Звіт про здоров'я програмного забезпеченнясхема 0.14.0 · метрики 1.13.0 · 2026-07-19 04:08 UTC

hkuds / vibe-trading

"Vibe-Trading: Your Personal Trading Agent"

PythonMIT★ 25 011 зірок⑂ 4 121 форкз квіт. 2026 р.Переглянути на GitHub ↗

#backtesting #multi-agent #quantitative-finance #trading #ai-agent #algorithmic-trading #fintech #llm #mcp #python

hkuds/vibe-trading має індекс здоров’я 76 зі 100, що відповідає смузі «Добрий». Найвищий показник — Community & Adoption (90/100), найнижчий — AI Readiness (40/100). Останнє оновлення — сьогодні. Більшість нещодавньої роботи виконує один учасник.

загалом / 100

Добрий

Індекс здоров'я програмного забезпечення

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

Відмінний85-100Зразковий; відповідає практично всім перевіреним критеріям

Добрий70-84Здоровий; незначні прогалини

Помірний50-69Прийнятний, але з помітними прогалинами; рекомендовано перевірку

У зоні ризику30-49Суттєві слабкі місця; впровадження потребує обережності

Критичний1-29Серйозні проблеми (покинутий, єдиний мейнтейнер, без базової гігієни)

Профіль оцінок

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

Власність

✨Data Intelligence Lab@HKU✨Організація

12 465 підписників91 публічний репозиторійз лист. 2022 р.

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

Пакетні екосистеми

Реєстр	Пакет	Версія	Завантажень / міс	Версії	Остання публікація	Теги
PyPI	vibe-trading-ai	0.1.11	27 291	12	8 днів тому	finance trading backtesting agent swarm quantitative

Метрики за категоріями

Життєздатність

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

81Добрий · 22% загального індексу

Активність розробки

75Добрий

Як обчислюється оцінка

36/36	Свіжість push — останній push 0 дн. тому
11.1/36	Ритм комітів — 16/52 тижнів із комітами
18/18	Обсяг комітів — 778 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

Використані вхідні дані

commits_last_year	778
human_commit_share	—
days_since_last_push	0
active_weeks_last_year	16

Дисципліна релізів

90Відмінний

Як обчислюється оцінка

27/27	Випускає релізи — опубліковано 8 релізів
36/36	Свіжість релізів — останній реліз 8 дн. тому
27/27	Ритм релізів — реліз кожні ~12,9 дн.
0/10	OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases.

Використані вхідні дані

releases_count	8
latest_release_tag	v0.1.11
releases_from_tags	ні
days_since_latest_release	8
mean_days_between_releases	12,9

Спільнота та впровадження

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

90Відмінний · 18% загального індексу

Здоров'я спільноти

92Відмінний

Як обчислюється оцінка

22.5/22.5	README
22.5/22.5	Ліцензія — визнана ліцензія (MIT)
18/18	Настанови CONTRIBUTING
13.5/13.5	Кодекс поведінки
0/7.2	Шаблон issue
6.3/6.3	Шаблон PR

Використані вхідні дані

has_readme	так
has_license	так
has_contributing	так
has_issue_template	ні
has_code_of_conduct	так
has_pull_request_template	так

Впровадження в екосистемі (завантаження)

74Добрий

Як обчислюється оцінка

59.1/80	Щомісячні завантаження — 27 291 завантажень/місяць у pypi
0/20	Залежні пакети в реєстрі — ця екосистема цього не повідомляє

Використані вхідні дані

packages	vibe-trading-ai
dependents	—
ecosystems	pypi
total_downloads	—
monthly_downloads	27 291

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?

70Добрий · 24% загального індексу

Стійкість мейнтейнерів (бас-фактор)

42У зоні ризику

Як обчислюється оцінка

9/54	Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів
9.9/22.5	Розподіл комітів — головний контриб’ютор — автор 56% комітів
13.5/13.5	Широта контриб’юторів — 86 контриб’юторів
10/10	OpenSSF Scorecard: Contributors — project has 5 contributing companies or organizations

Використані вхідні дані

bus_factor	1
contributors_sampled	86
top_contributor_share	0,56

Реактивність на issue та PR

75Добрий

Як обчислюється оцінка

40.7/46.8	Вирішення issue — закрито 87% issue
25.5/38.3	Прийняття PR — злито 283/425 вирішених PR
9/15	OpenSSF Scorecard: Code-Review — Found 12/20 approved changesets -- score normalized to 6

Використані вхідні дані

merged_prs	283
open_issues	30
closed_issues	202
issue_closed_ratio	0,871
closed_unmerged_prs	142

Власність та опіка

75Добрий

Як обчислюється оцінка

30/30	Підтримка власника — у власності організації
0/20	Верифікований домен
25/25	Охоплення власника — 12 465 підписників у HKUDS
20.3/25	Послужний список — 91 публічних репозиторіїв, вік облікового запису ~3 р.

Використані вхідні дані

followers	12 465
owner_type	Organization
is_verified	—
owner_login	HKUDS
public_repos	91
account_age_days	1 342

Супровід пакетів

100Відмінний

Як обчислюється оцінка

25/25	Опубліковано й доступно — 1 пакет(ів) у pypi
35/35	Свіжість публікацій — остання публікація 8 дн. тому
20/20	Історія версій — 12 опублікованих версій
20/20	Не застарілий — активний, не deprecated і не yanked

Використані вхідні дані

packages	vibe-trading-ai
ecosystems	pypi
any_deprecated	ні
min_days_since_publish	8

Інженерна якість

Чи наявні базові інженерні практики та документація?

81Добрий · 20% загального індексу

Інженерні практики

68Помірний

Як обчислюється оцінка

24/24	Процеси CI — 3 процес(ів) CI
24/24	Наявні тести
0/16	Конфігурація лінтера
0/9.6	Pre-commit-хуки
6.4/6.4	.editorconfig
14/20	OpenSSF Scorecard: CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7

Використані вхідні дані

has_ci	так
has_tests	так
has_editorconfig	так
has_linter_config	ні
has_precommit_config	ні

Документація

100Відмінний

Як обчислюється оцінка

30/30	README
25/25	Каталог документації
15/15	Сайт документації / домашня сторінка — https://vibetrading.wiki/
10/10	Опис репозиторію
10/10	Теми — 10 тем
10/10	Wiki

Використані вхідні дані

topics	backtesting, multi-agent, quantitative-finance, trading, ai-agent, algorithmic-trading, fintech, llm, mcp, python
has_wiki	так
homepage	https://vibetrading.wiki/
has_readme	так
has_docs_dir	так
has_description	так

Безпека

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

53Помірний · 16% загального індексу

Стан безпеки

53Помірний

Як обчислюється оцінка

7.5/7.5	Binary-Artifacts — no binaries found in the repo
0/7.5	Branch-Protection — branch protection not enabled on development/release branches
1.8/2.5	CI-Tests — 9 out of 12 merged PRs checked by a CI test -- score normalized to 7
0/2.5	CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
4.5/7.5	Code-Review — Found 12/20 approved changesets -- score normalized to 6
2.5/2.5	Contributors — project has 5 contributing companies or organizations
10/10	Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5	Dependency-Update-Tool — update tool detected
0/5	Fuzzing — project is not fuzzed
2.5/2.5	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
0/5	Packaging — немає даних
3.5/5	Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7
0/5	SAST — SAST tool is not run on all commits -- score normalized to 0
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
0.8/7.5	Vulnerabilities — 9 existing vulnerabilities detected

Використані вхідні дані

source	openssf_scorecard
checks_evaluated	17
scorecard_version	v5.5.0
checks_inconclusive	1
scorecard_aggregate	5,3

Виключено з оцінювання (немає даних або не застосовно): packaging. 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.

40У зоні ризику · 0% загального індексу

Контекст і настанови для агентів

1Критичний

Як обчислюється оцінка

0/45	Інструкції для агентів — немає CLAUDE.md / AGENTS.md / правил редактора
0/15	Машиночитана документація (llms.txt)
0/40	Читабельна історія комітів — немає даних

Використані вхідні дані

has_llms_txt	ні
legible_history_share	—
agent_instruction_files	—
agent_instruction_max_bytes	—

Виключено з оцінювання (немає даних або не застосовно): Читабельна історія комітів. Залишкові ваги перенормовано.

Цикл верифікації (збірка / тести / перевірка типів)

61Помірний

Як обчислюється оцінка

0/18	Розгортання однією командою
22/22	Автоматизовані тести
0/11	Конфігурація лінтера / форматера
11/11	Статична перевірка типів — frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json
10/10	Відтворюване середовище — devcontainer, 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
7/10	OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 7

Використані вхідні дані

has_nix	ні
has_tests	так
lockfiles	package-lock.json
has_dockerfile	так
typed_language	ні
bootstrap_files	—
has_devcontainer	так
has_linter_config	ні
typecheck_configs	frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json
agent_commit_share	—
toolchain_manifests	—
dependency_bot_commit_share	0

Виключено з оцінювання (немає даних або не застосовно): Підтверджена практика роботи з агентами. Залишкові ваги перенормовано.

Читабельність коду для моделей

82Добрий

Як обчислюється оцінка

27/45	Типізований код — Python з конфігурацією перевірки типів (frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json)
54.7/55	Керовані розміри файлів — 8/1 274 файлів вихідного коду понад 60 КБ

Використані вхідні дані

primary_language	Python
largest_source_bytes	218 066
source_files_sampled	1 274
oversized_source_files	8

Машиночитні інтерфейси

20Критичний

Як обчислюється оцінка

0/40	Схема API (OpenAPI/GraphQL/proto)
20/20	Сервер MCP
0/40	Придатні до запуску приклади

Використані вхідні дані

example_dirs	—
has_mcp_signal	так
api_schema_files	—

Ключові факти

25 011зірок GitHub

86контриб'юторів

778комітів за останні 12 місяців

0днів від останнього пушу

8релізів

1бас-фактор

30відкритих issue

npm, PyPIпакетних екосистем

Докладніше

OpenSSF Scorecard 5.3 / 10

5.3сукупно

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 · 2026-07-19 04:08 UTC

10	Binary-Artifacts	no binaries found in the repo
0	Branch-Protection	branch protection not enabled on development/release branches
7	CI-Tests	9 out of 12 merged PRs checked by a CI test -- score normalized to 7
0	CII-Best-Practices	no effort to earn an OpenSSF best practices badge detected
6	Code-Review	Found 12/20 approved changesets -- score normalized to 6
10	Contributors	project has 5 contributing companies or organizations
10	Dangerous-Workflow	no dangerous workflow patterns detected
10	Dependency-Update-Tool	update tool detected
0	Fuzzing	project is not fuzzed
10	License	license file detected
10	Maintained	30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
н/д	Packaging	packaging workflow not detected
7	Pinned-Dependencies	dependency not pinned by hash detected -- score normalized to 7
0	SAST	SAST tool is not run on all commits -- score normalized to 0
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
1	Vulnerabilities	9 existing vulnerabilities detected

Прямі залежності 59

Реєстр	Пакет	Обмеження версії	Маніфест
npm	@fontsource/inter	`^5.2.8`	frontend/package.json
npm	@fontsource/jetbrains-mono	`^5.2.8`	frontend/package.json
npm	clsx	`^2.1.0`	frontend/package.json
npm	echarts	`^6.1.0`	frontend/package.json
npm	highlight.js	`^11.11.1`	frontend/package.json
npm	i18next	`^26.3.6`	frontend/package.json
npm	i18next-browser-languagedetector	`^8.2.1`	frontend/package.json
npm	lucide-react	`^1.24.0`	frontend/package.json
npm	react	`^19.0.0`	frontend/package.json
npm	react-dom	`^19.2.7`	frontend/package.json
npm	react-i18next	`^17.0.9`	frontend/package.json
npm	react-markdown	`^9.0.0`	frontend/package.json
npm	react-router-dom	`^7.18.1`	frontend/package.json
npm	rehype-highlight	`^7.0.0`	frontend/package.json
npm	remark-gfm	`^4.0.1`	frontend/package.json
npm	sonner	`^2.0.7`	frontend/package.json
npm	tailwind-merge	`^3.6.0`	frontend/package.json
npm	zustand	`^5.0.14`	frontend/package.json
PyPI	rich	`>=13.0.0`	pyproject.toml
PyPI	pyyaml	`>=6.0.0`	pyproject.toml
PyPI	langchain	`>=1.3.9,<2`	pyproject.toml
PyPI	langchain-core	`>=1.0.0,<2`	pyproject.toml
PyPI	langchain-openai	`>=1.0.0,<2`	pyproject.toml
PyPI	langgraph	`>=1.2.5,<1.3`	pyproject.toml
PyPI	langgraph-checkpoint	`>=2.1.0,<5`	pyproject.toml
PyPI	python-dotenv	`>=1.0.0`	pyproject.toml
PyPI	httpx	`>=0.28.0`	pyproject.toml
PyPI	defusedxml	`>=0.7.1`	pyproject.toml
PyPI	oauth-cli-kit	`>=0.1.3`	pyproject.toml
PyPI	pandas	`>=2.0.0,<3.0.0`	pyproject.toml
PyPI	openpyxl	`>=3.1.0`	pyproject.toml
PyPI	python-docx	`>=1.1.0`	pyproject.toml
PyPI	python-pptx	`>=0.6.23`	pyproject.toml
PyPI	pypdfium2	`>=4.0.0`	pyproject.toml
PyPI	Pillow	`>=12.2.0`	pyproject.toml
PyPI	numpy	`>=1.24.0`	pyproject.toml
PyPI	scipy	`>=1.10.0`	pyproject.toml
PyPI	bottleneck	`>=1.3.7`	pyproject.toml
PyPI	duckdb	`>=1.2.0`	pyproject.toml
PyPI	scikit-learn	`>=1.3.0`	pyproject.toml
PyPI	joblib	`>=1.3.0`	pyproject.toml
PyPI	smartmoneyconcepts	`>=0.0.27`	pyproject.toml
PyPI	tushare	`>=1.2.89`	pyproject.toml
PyPI	requests	`>=2.31.0`	pyproject.toml
PyPI	yfinance	`>=0.2.30`	pyproject.toml
PyPI	akshare	`>=1.12.0`	pyproject.toml
PyPI	ccxt	`>=4.0.0`	pyproject.toml
PyPI	fastapi	`>=0.104.0`	pyproject.toml
PyPI	uvicorn	`>=0.24.0`	pyproject.toml
PyPI	websockets	`>=12.0`	pyproject.toml
PyPI	pydantic	`>=2.0.0`	pyproject.toml
PyPI	python-multipart	`>=0.0.18`	pyproject.toml
PyPI	sse-starlette	`>=1.6.0`	pyproject.toml
PyPI	fastmcp	`>=2.14.0`	pyproject.toml
PyPI	ddgs	`>=6.0.0`	pyproject.toml
PyPI	jinja2	`>=3.1.0`	pyproject.toml
PyPI	matplotlib	`>=3.7.0`	pyproject.toml
PyPI	weasyprint	`>=60.0`	pyproject.toml
PyPI	prompt_toolkit	`>=3.0.0`	pyproject.toml

Усі залежності 657

Повний розв'язаний набір залежностей із графа залежностей GitHub: 100 прямих і 557 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.

Реєстр	Пакет	Версія	Зв'язок
npm	@fontsource/inter	`5.2.8`	пряма
npm	@fontsource/jetbrains-mono	`5.2.8`	пряма
npm	clsx	`2.1.1`	пряма
npm	echarts	`6.1.0`	пряма
npm	highlight.js	`11.11.1`	пряма
npm	i18next	`26.3.6`	пряма
npm	i18next-browser-languagedetector	`8.2.1`	пряма
npm	lucide-react	`1.24.0`	пряма
npm	react	`19.2.7`	пряма
npm	react-dom	`19.2.7`	пряма
npm	react-i18next	`17.0.9`	пряма
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Звіт у форматі JSON машиночитний

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              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 53,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 17,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 1,
              "scorecard_aggregate": 5.3
            },
            "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": "9 out of 12 merged PRs checked by a CI test -- score normalized to 7",
                "points": 1.8,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 12/20 approved changesets -- score normalized to 6",
                "points": 4.5,
                "status": "partial",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 5 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 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 not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 5
              },
              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 7",
                "points": 3.5,
                "status": "partial",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 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": "9 existing vulnerabilities detected",
                "points": 0.8,
                "status": "partial",
                "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": 6
            },
            "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": "at_risk",
        "name": "AI Readiness",
        "value": 40,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "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": [
                    "legible_commit_history"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 1,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "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": "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": 61,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [
                "package-lock.json"
              ],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": true,
              "has_linter_config": false,
              "typecheck_configs": [
                "frontend/src/i18n/locales/tsconfig.json",
                "frontend/tsconfig.json"
              ],
              "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",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": "frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json",
                "points": 11,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json"
                    }
                  }
                ],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "devcontainer, Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "devcontainer, 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": [
                  {
                    "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 7",
                "points": 7,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "good",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 82,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 218066,
              "source_files_sampled": 1274,
              "oversized_source_files": 8
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python with type-check config (frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json)",
                "points": 27,
                "status": "partial",
                "details": [
                  {
                    "code": "typecheck_config_language",
                    "params": {
                      "files": "frontend/src/i18n/locales/tsconfig.json, frontend/tsconfig.json",
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "8/1274 source files over 60KB",
                "points": 54.7,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 1274,
                      "oversized": 8
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "critical",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 20,
            "inputs": {
              "example_dirs": [],
              "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": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "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": "2026-07-19T04:08:35.688721Z",
  "schema_version": "0.14.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/h/hkuds/vibe-trading.svg",
  "full_name": "hkuds/vibe-trading",
  "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 v0.14.0 — повна методологія · вікі метрик.

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

60/60	Зірки — 25 011 зірок
25/25	Форки — 4 121 форків
12/15	Спостерігачі — 146 спостерігачів

forks	4 121
stars	25 011
watchers	146
growth_state	unverified
growth_factor_pct	100
growth_unverified_reason	no_history

Індекс здоров'я програмного забезпечення

Профіль оцінок

Власність

Пакетні екосистеми

Метрики за категоріями

Ключові факти

Докладніше

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