": "Delete file",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-07-03T08:45:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "f865f63dbddd7aa648b0f47de3b99d07d94e8de1",
          "body": "    Synced from ukkit/memcord-dev @ 680a486fba0de027a0c5c72c51caf239281a630a\n\n    Changes:\n    A\tTEST_MEMCORD_ZERO.md\nM\tsrc/memcord/server.py\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v1.3.1\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v1.3.1",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-07-03T08:43:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7b7fc18211fb536a91e19281a723a18caef5d064",
          "body": null,
          "is_bot": false,
          "headline": "Delete file",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-07-03T06:50:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1ed5c988d04c5b94c7044da026a08ba973fe0e78",
          "body": "    Synced from ukkit/memcord-dev @ 7438be5362c2f7effb5de8beffe2afbc1f8eb271\n\n    Changes:\n    A\tCLAUDE.md\nM\tREADME.md\nA\tassets/image/memcord_1024.png\nM\tdocs/features-guide.md\nA\tdocs/testing-guide.md\nM\tdocs/tools-reference.md\nM\tpyproject.toml\nM\tsrc/memcord/models.py\nM\tsrc/memcord/server.py\nM\tsrc/memcord/storage.py\nM\tsrc/memcord/summarizer.py\nM\tuv.lock\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v1.3.0\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v1.3.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-07-03T06:47:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ec402b33b02c06ef3cb90000c86056d0a5019abe",
          "body": "    Synced from ukkit/memcord-dev @ c3fc6b69fdefe5327d3940c2c521a285843f6443\n\n    Changes:\n    M\tREADME.md\nM\tclaude_desktop_config.json\nM\tdocs/data-format.md\nA\tdocs/features-guide.md\nM\tdocs/tools-reference.md\nM\tdocs/troubleshooting.md\nM\tpyproject.toml\nA\tsrc/memcord/archival.py\nA\tsrc/memcord/compress\n[…]\nmcord/models.py\nM\tsrc/memcord/server.py\nM\tsrc/memcord/storage.py\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v1.2.0\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v1.2.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-06-29T07:02:24Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "78e104a2eceb0a6a3a0884f77c832a16afc9923a",
          "body": null,
          "is_bot": false,
          "headline": "Delete .releaseexclude",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-06-27T08:23:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1cad6726f39e08f4a330d78700d9c798974f7f36",
          "body": "    Synced from ukkit/memcord-dev @ 5e77e92859889d478a9866e9478626c1c97bb21f\n\n    Changes:\n    M\tREADME.md\nM\tclaude_desktop_config.json\nM\tdocs/data-format.md\nM\tdocs/troubleshooting.md\nM\tpyproject.toml\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v1.0.2\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v1.0.2",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-06-27T07:05:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c05c2235452414e4ed45be32331ad899c9486e74",
          "body": "    Synced from ukkit/memcord-dev @ a8aef5ec896ee1d1376b041fe7b437b34ce29c81\n\n    Changes:\n    A\t.releaseexclude\nA\tREADME.md\nA\tclaude_desktop_config.json\nA\tdocs/data-format.md\nA\tdocs/examples.md\nA\tdocs/import-and-merge.md\nA\tdocs/installation.md\nA\tdocs/search-and-query.md\nA\tdocs/tools-reference.md\nA\t\n[…]\nd/server.py\nA\tsrc/memcord/storage.py\nA\tsrc/memcord/summarizer.py\n\n    Release notes: https://github.com/ukkit/memcord-dev/releases/tag/v1.0.0\n\n    Co-authored-by: Release Bot <release-bot@memcord.dev>",
          "is_bot": false,
          "headline": "🚀 Release v1.0.0",
          "author_name": "Release Bot",
          "author_login": null,
          "committed_at": "2025-06-27T06:19:09Z",
          "body_truncated": true,
          "is_coding_agent": false
        },
        {
          "oid": "63cf68c9d195151c614ebcb7ffebcca9003c2b80",
          "body": null,
          "is_bot": false,
          "headline": "Initial commit",
          "author_name": "Neeraj Tikku",
          "author_login": "ukkit",
          "committed_at": "2025-06-27T04:59:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 17,
      "commits_last_year": 87,
      "latest_release_at": "2026-07-14T12:57:11Z",
      "latest_release_tag": "v4.3.0",
      "releases_from_tags": false,
      "days_since_last_push": 7,
      "active_weeks_last_year": 20,
      "days_since_latest_release": 7,
      "mean_days_between_releases": 14
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": false,
      "health_percentage": 42,
      "has_issue_template": false,
      "has_code_of_conduct": false,
      "has_pull_request_template": false
    },
    "ecosystem": {
      "packages": [
        {
          "name": "memcord",
          "exists": true,
          "license": "MIT",
          "keywords": [
            "record",
            "memcord"
          ],
          "ecosystem": "npm",
          "matches_repo": null,
          "registry_url": "https://www.npmjs.com/package/memcord",
          "is_deprecated": false,
          "latest_version": "1.0.0-1",
          "repository_url": null,
          "versions_count": 5,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": 1,
          "monthly_downloads": 34,
          "first_published_at": "2017-10-08T08:37:46.224000Z",
          "latest_published_at": "2017-12-30T08:56:23.352000Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 3125
        },
        {
          "name": "memcord",
          "exists": true,
          "license": "MIT",
          "keywords": [],
          "ecosystem": "pypi",
          "matches_repo": true,
          "registry_url": "https://pypi.org/project/memcord/",
          "is_deprecated": false,
          "latest_version": "4.3.0",
          "repository_url": "https://github.com/ukkit/memcord",
          "versions_count": 6,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-06-13T02:47:00.947998Z",
          "latest_published_at": "2026-07-14T12:57:26.289804Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 7
        }
      ]
    },
    "popularity": {
      "forks": 11,
      "stars": 71,
      "watchers": 0,
      "fork_history": {
        "days": [
          {
            "date": "2025-07-17",
            "count": 1
          },
          {
            "date": "2025-07-29",
            "count": 1
          },
          {
            "date": "2025-07-30",
            "count": 1
          },
          {
            "date": "2025-09-28",
            "count": 1
          },
          {
            "date": "2026-01-12",
            "count": 1
          },
          {
            "date": "2026-01-30",
            "count": 1
          },
          {
            "date": "2026-03-29",
            "count": 1
          },
          {
            "date": "2026-05-01",
            "count": 1
          },
          {
            "date": "2026-05-02",
            "count": 2
          },
          {
            "date": "2026-05-03",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 11,
        "total_forks": 11
      },
      "star_history": {
        "days": [
          {
            "date": "2025-07-22",
            "count": 2
          },
          {
            "date": "2025-07-27",
            "count": 1
          },
          {
            "date": "2025-07-29",
            "count": 1
          },
          {
            "date": "2025-08-09",
            "count": 1
          },
          {
            "date": "2025-08-16",
            "count": 1
          },
          {
            "date": "2025-08-18",
            "count": 1
          },
          {
            "date": "2025-08-28",
            "count": 1
          },
          {
            "date": "2025-09-03",
            "count": 1
          },
          {
            "date": "2025-09-07",
            "count": 1
          },
          {
            "date": "2025-09-24",
            "count": 1
          },
          {
            "date": "2025-10-09",
            "count": 1
          },
          {
            "date": "2025-10-18",
            "count": 1
          },
          {
            "date": "2025-11-01",
            "count": 1
          },
          {
            "date": "2025-11-09",
            "count": 2
          },
          {
            "date": "2025-11-24",
            "count": 1
          },
          {
            "date": "2025-12-09",
            "count": 1
          },
          {
            "date": "2025-12-22",
            "count": 1
          },
          {
            "date": "2026-01-03",
            "count": 1
          },
          {
            "date": "2026-01-05",
            "count": 1
          },
          {
            "date": "2026-01-13",
            "count": 3
          },
          {
            "date": "2026-01-15",
            "count": 1
          },
          {
            "date": "2026-01-16",
            "count": 1
          },
          {
            "date": "2026-01-18",
            "count": 1
          },
          {
            "date": "2026-01-19",
            "count": 2
          },
          {
            "date": "2026-01-24",
            "count": 1
          },
          {
            "date": "2026-01-25",
            "count": 1
          },
          {
            "date": "2026-01-29",
            "count": 2
          },
          {
            "date": "2026-01-31",
            "count": 1
          },
          {
            "date": "2026-02-05",
            "count": 1
          },
          {
            "date": "2026-02-17",
            "count": 1
          },
          {
            "date": "2026-02-24",
            "count": 1
          },
          {
            "date": "2026-03-06",
            "count": 1
          },
          {
            "date": "2026-03-08",
            "count": 1
          },
          {
            "date": "2026-03-09",
            "count": 1
          },
          {
            "date": "2026-03-21",
            "count": 1
          },
          {
            "date": "2026-04-21",
            "count": 1
          },
          {
            "date": "2026-05-01",
            "count": 4
          },
          {
            "date": "2026-05-02",
            "count": 18
          },
          {
            "date": "2026-05-04",
            "count": 1
          },
          {
            "date": "2026-05-06",
            "count": 1
          },
          {
            "date": "2026-07-03",
            "count": 1
          },
          {
            "date": "2026-07-05",
            "count": 1
          },
          {
            "date": "2026-07-07",
            "count": 1
          },
          {
            "date": "2026-07-09",
            "count": 1
          },
          {
            "date": "2026-07-16",
            "count": 1
          }
        ],
        "complete": true,
        "collected": 71,
        "total_stars": 71
      },
      "open_issues_and_prs": 0
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": false,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 128337,
      "source_files_sampled": 84,
      "oversized_source_files": 4,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "package.json",
        "pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": null,
        "source": null,
        "findings": [],
        "collected": false,
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 0,
        "assessed_package": null,
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "npm",
        "pypi"
      ],
      "dependencies": [
        {
          "name": "mcp",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.28.1,<2"
        },
        {
          "name": "nltk",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=3.8"
        },
        {
          "name": "aiofiles",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=23.0"
        },
        {
          "name": "pydantic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "requests",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.31.0"
        },
        {
          "name": "beautifulsoup4",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=4.12.0"
        },
        {
          "name": "pdfplumber",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.10.0"
        },
        {
          "name": "pypdfium2",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=5.0.0"
        },
        {
          "name": "pandas",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=2.0.0"
        },
        {
          "name": "trafilatura",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.8.0"
        },
        {
          "name": "python-magic",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.4.27"
        },
        {
          "name": "sumy",
          "manifest": "pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.11.0"
        }
      ],
      "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": 4,
        "closed_unmerged_prs": 5
      },
      "bus_factor": 1,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "ukkit",
          "commits": 55,
          "avatar_url": "https://avatars.githubusercontent.com/u/2971609?v=4"
        },
        {
          "type": "User",
          "login": "aaronlippold",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/1486440?v=4"
        }
      ],
      "contributors_sampled": 2,
      "top_contributor_share": 0.809
    },
    "quality_signals": {
      "has_ci": false,
      "has_tests": true,
      "ci_workflows": [],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": true,
      "has_precommit_config": true
    },
    "security_signals": {
      "lockfiles": [
        "uv.lock"
      ],
      "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": 0,
            "reason": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
            "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 0/28 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 3 contributing companies or organizations -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": null,
            "reason": "no workflows found",
            "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": 6,
            "reason": "8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": null,
            "reason": "no dependencies found",
            "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": 0,
            "reason": "security policy file not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": null,
            "reason": "No tokens found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 0,
            "reason": "82 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "08dacd7be7f77293c150e1bb61cb21df75a61e56",
        "ran_at": "2026-07-21T21:17:22Z",
        "aggregate_score": 2.4,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": false,
      "has_dependabot_config": false
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/ukkit/memcord",
    "host": "github.com",
    "name": "memcord",
    "owner": "ukkit"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "moderate",
      "name": "Overall health",
      "note": null,
      "notes": [],
      "value": 57,
      "inputs": {
        "security": 24,
        "vitality": 84,
        "community": 39,
        "governance": 57,
        "engineering": 70
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "good",
        "name": "Vitality",
        "value": 84,
        "weight": 0.22,
        "metrics": [
          {
            "key": "development_activity",
            "band": "good",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 73,
            "inputs": {
              "commits_last_year": 87,
              "human_commit_share": 1,
              "days_since_last_push": 7,
              "active_weeks_last_year": 20
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "20/52 weeks with commits",
                "points": 13.8,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 20
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "87 commits in the last year",
                "points": 17.5,
                "status": "partial",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 87
                    }
                  }
                ],
                "max_points": 18
              },
              {
                "key": "openssf_scorecard_maintained",
                "name": "OpenSSF Scorecard: Maintained",
                "detail": "8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "release_discipline",
            "band": "excellent",
            "name": "Release discipline",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 17,
              "latest_release_tag": "v4.3.0",
              "releases_from_tags": false,
              "days_since_latest_release": 7,
              "mean_days_between_releases": 14
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "17 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 17
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 7 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~14 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 14
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "openssf_scorecard_signed_releases",
                "name": "OpenSSF Scorecard: Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "abandonment",
            "band": "excellent",
            "name": "Abandonment",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "cap": null,
              "state": "maintained",
              "guards": [],
              "signals": [],
              "red_flag": false,
              "multiplier_pct": 100,
              "declared_reason": null,
              "unverified_reason": null,
              "unanswered_open_prs": null,
              "unanswered_open_issues": null,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 7,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 7 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "at_risk",
        "name": "Community & Adoption",
        "value": 39,
        "weight": 0.18,
        "metrics": [
          {
            "key": "popularity",
            "band": "at_risk",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 38,
            "inputs": {
              "forks": 11,
              "stars": 71,
              "watchers": 0,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "below_threshold"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "71 stars",
                "points": 29.9,
                "status": "partial",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 71
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "11 forks",
                "points": 8.3,
                "status": "partial",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 11
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "0 watchers",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 0
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "moderate",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "has_contributing": false,
              "has_issue_template": false,
              "has_code_of_conduct": false,
              "has_pull_request_template": false
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 13.5
              },
              {
                "key": "issue_template",
                "name": "Issue template",
                "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
              }
            ]
          },
          {
            "key": "ecosystem_adoption",
            "band": "critical",
            "name": "Ecosystem adoption (downloads)",
            "note": "Excluded from scoring (no data or not applicable): Registry dependents. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "registry_dependents"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 26,
            "inputs": {
              "packages": [
                "memcord",
                "memcord"
              ],
              "dependents": null,
              "ecosystems": "npm, pypi",
              "total_downloads": null,
              "monthly_downloads": 34
            },
            "components": [
              {
                "key": "monthly_downloads",
                "name": "Monthly downloads",
                "detail": "34 downloads/month across npm, pypi",
                "points": 20.6,
                "status": "partial",
                "details": [
                  {
                    "code": "downloads_monthly",
                    "params": {
                      "count": 34,
                      "ecosystems": "npm, pypi"
                    }
                  }
                ],
                "max_points": 80
              },
              {
                "key": "registry_dependents",
                "name": "Registry dependents",
                "detail": "not reported by this ecosystem",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "not_reported_by_this_ecosystem",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 57,
        "weight": 0.24,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "critical",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 26,
            "inputs": {
              "bus_factor": 1,
              "contributors_sampled": 2,
              "top_contributor_share": 0.809
            },
            "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 81% of commits",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 81
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "2 contributors",
                "points": 2.7,
                "status": "partial",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": null,
            "notes": [],
            "value": 69,
            "inputs": {
              "merged_prs": 7,
              "open_issues": 0,
              "closed_issues": 4,
              "issue_closed_ratio": 1,
              "closed_unmerged_prs": 5
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "100% of issues closed",
                "points": 46.8,
                "status": "met",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 100
                    }
                  }
                ],
                "max_points": 46.75
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "7/12 decided PRs merged",
                "points": 22.3,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 7,
                      "decided": 12
                    }
                  }
                ],
                "max_points": 38.25
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/28 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": 46,
            "inputs": {
              "followers": 3,
              "owner_type": "User",
              "is_verified": null,
              "owner_login": "ukkit",
              "public_repos": 25,
              "account_age_days": 4976
            },
            "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 ukkit",
                "points": 4.3,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 3,
                      "login": "ukkit"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "25 public repos, account ~13 yr old",
                "points": 22.3,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 25
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 13
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          },
          {
            "key": "package_maintenance",
            "band": "excellent",
            "name": "Package maintenance",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "packages": [
                "memcord",
                "memcord"
              ],
              "ecosystems": "npm, pypi",
              "any_deprecated": false,
              "min_days_since_publish": 7
            },
            "components": [
              {
                "key": "published_resolvable",
                "name": "Published & resolvable",
                "detail": "2 package(s) on npm, pypi",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "packages_published",
                    "params": {
                      "count": 2,
                      "ecosystems": "npm, pypi"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "publish_recency",
                "name": "Publish recency",
                "detail": "latest publish 7 days ago",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "publish_recency",
                    "params": {
                      "days": 7
                    }
                  }
                ],
                "max_points": 35
              },
              {
                "key": "version_history",
                "name": "Version history",
                "detail": "6 published versions",
                "points": 20,
                "status": "met",
                "details": [
                  {
                    "code": "published_versions",
                    "params": {
                      "count": 6
                    }
                  }
                ],
                "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": 70,
        "weight": 0.2,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": null,
            "notes": [],
            "value": 50,
            "inputs": {
              "has_ci": false,
              "has_tests": true,
              "has_editorconfig": false,
              "has_linter_config": true,
              "has_precommit_config": true
            },
            "components": [
              {
                "key": "ci_workflows",
                "name": "CI workflows",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": 16,
                "status": "met",
                "details": [],
                "max_points": 16
              },
              {
                "key": "pre_commit_hooks",
                "name": "Pre-commit hooks",
                "detail": null,
                "points": 9.6,
                "status": "met",
                "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": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "topics": [
                "ai-assistant",
                "ai-memory",
                "chat-history",
                "claude-desktop",
                "conversation-management",
                "developer-tools",
                "local-storage",
                "mcp-server",
                "memory-management",
                "model-context-protocol",
                "model-context-protocol-server",
                "privacy-focused",
                "python",
                "memory-slots",
                "privacy-first",
                "antigravity",
                "google-antigravity",
                "claude-code",
                "llm"
              ],
              "has_wiki": true,
              "homepage": "https://github.com/ukkit/memcord/releases",
              "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": "https://github.com/ukkit/memcord/releases",
                "points": 15,
                "status": "met",
                "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": "19 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 19
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "critical",
        "name": "Security",
        "value": 24,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "critical",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Dangerous-Workflow, Packaging, Pinned-Dependencies, Signed-Releases, Token-Permissions. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "dangerous_workflow",
                    "packaging",
                    "pinned_dependencies",
                    "signed_releases",
                    "token_permissions"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 24,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 13,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 5,
              "scorecard_aggregate": 2.4
            },
            "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": "0 out of 2 merged PRs checked by a CI test -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "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 0/28 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 3 contributing companies or organizations -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no workflows found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "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": "8 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file not detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "token_permissions",
                "name": "Token-Permissions",
                "detail": "No tokens found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "82 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "components": [
              {
                "key": "policy_exposure_multiplier",
                "name": "Policy exposure multiplier",
                "detail": "no confirmed policy-scope location match",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "jurisdiction_no_match",
                    "params": {}
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 52,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "at_risk",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 40,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.878,
              "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": "86 of 98 human commits state their intent (structured subject or explanatory body)",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 86,
                      "sampled": 98
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "moderate",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Pinned-Dependencies. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_pinned_dependencies"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "uv.lock"
              ],
              "has_dockerfile": false,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": true,
              "typecheck_configs": [],
              "agent_commit_share": 0.327,
              "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": 11,
                "status": "met",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "lockfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "32 of the last 98 commits agent-authored or agent-credited",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "agent_authored_commits",
                    "params": {
                      "count": 32,
                      "sampled": 98
                    }
                  }
                ],
                "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": "no dependencies found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 52,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 128337,
              "source_files_sampled": 84,
              "oversized_source_files": 4
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "4/84 source files over 60KB",
                "points": 52.4,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 84,
                      "oversized": 4
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [
    "GitHub dependency-graph SBOM unavailable (404); the dependency graph may be disabled for this repository"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-21T21:17:29.206967Z",
  "schema_version": "0.23.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/u/ukkit/memcord.svg",
  "full_name": "ukkit/memcord",
  "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 v1.13.0, схема v0.23.0 — повна методологія · вікі метрик.

Як окремий результат виглядає на тлі всього реєстру: сукупна статистикаnpm, PyPI.