Define AI agent roles in YAML and run them anywhere: CLI, API server, or autonomous daemon
vladkesler/initrunner має індекс здоров’я 66 зі 100, що відповідає смузі «Помірний». Найвищий показник — Engineering Quality (86/100), найнижчий — Sustainability & Governance (50/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.
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.
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.
Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.
| Реєстр | Пакет | Версія | Завантажень / міс | Версії | Остання публікація | Теги |
|---|---|---|---|---|---|---|
| PyPI | initrunner | 2026.7.4 | 2 130 | 110 | 0 днів тому | agentaiai-agentsautonomous-agentsllmmcpno-codeopenai-compatiblepydantic-airagrolerunneryaml |
Чи живий проєкт — чи пишеться код і чи виходять релізи?
| 36/36 | Свіжість push — останній push 0 дн. тому |
| 14.5/36 | Ритм комітів — 21/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 411 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| commits_last_year | 411 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 21 |
| 27/27 | Випускає релізи — опубліковано 100 релізів |
| 36/36 | Свіжість релізів — останній реліз 0 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~3,7 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
| releases_count | 100 |
| latest_release_tag | v2026.7.4 |
| releases_from_tags | ні |
| days_since_latest_release | 0 |
| mean_days_between_releases | 3,7 |
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
| 25.6/60 | Зірки — 39 зірок |
| 5.8/25 | Форки — 6 форків |
| 0/15 | Спостерігачі — 1 спостерігачів |
| forks | 6 |
| stars | 39 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (Apache-2.0) |
| 18/18 | Настанови CONTRIBUTING |
| 13.5/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 6.3/6.3 | Шаблон PR |
| has_readme | так |
| has_license | так |
| has_contributing | так |
| has_issue_template | ні |
| has_code_of_conduct | так |
| has_pull_request_template | так |
| 44.4/80 | Щомісячні завантаження — 2 130 завантажень/місяць у pypi |
| 0/20 | Залежні пакети в реєстрі — ця екосистема цього не повідомляє |
| packages | initrunner |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 2 130 |
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 2.7/22.5 | Розподіл комітів — головний контриб’ютор — автор 88% комітів |
| 2.7/13.5 | Широта контриб’юторів — 2 контриб’юторів |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| bus_factor | 1 |
| contributors_sampled | 2 |
| top_contributor_share | 0,879 |
| 46.8/46.8 | Вирішення issue — закрито 100% issue |
| 27.3/38.3 | Прийняття PR — злито 135/189 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 0/19 approved changesets -- score normalized to 0 |
| merged_prs | 135 |
| open_issues | 0 |
| closed_issues | 3 |
| issue_closed_ratio | 1 |
| closed_unmerged_prs | 54 |
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 5/25 | Охоплення власника — 4 підписників у vladkesler |
| 8.3/25 | Послужний список — 6 публічних репозиторіїв, вік облікового запису ~1 р. |
| followers | 4 |
| owner_type | User |
| is_verified | — |
| owner_login | vladkesler |
| public_repos | 6 |
| account_age_days | 393 |
| 25/25 | Опубліковано й доступно — 1 пакет(ів) у pypi |
| 35/35 | Свіжість публікацій — остання публікація 0 дн. тому |
| 20/20 | Історія версій — 110 опублікованих версій |
| 20/20 | Не застарілий — активний, не deprecated і не yanked |
| packages | initrunner |
| ecosystems | pypi |
| any_deprecated | ні |
| min_days_since_publish | 0 |
Чи наявні базові інженерні практики та документація?
| 24/24 | Процеси CI — 5 процес(ів) CI |
| 24/24 | Наявні тести |
| 16/16 | Конфігурація лінтера |
| 9.6/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | так |
| has_precommit_config | так |
| 30/30 | README |
| 25/25 | Каталог документації |
| 0/15 | Сайт документації / домашня сторінка |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 17 тем |
| 0/10 | Wiki |
| topics | agent-framework, ai-agents, ai-automation, ai-tools, autonomous-agents, cli, llm, llm-agents, mcp, multi-agent, no-code, openai-compatible, pydantic-ai, python, rag, yaml, yaml-configuration |
| has_wiki | ні |
| homepage | — |
| has_readme | так |
| has_docs_dir | так |
| has_description | так |
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 2.2/7.5 | Branch-Protection — branch protection is not maximal on development and all release branches |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 0/7.5 | Code-Review — Found 0/19 approved changesets -- score normalized to 0 |
| 0/2.5 | Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Ліцензія — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 3.5/5 | SAST — SAST tool is not run on all commits -- score normalized to 7 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 1.5/7.5 | Vulnerabilities — 8 existing vulnerabilities detected |
| source | openssf_scorecard |
| checks_evaluated | 18 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 0 |
| scorecard_aggregate | 5,2 |
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.
| 45/45 | Інструкції для агентів — CLAUDE.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 0/40 | Читабельна історія комітів — немає даних |
| has_llms_txt | ні |
| legible_history_share | — |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 12 523 |
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 11/11 | Конфігурація лінтера / форматера |
| 11/11 | Статична перевірка типів — dashboard/tsconfig.json, initrunner/py.typed |
| 10/10 | Відтворюване середовище — Dockerfile, lockfile |
| 0/10 | Підтверджена практика роботи з агентами — немає даних |
| 5/8 | Автоматизоване супроводження — автоматизацію залежностей налаштовано, але у вибірці комітів її не видно |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| has_nix | ні |
| has_tests | так |
| lockfiles | package-lock.json, pnpm-lock.yaml, uv.lock |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | так |
| typecheck_configs | dashboard/tsconfig.json, initrunner/py.typed |
| agent_commit_share | — |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
| 27/45 | Типізований код — Python з конфігурацією перевірки типів (dashboard/tsconfig.json, initrunner/py.typed) |
| 54.7/55 | Керовані розміри файлів — 4/679 файлів вихідного коду понад 60 КБ |
| primary_language | Python |
| largest_source_bytes | 72 819 |
| source_files_sampled | 679 |
| oversized_source_files | 4 |
| 0/40 | Схема API (OpenAPI/GraphQL/proto) |
| 20/20 | Сервер MCP |
| 40/40 | Придатні до запуску приклади — examples |
| example_dirs | examples |
| has_mcp_signal | так |
| api_schema_files | — |
Незалежна, не прив'язана до інструментів оцінка безпеки від відкритого проєкту OpenSSF Scorecard. Кожна перевірка винагороджує практику безпеки, а не інструмент конкретного постачальника. Перевірки, які Scorecard не зміг визначити, позначено н/д і виключено з оцінки безпеки (вони ніколи не зараховуються як нуль).
| 10 | Binary-Artifacts | no binaries found in the repo |
| 3 | Branch-Protection | branch protection is not maximal on development and all release branches |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 0 | Code-Review | Found 0/19 approved changesets -- score normalized to 0 |
| 0 | Contributors | project has 0 contributing companies or organizations -- score normalized to 0 |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 7 | SAST | SAST tool is not run on all commits -- score normalized to 7 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 2 | Vulnerabilities | 8 existing vulnerabilities detected |
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| npm | @dicebear/core | ^9.4.3 | dashboard/package.json |
| npm | @dicebear/rings | ^9.4.3 | dashboard/package.json |
| npm | @xyflow/svelte | ^1.6.2 | dashboard/package.json |
| npm | posthog-js | ^1.399.2 | dashboard/package.json |
| PyPI | pydantic-ai-slim | >=2.13.0 | pyproject.toml |
| PyPI | pydantic | >=2.11 | pyproject.toml |
| PyPI | typer | >=0.21.1 | pyproject.toml |
| PyPI | pyyaml | >=6.0.3 | pyproject.toml |
| PyPI | rich | >=14.3.2 | pyproject.toml |
| PyPI | lancedb | >=0.29.2 | pyproject.toml |
| PyPI | watchfiles | >=1.1.1 | pyproject.toml |
| PyPI | croniter | >=6.0.0 | pyproject.toml |
| PyPI | beautifulsoup4 | >=4.13.2 | pyproject.toml |
| PyPI | markdownify | >=1.2.2 | pyproject.toml |
| PyPI | python-dotenv | >=1.2.1 | pyproject.toml |
| PyPI | jinja2 | >=3.1 | pyproject.toml |
| PyPI | initguard | >=2026.3.3 | pyproject.toml |
| PyPI | fastmcp | >=3.2.0 | pyproject.toml |
| PyPI | anyio | >=4.13.0 | pyproject.toml |
Повний розв'язаний набір залежностей із графа залежностей GitHub: 19 прямих і 352 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| npm | @dicebear/core | 9.4.3 | пряма |
| npm | @dicebear/rings | 9.4.3 | пряма |
| npm | @xyflow/svelte | 1.6.2 | пряма |
| npm | posthog-js | 1.404.1 | пряма |
| PyPI | anyio | 4.13.0 | пряма |
| PyPI | beautifulsoup4 | 4.14.3 | пряма |
| PyPI | croniter | 6.0.0 | пряма |
| PyPI | fastmcp | 3.3.1 | пряма |
| PyPI | initguard | 2026.3.3 | пряма |
| PyPI | jinja2 | 3.1.6 | пряма |
| PyPI | lancedb | 0.29.2 | пряма |
| PyPI | markdownify | 1.2.2 | пряма |
| PyPI | pydantic | 2.12.5 | пряма |
| PyPI | pydantic-ai-slim | 2.13.0 | пряма |
| PyPI | python-dotenv | 1.2.2 | пряма |
| PyPI | pyyaml | 6.0.3 | пряма |
| PyPI | rich | 14.3.2 | пряма |
| PyPI | typer | 0.21.1 | пряма |
| PyPI | watchfiles | 1.1.1 | пряма |
| npm | @emnapi/core | 1.11.1 | непряма |
| npm | @emnapi/runtime | 1.11.1 | непряма |
| npm | @emnapi/wasi-threads | 1.2.2 | непряма |
| npm | @floating-ui/core | 1.7.5 | непряма |
| npm | @floating-ui/dom | 1.7.6 | непряма |
| npm | @floating-ui/utils | 0.2.11 | непряма |
| npm | @internationalized/date | 3.12.0 | непряма |
| npm | @jridgewell/gen-mapping | 0.3.13 | непряма |
| npm | @jridgewell/remapping | 2.3.5 | непряма |
| npm | @jridgewell/resolve-uri | 3.1.2 | непряма |
| npm | @jridgewell/sourcemap-codec | 1.5.5 | непряма |
| npm | @jridgewell/trace-mapping | 0.3.31 | непряма |
| npm | @napi-rs/wasm-runtime | 1.1.6 | непряма |
| npm | @oxc-project/types | 0.139.0 | непряма |
| npm | @polka/url | 1.0.0-next.29 | непряма |
| npm | @posthog/core | 1.43.1 | непряма |
| npm | @posthog/types | 1.397.0 | непряма |
| npm | @rolldown/binding-android-arm64 | 1.1.5 | непряма |
| npm | @rolldown/binding-darwin-arm64 | 1.1.5 | непряма |
| npm | @rolldown/binding-darwin-x64 | 1.1.5 | непряма |
| npm | @rolldown/binding-freebsd-x64 | 1.1.5 | непряма |
| npm | @rolldown/binding-linux-arm-gnueabihf | 1.1.5 | непряма |
| npm | @rolldown/binding-linux-arm64-gnu | 1.1.5 | непряма |
| npm | @rolldown/binding-linux-arm64-musl | 1.1.5 | непряма |
| npm | @rolldown/binding-linux-ppc64-gnu | 1.1.5 | непряма |
| npm | @rolldown/binding-linux-s390x-gnu | 1.1.5 | непряма |
| npm | @rolldown/binding-linux-x64-gnu | 1.1.5 | непряма |
| npm | @rolldown/binding-linux-x64-musl | 1.1.5 | непряма |
| npm | @rolldown/binding-openharmony-arm64 | 1.1.5 | непряма |
| npm | @rolldown/binding-wasm32-wasi | 1.1.5 | непряма |
| npm | @rolldown/binding-win32-arm64-msvc | 1.1.5 | непряма |
| npm | @rolldown/binding-win32-x64-msvc | 1.1.5 | непряма |
| npm | @rolldown/pluginutils | 1.0.1 | непряма |
| npm | @standard-schema/spec | 1.1.0 | непряма |
| npm | @svelte-put/shortcut | 4.1.0 | непряма |
| npm | @sveltejs/acorn-typescript | 1.0.10 | непряма |
| npm | @sveltejs/adapter-static | 3.0.10 | непряма |
| npm | @sveltejs/kit | 2.70.0 | непряма |
| npm | @sveltejs/vite-plugin-svelte | 7.2.0 | непряма |
| npm | @swc/helpers | 0.5.23 | непряма |
| npm | @tailwindcss/node | 4.3.2 | непряма |
| npm | @tailwindcss/oxide | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-android-arm64 | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-darwin-arm64 | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-darwin-x64 | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-freebsd-x64 | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-linux-arm-gnueabihf | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-linux-arm64-gnu | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-linux-arm64-musl | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-linux-x64-gnu | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-linux-x64-musl | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-wasm32-wasi | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-win32-arm64-msvc | 4.3.2 | непряма |
| npm | @tailwindcss/oxide-win32-x64-msvc | 4.3.2 | непряма |
| npm | @tailwindcss/vite | 4.3.2 | непряма |
| npm | @tybys/wasm-util | 0.10.3 | непряма |
| npm | @types/cookie | 0.6.0 | непряма |
| npm | @types/d3-color | 3.1.3 | непряма |
| npm | @types/d3-drag | 3.0.7 | непряма |
| npm | @types/d3-interpolate | 3.0.4 | непряма |
| npm | @types/d3-selection | 3.0.11 | непряма |
| npm | @types/d3-transition | 3.0.9 | непряма |
| npm | @types/d3-zoom | 3.0.8 | непряма |
| npm | @types/estree | 1.0.9 | непряма |
| npm | @types/json-schema | 7.0.15 | непряма |
| npm | @types/trusted-types | 2.0.7 | непряма |
| npm | @xyflow/system | 0.0.79 | непряма |
| npm | acorn | 8.17.0 | непряма |
| npm | argparse | 2.0.1 | непряма |
| npm | aria-query | 5.3.1 | непряма |
| npm | axobject-query | 4.1.0 | непряма |
| npm | bits-ui | 2.18.1 | непряма |
| npm | clsx | 2.1.1 | непряма |
| npm | cookie | 1.1.1 | непряма |
| npm | core-js | 3.49.0 | непряма |
| npm | d3-color | 3.1.0 | непряма |
| npm | d3-dispatch | 3.0.1 | непряма |
| npm | d3-drag | 3.0.0 | непряма |
| npm | d3-ease | 3.0.1 | непряма |
| npm | d3-interpolate | 3.0.1 | непряма |
| npm | d3-selection | 3.0.0 | непряма |
| npm | d3-timer | 3.0.1 | непряма |
| npm | d3-transition | 3.0.1 | непряма |
| npm | d3-zoom | 3.0.0 | непряма |
| npm | deepmerge | 4.3.1 | непряма |
| npm | dequal | 2.0.3 | непряма |
| npm | detect-libc | 2.1.2 | непряма |
| npm | devalue | 5.8.1 | непряма |
| npm | dompurify | 3.4.11 | непряма |
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
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{
"type": "Bot",
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{
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{
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{
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{
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{
"name": "Dangerous-Workflow",
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{
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"reason": "update tool detected",
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{
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{
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{
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{
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{
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{
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{
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{
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},
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]
},
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"key": "community_health",
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{
"code": "license_spdx",
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{
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{
"key": "issue_template",
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{
"key": "pr_template",
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]
},
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"components": [
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{
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"key": "bus_factor",
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{
"key": "commit_distribution",
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{
"key": "contributor_breadth",
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],
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{
"key": "openssf_scorecard_contributors",
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]
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"key": "responsiveness",
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"components": [
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{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "135/189 decided PRs merged",
"points": 27.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
"params": {
"merged": 135,
"decided": 189
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 0/19 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "critical",
"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": 29,
"inputs": {
"followers": 4,
"owner_type": "User",
"is_verified": null,
"owner_login": "vladkesler",
"public_repos": 6,
"account_age_days": 393
},
"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": "4 followers of vladkesler",
"points": 5,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 4,
"login": "vladkesler"
}
}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "6 public repos, account ~1 yr old",
"points": 8.3,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 6
}
},
{
"code": "account_age_years",
"params": {
"years": 1
}
}
],
"max_points": 25
}
]
},
{
"key": "package_maintenance",
"band": "excellent",
"name": "Package maintenance",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"packages": [
"initrunner"
],
"ecosystems": "pypi",
"any_deprecated": false,
"min_days_since_publish": 0
},
"components": [
{
"key": "published_resolvable",
"name": "Published & resolvable",
"detail": "1 package(s) on pypi",
"points": 25,
"status": "met",
"details": [
{
"code": "packages_published",
"params": {
"count": 1,
"ecosystems": "pypi"
}
}
],
"max_points": 25
},
{
"key": "publish_recency",
"name": "Publish recency",
"detail": "latest publish 0 days ago",
"points": 35,
"status": "met",
"details": [
{
"code": "publish_recency",
"params": {
"days": 0
}
}
],
"max_points": 35
},
{
"key": "version_history",
"name": "Version history",
"detail": "110 published versions",
"points": 20,
"status": "met",
"details": [
{
"code": "published_versions",
"params": {
"count": 110
}
}
],
"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": "excellent",
"name": "Engineering Quality",
"value": 86,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "excellent",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 94,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": true,
"has_precommit_config": true
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "5 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 5
}
}
],
"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,
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"details": [],
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},
{
"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": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "good",
"name": "Documentation",
"note": null,
"notes": [],
"value": 75,
"inputs": {
"topics": [
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"ai-agents",
"ai-automation",
"ai-tools",
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"llm",
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"mcp",
"multi-agent",
"no-code",
"openai-compatible",
"pydantic-ai",
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],
"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": true,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 25,
"status": "met",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "17 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 17
}
}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "moderate",
"name": "Security",
"value": 52,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "moderate",
"name": "Security posture",
"note": null,
"notes": [],
"value": 52,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 18,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 0,
"scorecard_aggregate": 5.2
},
"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "branch protection is not maximal on development and all release branches",
"points": 2.2,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 0/19 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "update tool detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 7",
"points": 3.5,
"status": "partial",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "8 existing vulnerabilities detected",
"points": 1.5,
"status": "partial",
"details": [],
"max_points": 7.5
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "good",
"name": "AI Readiness",
"value": 70,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "good",
"name": "Agent context & guidance",
"note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 75,
"inputs": {
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"legible_history_share": null,
"agent_instruction_files": [
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],
"agent_instruction_max_bytes": 12523
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "CLAUDE.md",
"points": 45,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "CLAUDE.md"
}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "moderate",
"name": "Verify loop (build / test / typecheck)",
"note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"demonstrated_agent_practice"
]
}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 66,
"inputs": {
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"has_tests": true,
"lockfiles": [
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"pnpm-lock.yaml",
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],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
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"agent_commit_share": null,
"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",
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"points": 22,
"status": "met",
"details": [],
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},
{
"key": "lint_format_config",
"name": "Lint / format config",
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"points": 11,
"status": "met",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": "dashboard/tsconfig.json, initrunner/py.typed",
"points": 11,
"status": "met",
"details": [
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"code": "file_list",
"params": {
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}
}
],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
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"details": [
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"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "no data",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "dependency automation configured, none observed in the sampled commits",
"points": 5,
"status": "partial",
"details": [
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"code": "dependency_bot_config_only",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
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}
]
},
{
"key": "ai_code_legibility",
"band": "good",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 82,
"inputs": {
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"largest_source_bytes": 72819,
"source_files_sampled": 679,
"oversized_source_files": 4
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python with type-check config (dashboard/tsconfig.json, initrunner/py.typed)",
"points": 27,
"status": "partial",
"details": [
{
"code": "typecheck_config_language",
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}
}
],
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},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "4/679 source files over 60KB",
"points": 54.7,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
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"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": [],
"report_type": "repository",
"generated_at": "2026-07-18T14:54:24.575065Z",
"schema_version": "0.13.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/v/vladkesler/initrunner.svg",
"full_name": "vladkesler/initrunner",
"license_state": "standard",
"license_spdx": "Apache-2.0"
}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 v0.13.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика — PyPI.