Публічний реєстрПомірний
Звіт про здоров'я програмного забезпеченнясхема 0.27.0 · метрики 1.13.0 · 2026-07-24 06:33 UTC
twjackysu / TWSEMCPServer
台灣證交所OpenAPI 的 MCP Server 同時整合部分即時報價和櫃檯買賣中心TPEx OpenAPI, 臺灣期貨交易所TAIFEX OpenAPI
twjackysu/TWSEMCPServer має індекс здоров’я 59 зі 100, що відповідає смузі «Помірний». Найвищий показник — Vitality (89/100), найнижчий — Security (46/100). Останнє оновлення було 3 дні тому. Більшість нещодавньої роботи виконує один учасник.
59
загалом / 100Індекс здоров'я програмного забезпечення
Метрики згруповано у зважені категорії на шкалі 1–100. Загальна оцінка починається як їхнє середнє; коли публічні дані активують Політику юрисдикцій високого ризику, рейтинг коригується й отримує верхню межу 49 («Під ризиком»). Готовність до ШІ не входить до індексу.
59
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
Jacky SuОсобистий обліковий запис
13 підписників32 публічні репозиторіїз черв. 2017 р.
Цей репозиторій належить особистому обліковому запису. Проєкт з єдиним власником несе більший ризик безперервності, ніж підтримуваний організацією.
Метрики за категоріями
Життєздатність
Чи живий проєкт — чи пишеться код і чи виходять релізи?
89
Активність розробки
81Добрий
Як обчислюється оцінка
| 36/36 | Свіжість push — останній push 3 дн. тому |
| 16.6/36 | Ритм комітів — 24/52 тижнів із комітами |
| 18/18 | Обсяг комітів — 155 комітів за останній рік |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Використані вхідні дані
| commits_last_year | 155 |
| human_commit_share | 1 |
| days_since_last_push | 3 |
| active_weeks_last_year | 24 |
Дисципліна релізів
100Відмінний
Як обчислюється оцінка
| 27/27 | Випускає релізи — опубліковано 13 релізів |
| 36/36 | Свіжість релізів — останній реліз 4 дн. тому |
| 27/27 | Ритм релізів — реліз кожні ~9,3 дн. |
| 0/10 | OpenSSF Scorecard: Signed-Releases — немає даних |
Використані вхідні дані
| releases_count | 13 |
| latest_release_tag | v1.8.0 |
| releases_from_tags | ні |
| days_since_latest_release | 4 |
| mean_days_between_releases | 9,3 |
Виключено з оцінювання (немає даних або не застосовно): OpenSSF Scorecard: Signed-Releases. Залишкові ваги перенормовано.
Спільнота та впровадження
Чи має проєкт користувачів, завантаження, увагу та влаштовані умови для контриб’юторів?
48
Популярність і впровадження
47У зоні ризику
Як обчислюється оцінка
| 34.4/60 | Зірки — 133 зірок |
| 13/25 | Форки — 37 форків |
| 0/15 | Спостерігачі — 0 спостерігачів |
Використані вхідні дані
| forks | 37 |
| stars | 133 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Здоров'я спільноти
50Помірний
Як обчислюється оцінка
| 22.5/22.5 | README |
| 22.5/22.5 | Ліцензія — визнана ліцензія (MIT) |
| 0/18 | Настанови CONTRIBUTING |
| 0/13.5 | Кодекс поведінки |
| 0/7.2 | Шаблон issue |
| 0/6.3 | Шаблон PR |
Використані вхідні дані
| has_readme | так |
| has_license | так |
| has_contributing | ні |
| has_issue_template | ні |
| has_code_of_conduct | ні |
| has_pull_request_template | ні |
Сталість та врядування
Чи переживе проєкт своїх людей — бас-фактор, реактивність, хто за ним стоїть і як супроводжуються пакети?
47
Стійкість мейнтейнерів (бас-фактор)
15Критичний
Як обчислюється оцінка
| 9/54 | Бас-фактор — на 1 контриб’ютор(ів) припадає половина всіх комітів |
| 1/22.5 | Розподіл комітів — головний контриб’ютор — автор 96% комітів |
| 5.4/13.5 | Широта контриб’юторів — 4 контриб’юторів |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Використані вхідні дані
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0,957 |
Реактивність на issue та PR
81Добрий
Як обчислюється оцінка
| 44.5/46.8 | Вирішення issue — закрито 95% issue |
| 36.3/38.3 | Прийняття PR — злито 37/39 вирішених PR |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/13 approved changesets -- score normalized to 0 |
Використані вхідні дані
| merged_prs | 37 |
| open_issues | 1 |
| closed_issues | 20 |
| issue_closed_ratio | 0,952 |
| closed_unmerged_prs | 2 |
Власність та опіка
52Помірний
Як обчислюється оцінка
| 10/30 | Підтримка власника — особистий (користувацький) обліковий запис |
| 0/20 | Верифікований домен — не застосовно до користувацьких облікових записів |
| 8.2/25 | Охоплення власника — 13 підписників у twjackysu |
| 23.1/25 | Послужний список — 32 публічних репозиторіїв, вік облікового запису ~9 р. |
Використані вхідні дані
| followers | 13 |
| owner_type | User |
| is_verified | — |
| owner_login | twjackysu |
| public_repos | 32 |
| account_age_days | 3 318 |
Виключено з оцінювання (немає даних або не застосовно): Верифікований домен. Залишкові ваги перенормовано.
Інженерна якість
Чи наявні базові інженерні практики та документація?
61
Інженерні практики
68Помірний
Як обчислюється оцінка
| 24/24 | Процеси CI — 2 процес(ів) CI |
| 24/24 | Наявні тести |
| 0/16 | Конфігурація лінтера |
| 0/9.6 | Pre-commit-хуки |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 13 out of 13 merged PRs checked by a CI test -- score normalized to 10 |
Використані вхідні дані
| has_ci | так |
| has_tests | так |
| has_editorconfig | ні |
| has_linter_config | ні |
| has_precommit_config | ні |
Документація
50Помірний
Як обчислюється оцінка
| 30/30 | README |
| 0/25 | Каталог документації |
| 0/15 | Сайт документації / домашня сторінка |
| 10/10 | Опис репозиторію |
| 10/10 | Теми — 5 тем |
| 0/10 | Wiki |
Використані вхідні дані
| topics | analysis, mcp, mcp-server, questions-and-answers, trading |
| has_wiki | ні |
| homepage | — |
| has_readme | так |
| has_docs_dir | ні |
| has_description | так |
Безпека
Чи міцні видимі практики безпеки й ланцюга постачання, без непослабленої пов’язаності з юрисдикціями високого ризику?
46
Стан безпеки
46У зоні ризику
Як обчислюється оцінка
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — немає даних |
| 2.5/2.5 | CI-Tests — 13 out of 13 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 1/13 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 |
| 0/7.5 | Dependency-Update-Tool — no 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 3 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 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 0/5 | Security-Policy — security policy file not detected |
| 0/7.5 | Signed-Releases — немає даних |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 47 existing vulnerabilities detected |
Використані вхідні дані
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4,6 |
Виключено з оцінювання (немає даних або не застосовно): branch_protection, signed_releases. Залишкові ваги перенормовано.
Сповіщення про залежності
45У зоні ризику
Як обчислюється оцінка
| 5.3/35 | Прямі залежності без відомих сповіщень — уражено 3: fastmcp 2.12.3 (critical 10.0), mcp 1.27.0 (high 7.6), requests 2.32.4 (moderate 5.5) |
| 0/25 | Непрямі залежності без відомих сповіщень — транзитивний набір не відокремлюється від залежностей розробки й тестування в цьому обсязі |
| 28.8/40 | Немає задавнених сповіщень — 2 пакет(ів) зі сповіщеннями без реакції понад 90 дн.; найдавніше опубліковано 267 дн. тому |
Використані вхідні дані
| source | osv |
| advisories | 87 |
| affected_packages | 15 |
| assessed_packages | 76 |
| unassessed_packages | 5 |
| affected_by_severity | critical 2, high 7, moderate 5, low 1 |
| direct_affected_packages | 3 |
Виключено з оцінювання (немає даних або не застосовно): Непрямі залежності без відомих сповіщень. Залишкові ваги перенормовано. Звірено 76 резолвлених залежностей із OSV. 5 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза межами звітованого переліку пакетів. Цей репозиторій не публікує пакета, який резолвить індекс, тож натомість оцінено граф залежностей репозиторію. Цей граф змішує закріплені версії для розробки й тестування зі справді постачаними залежностями, тож оцінюються лише задекларовані runtime-залежності; транзитивні знахідки подаються як контекст і в оцінку не входять. Досяжність не аналізується.
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.
54
Контекст і настанови для агентів
85Відмінний
Як обчислюється оцінка
| 45/45 | Інструкції для агентів — CLAUDE.md |
| 0/15 | Машиночитана документація (llms.txt) |
| 40/40 | Читабельна історія комітів — намір зазначено у 97 з 100 людських комітів (структурований заголовок або пояснювальний текст) |
Використані вхідні дані
| has_llms_txt | ні |
| legible_history_share | 0,97 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 12 651 |
Цикл верифікації (збірка / тести / перевірка типів)
42У зоні ризику
Як обчислюється оцінка
| 0/18 | Розгортання однією командою |
| 22/22 | Автоматизовані тести |
| 0/11 | Конфігурація лінтера / форматера |
| 0/11 | Статична перевірка типів |
| 10/10 | Відтворюване середовище — Dockerfile, lockfile |
| 10/10 | Підтверджена практика роботи з агентами — 7 з останніх 100 комітів створено агентом або з його зазначенням |
| 0/8 | Автоматизоване супроводження — автоматичних оновлень залежностей не виявлено |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Використані вхідні дані
| has_nix | ні |
| has_tests | так |
| lockfiles | uv.lock |
| has_dockerfile | так |
| typed_language | ні |
| bootstrap_files | — |
| has_devcontainer | ні |
| has_linter_config | ні |
| typecheck_configs | — |
| agent_commit_share | 0,07 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Читабельність коду для моделей
55Помірний
Як обчислюється оцінка
| 0/45 | Типізований код — Python без конфігурації перевірки типів |
| 55/55 | Керовані розміри файлів — 0/103 файлів вихідного коду понад 60 КБ |
Використані вхідні дані
| primary_language | Python |
| largest_source_bytes | 20 862 |
| source_files_sampled | 103 |
| oversized_source_files | 0 |
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
133зірок GitHub
4контриб'юторів
155комітів за останні 12 місяців
3днів від останнього пушу
13релізів
1бас-фактор
1відкритих issue
PyPIпакетних екосистем
Попередження щодо збору даних
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Could not fetch pypi package 'twstockmcpserver' from its registry
Докладніше
Історія зірок і форків 0 ★ / 37 ⇿
0Зірки
37Форки
9Релізи
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.
Мажорні 1Мінорні 4Патчі 4
OpenSSF Scorecard 4.6 / 10
4.6сукупно
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 |
| н/д | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 13 out of 13 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 1/13 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 |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 3 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 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 0 | Security-Policy | security policy file not detected |
| н/д | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 47 existing vulnerabilities detected |
Прямі залежності 4
| Реєстр | Пакет | Обмеження версії | Маніфест |
|---|---|---|---|
| PyPI | fastmcp | ==2.12.3 | pyproject.toml |
| PyPI | httpx | >=0.28.1 | pyproject.toml |
| PyPI | mcp | >=1.9.3 | pyproject.toml |
| PyPI | requests | >=2.32.4 | pyproject.toml |
Усі залежності 81
Повний розв'язаний набір залежностей із графа залежностей GitHub: 5 прямих і 76 непрямих (транзитивних) пакетів. Транзитивне замикання є повним, коли в репозиторії закомічено lockfile.
| Реєстр | Пакет | Версія | Зв'язок |
|---|---|---|---|
| PyPI | fastmcp | 2.12.3 | пряма |
| PyPI | httpx | 0.28.1 | пряма |
| PyPI | mcp | — | пряма |
| PyPI | mcp | 1.27.0 | пряма |
| PyPI | requests | 2.32.4 | пряма |
| PyPI | annotated-types | 0.7.0 | непряма |
| PyPI | anyio | 4.9.0 | непряма |
| PyPI | attrs | 25.3.0 | непряма |
| PyPI | authlib | 1.7.0 | непряма |
| PyPI | certifi | 2025.7.14 | непряма |
| PyPI | cffi | 1.17.1 | непряма |
| PyPI | charset-normalizer | 3.4.2 | непряма |
| PyPI | click | 8.2.2 | непряма |
| PyPI | colorama | 0.4.6 | непряма |
| PyPI | coverage | 7.11.0 | непряма |
| PyPI | cryptography | 45.0.5 | непряма |
| PyPI | cyclopts | 4.11.0 | непряма |
| PyPI | dnspython | 2.7.0 | непряма |
| PyPI | docstring-parser | 0.17.0 | непряма |
| PyPI | docutils | 0.22 | непряма |
| PyPI | email-validator | 2.2.0 | непряма |
| PyPI | exceptiongroup | 1.3.0 | непряма |
| PyPI | h11 | 0.16.0 | непряма |
| PyPI | httpcore | 1.0.9 | непряма |
| PyPI | httpx-sse | 0.4.1 | непряма |
| PyPI | idna | 3.10 | непряма |
| PyPI | iniconfig | 2.1.0 | непряма |
| PyPI | isodate | 0.7.2 | непряма |
| PyPI | joserfc | 1.6.4 | непряма |
| PyPI | jsonschema | 4.25.0 | непряма |
| PyPI | jsonschema-path | 0.4.5 | непряма |
| PyPI | jsonschema-specifications | 2025.4.1 | непряма |
| PyPI | lazy-object-proxy | 1.12.0 | непряма |
| PyPI | markdown-it-py | 3.0.0 | непряма |
| PyPI | markupsafe | 3.0.3 | непряма |
| PyPI | mdurl | 0.1.2 | непряма |
| PyPI | more-itertools | 10.7.0 | непряма |
| PyPI | openapi-core | 0.23.1 | непряма |
| PyPI | openapi-pydantic | 0.5.1 | непряма |
| PyPI | openapi-schema-validator | 0.8.1 | непряма |
| PyPI | openapi-spec-validator | 0.8.5 | непряма |
| PyPI | packaging | 25.0 | непряма |
| PyPI | pathable | 0.5.0 | непряма |
| PyPI | pluggy | 1.6.0 | непряма |
| PyPI | pycparser | 2.22 | непряма |
| PyPI | pydantic | 2.11.7 | непряма |
| PyPI | pydantic-core | 2.33.2 | непряма |
| PyPI | pydantic-settings | 2.10.1 | непряма |
| PyPI | pygments | 2.19.2 | непряма |
| PyPI | pyjwt | 2.12.1 | непряма |
| PyPI | pyperclip | 1.9.0 | непряма |
| PyPI | pytest | — | непряма |
| PyPI | pytest | 8.4.2 | непряма |
| PyPI | pytest-asyncio | — | непряма |
| PyPI | pytest-asyncio | 1.2.0 | непряма |
| PyPI | pytest-cov | — | непряма |
| PyPI | pytest-cov | 7.0.0 | непряма |
| PyPI | pytest-mock | — | непряма |
| PyPI | pytest-mock | 3.15.1 | непряма |
| PyPI | pytest-rerunfailures | 16.2 | непряма |
| PyPI | python-dotenv | 1.1.1 | непряма |
| PyPI | python-multipart | 0.0.20 | непряма |
| PyPI | pywin32 | 311 | непряма |
| PyPI | pyyaml | 6.0.2 | непряма |
| PyPI | referencing | 0.37.0 | непряма |
| PyPI | rfc3339-validator | 0.1.4 | непряма |
| PyPI | rich | 14.1.0 | непряма |
| PyPI | rich-rst | 1.3.1 | непряма |
| PyPI | rpds-py | 0.26.0 | непряма |
| PyPI | shellingham | 1.5.4 | непряма |
| PyPI | six | 1.17.0 | непряма |
| PyPI | sniffio | 1.3.1 | непряма |
| PyPI | sse-starlette | 3.0.2 | непряма |
| PyPI | starlette | 0.47.2 | непряма |
| PyPI | twstockmcpserver | 0.1.0 | непряма |
| PyPI | typer | 0.16.0 | непряма |
| PyPI | typing-extensions | 4.15.0 | непряма |
| PyPI | typing-inspection | 0.4.1 | непряма |
| PyPI | urllib3 | 2.5.0 | непряма |
| PyPI | uvicorn | 0.35.0 | непряма |
| PyPI | werkzeug | 3.1.8 | непряма |
Сповіщення про залежності 15
Цей репозиторій не публікує пакета, який розпізнає індекс, тож оцінено його власний граф залежностей — 76 пакетів, серед яких є й піниї розробки та тестування, що ніколи не постачаються: 15 мають відомі сповіщення, з них 3 прямі. 5 не вдалося оцінити — немає резолвленої версії, непідтримувана екосистема або поза наведеним переліком пакетів.
| Пакет | Версія | Зв'язок | Критичність | Сповіщень | Виправлено в |
|---|---|---|---|---|---|
| fastmcp | 2.12.3 | пряма | критична | 14 | 3.2.0 |
| cryptography | 45.0.5 | непряма | критична | 7 | 48.0.1 |
| mcp | 1.27.0 | пряма | висока | 6 | 1.28.1 |
| click | 8.2.2 | непряма | висока | 1 | 8.3.3 |
| joserfc | 1.6.4 | непряма | висока | 4 | 1.6.8 |
| pyjwt | 2.12.1 | непряма | висока | 9 | 2.13.0 |
| python-multipart | 0.0.20 | непряма | висока | 14 | 0.0.31 |
| starlette | 0.47.2 | непряма | висока | 12 | 1.3.1 |
| urllib3 | 2.5.0 | непряма | висока | 8 | 2.7.0 |
| requests | 2.32.4 | пряма | помірна | 2 | 2.33.0 |
| authlib | 1.7.0 | непряма | помірна | 2 | 1.7.1 |
| idna | 3.10 | непряма | помірна | 2 | 3.15 |
| pytest | 8.4.2 | непряма | помірна | 2 | 9.0.3 |
| python-dotenv | 1.1.1 | непряма | помірна | 2 | 1.2.2 |
| pygments | 2.19.2 | непряма | низька | 2 | 2.20.0 |
Сповіщення означає, що версія, записана в графі залежностей, потрапляє в уражений діапазон. Досяжність не аналізується, а граф містить піниї розробки й тестування — знахідка може стосуватися інструментів, а не поставленого коду.
Звіт у форматі JSON машиночитний
{
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"mcp",
"mcp-server",
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"created_at": "2025-06-09T16:24:03Z",
"owner_type": "User",
"updated_at": "2026-07-23T07:46:27Z",
"description": "台灣證交所OpenAPI 的 MCP Server 同時整合部分即時報價和櫃檯買賣中心TPEx OpenAPI, 臺灣期貨交易所TAIFEX OpenAPI",
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},
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"name": "Jacky Su",
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"login": "twjackysu",
"company": null,
"location": "Taiwan",
"followers": 13,
"avatar_url": "https://avatars.githubusercontent.com/u/29649008?v=4",
"created_at": "2017-06-23T05:38:41Z",
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"public_repos": 32,
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"license": {
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"spdx_id": "MIT",
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"file_present": true,
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"kind": "minor",
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},
{
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},
{
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{
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{
"tag": "v1.2.2",
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},
{
"tag": "v1.2.1",
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"published_at": "2026-05-20T16:29:39Z"
},
{
"tag": "v1.2.0",
"kind": "minor",
"published_at": "2026-05-07T12:16:25Z"
},
{
"tag": "v1.1.0",
"kind": "minor",
"published_at": "2026-04-26T10:58:18Z"
},
{
"tag": "v1.0.2",
"kind": "patch",
"published_at": "2026-04-12T11:16:58Z"
},
{
"tag": "v1.0.1",
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"published_at": "2026-04-12T03:41:30Z"
},
{
"tag": "v1.0.0",
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}
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"committed_at": "2026-07-21T00:35:32Z",
"body_truncated": false,
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},
{
"oid": "dba2fd8082acaa3a7abe6656f09e75fdd12ae978",
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"is_bot": false,
"headline": "feat: add TAIFEX Tier 2 historical-data tools (3 new tools)",
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"is_bot": false,
"headline": "feat: add TWSE Tier 2 historical-data tools (5 new tools)",
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"body": "docs: add plan for TWSE/TAIFEX historical-data tool gaps",
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"author_login": "twjackysu",
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"is_bot": false,
"headline": "Merge pull request #55 from twjackysu/fix/large-traders-futures-oi-cs…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:46:43Z",
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"is_bot": false,
"headline": "fix: tolerate CSV response from OpenInterestOfLargeTradersFutures",
"author_name": "Jacky Su",
"author_login": "twjackysu",
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"author_name": "Jacky Su",
"author_login": "twjackysu",
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"headline": "feat: add TAIFEX Tier 1 historical-data tools (4 new tools)",
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"body": "feat: add TWSE Tier 1 historical-data tools (5 new tools)",
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"headline": "Merge pull request #53 from twjackysu/feat/twse-tier1-history-tools",
"author_name": "Jacky Su",
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"body": "Every sibling tool in this batch (get_foreign_holdings_history,\nget_market_valuation_by_date) supports filtering by exact stock_no in\naddition to name substring match. This one was missing it by oversight.",
"is_bot": false,
"headline": "fix: add missing stock_no filter to get_all_stocks_daily_close",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:07:56Z",
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"is_bot": false,
"headline": "fix: drop broken period param from get_market_institutional_amounts_h…",
"author_name": "Jacky Su",
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"oid": "20f2c75ac968fda816eccd51719c61eb231e676b",
"body": "Catalogs endpoints on www.twse.com.tw and www.taifex.com.tw that expose\nreal historical data but aren't yet wrapped as tools — every entry was\nverified live with requests, not guessed from docs. Tiered by value;\nTier 1 (9 tools) implemented next.",
"is_bot": false,
"headline": "docs: add plan for TWSE/TAIFEX historical-data tool gaps",
"author_name": "Jacky Su",
"author_login": "twjackysu",
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},
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"body": "…link-bug\n\nfix: wrap bare www.taifex.com.tw domain in code span to prevent autolink breakage",
"is_bot": false,
"headline": "Merge pull request #51 from twjackysu/fix/readme-fullwidth-paren-auto…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T00:04:31Z",
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},
{
"oid": "de667f8015317a23bfd5a00596e95c2b0e57b6d9",
"body": "…ink breakage\n\nGitHub's markdown autolinker doesn't treat full-width （） as URL boundary\ndelimiters (only ASCII parens), so a bare \"www.taifex.com.tw\" wrapped in\nfull-width （） in README.md got autolinked together with the rest of the\nsentence into one giant broken link. Wrapped the domain in backticks in\nboth README.md and README_en-us.md (the latter used half-width parens so\nwasn't broken, but backticks are more robust either way).",
"is_bot": false,
"headline": "fix: wrap bare www.taifex.com.tw domain in code span to prevent autol…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T00:03:40Z",
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},
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"oid": "f597093934c8a43dd8f8e4ba0eb295d124a180d3",
"body": "…istory-tools\n\ndocs: document TAIFEX historical tools and new prompts in README",
"is_bot": false,
"headline": "Merge pull request #50 from twjackysu/docs/update-readme-for-taifex-h…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-17T23:50:34Z",
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"body": null,
"is_bot": false,
"headline": "docs: add TAIFEX website download source to CLAUDE.md overview",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-17T23:49:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d716add5d699bb315a9c5d648f117cd9e90f615d",
"body": "- Add a data-source table row for the 2 new www.taifex.com.tw history\n tools (futures daily OHLC, 三大法人 futures position history),\n distinct from the existing TAIFEX OpenAPI row since openapi.taifex.com.tw\n has no historical query support at all.\n- Add an \"Advanced Features\" section covering the 4\n[…]\ntaifex_derivatives, institutional_flow, company_fundamental_healthcheck,\n pre_trade_risk_scan) that had no mention anywhere in the README.\n\nBoth README.md and README_en-us.md updated to stay in sync.",
"is_bot": false,
"headline": "docs: document TAIFEX historical tools and new prompts in README",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-17T23:48:18Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "06286889e29d3a2eb4e5a442e9dbd0ae3b3cc776",
"body": "feat: add TAIFEX futures/institutional historical data tools",
"is_bot": false,
"headline": "Merge pull request #49 from twjackysu/feat/taifex-historical-data-tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-17T23:44:55Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2e89a8edaeffcb56e662f0c5354b7605c766a458",
"body": "…tools\n\nparse_yyyymmdd() and the DateTime-error/CSV-parsing logic were copy-pasted\nacross futures_daily_history.py and institutional_futures_history.py.\nMoved both into futures_daily_history.py and imported them from\ninstitutional_futures_history.py, matching the existing TAIFEX_HEADERS\npattern (def\n[…]\nintroducing a new register_tools-less helper file.\n\nNo behavior change — re-verified both tools live through the FastMCP\ntool manager and reran tests/e2e/test_taifex_history_api.py after the\nrefactor.",
"is_bot": false,
"headline": "refactor: dedupe Big5 CSV parsing between the two new TAIFEX history …",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-17T23:43:28Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "c4733d77665631712efd936f29009e495ec271fa",
"body": "openapi.taifex.com.tw has no historical query support at all — verified\nby testing every date-bearing field/param name against all 135 of its\nendpoints; the only two OHLC-bearing endpoints (DailyMarketReportFut/Opt,\nalready wrapped by get_daily_futures_market_report/get_daily_options_market_report)\n\n[…]\nother client method assumes.\n\nAdded tests/e2e/test_taifex_history_api.py asserting the CSV column\norder these tools access by index, per the \"Adding New Tools\" convention\nfor non-TWSE-OpenAPI sources.",
"is_bot": false,
"headline": "feat: add TAIFEX futures/institutional historical data tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-17T23:38:37Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "1076f0c53dbdbc9278aef9d9026de4e7dc6502a4",
"body": "docs: update Prefect Horizon URLs",
"is_bot": false,
"headline": "Merge pull request #47 from twjackysu/fix/update-prefect-horizon-urls",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-14T13:20:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "db65d70fa3a531b51c18b1b13faac5353b9e6ade",
"body": null,
"is_bot": false,
"headline": "docs: update Prefect Horizon URLs to horizon.prefect.io",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-14T13:19:33Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "d6d678a4b8809e01aee6fa0faf252b7a7ddc98d3",
"body": "…age-note\n\ndocs: restore hosted MCP option with usage limit and Prefect Horizon attribution",
"is_bot": false,
"headline": "Merge pull request #46 from twjackysu/docs/restore-hosted-mcp-with-us…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-14T06:43:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "ca6584ad04ee7b97f68c9c19f828edd2dd2a974d",
"body": null,
"is_bot": false,
"headline": "docs: mention Prefect Horizon paid plan as a commercial-use option",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-14T05:49:49Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "69c7fcd491dc5a45a9106f89c6bf7cd8c0aba003",
"body": "The specific \"500 calls/month\" figure was outdated. Updated to describe\na general fair-use limit instead, and reworded the hosting note to\ncredit Prefect Horizon as powering the project.",
"is_bot": false,
"headline": "docs: correct hosted-MCP usage note",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-14T05:46:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0418e874ef7590e26702f760d3063456410bac6b",
"body": "…attribution\n\nRe-adds the remote (streamable_http) MCP config block that was removed in #36,\nnow framed as one option among self-hosting rather than the default. Adds an\nexplicit note that the free tier is capped at 500 tool calls/month from end of\nAugust 2026, points commercial/high-volume users to\n[…]\n Horizon paid plan, and thanks Prefect Horizon for hosting the\nproject for free during the beta.\n\nEndpoint verified reachable (GET returns 405, expected for an MCP POST-only\nstreamable_http endpoint).",
"is_bot": false,
"headline": "docs: restore hosted MCP option with usage limit and Prefect Horizon …",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-14T05:33:45Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "86c2362459466fec3cccb08381c94f0aeaa53d11",
"body": "feat: add 4 new prompt templates (TAIFEX, institutional flow, fundamentals, risk scan)",
"is_bot": false,
"headline": "Merge pull request #44 from twjackysu/feat/add-4-prompt-templates",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:43:10Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "a0c4569a0740090ba3cefff49a611dc7bdc3238c",
"body": "… fundamentals, risk\n\nThe existing 5 prompts (trend, foreign investment, dividend, hotspot,\nscreening) leave several tool categories with zero prompt guidance:\n- 16 TAIFEX futures/options tools (tools/taifex/) had no prompt at all\n- 三大法人 (institutional investor) flow tools were scattered across\n ot\n[…]\nr by name, OTC lists filter by\n stock_no — kept distinct per each tool's actual signature)\n\nRegistered all 4 in server.py via @mcp.prompt, updated the prompt\ncount in CLAUDE.md/AGENTS.md from 5 to 9.",
"is_bot": false,
"headline": "feat: add 4 new prompt templates covering TAIFEX, institutional flow,…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:33:52Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a8bc1c1bd04eca0001e73b07f54ffc02ea6f3d70",
"body": "docs: localize prompt templates, remove fabricated example data",
"is_bot": false,
"headline": "Merge pull request #43 from twjackysu/docs/localize-fix-prompt-templates",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:16:34Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "f40ac79b3033082d030df0832900619e7ccef6ab",
"body": "perf: cache OpenAPI list responses in TWSEAPIClient",
"is_bot": false,
"headline": "Merge pull request #42 from twjackysu/perf/cache-openapi-list-responses",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:15:52Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "5ee03a8bcc42fd770af9bc1a6874cc6784ce686a",
"body": "All 5 prompt templates were English-only despite Chinese tool output\nand a Taiwanese audience, and mixed real tool-usage guidance with\n\"example output\" sections containing concrete invented numbers (e.g.\nforeign_investment_analysis_prompt hardcoded \"TSMC (2330): 78%\nforeign holding, near investment \n[…]\n output-format sections using bracketed placeholders instead of\n invented figures\n- twse_stock_trend_prompt's forced \"bullish/bearish\" conclusion\n changed to allow neutral/insufficient-data outcomes",
"is_bot": false,
"headline": "docs: localize prompt templates, remove fabricated example data",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:09:33Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "563cf106fa3162955d5f588cbafea4bf0e98662c",
"body": "fetch_company_data() re-downloads the entire endpoint (often 1000+\nrows) and filters client-side for every single-company lookup. A\nprompt that chains several company tools (profile, dividend, revenue,\netc.) re-fetches the same full list once per tool within seconds.\n\nAdd a short-TTL in-memory cache\n[…]\n Safe\nfor OpenAPI data (company/governance/financial lists update at most\ndaily); does not touch fetch_json (MIS realtime, legacy exchangeReport,\nTPEx, TAIFEX) which callers already handle separately.",
"is_bot": false,
"headline": "perf: cache OpenAPI list responses in TWSEAPIClient",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:06:25Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "a027e815fde8369da1b9369d2e1ec06ff08643b0",
"body": "docs: remove stale handle_empty_response references",
"is_bot": false,
"headline": "Merge pull request #41 from twjackysu/docs/fix-stale-decorator-refs",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:05:25Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0a50dd0aa2e9ea54c9eb7f6ececf480950e2fe60",
"body": "The decorator was removed from utils/decorators.py in a prior\nrefactor, but CLAUDE.md still instructed contributors to use it.\nPoint to the actual pattern (explicit empty check + MSG_NO_DATA).",
"is_bot": false,
"headline": "docs: remove stale handle_empty_response references",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-09T08:04:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "8e2453395f2e717f1122898f653ddce5a45dfbb7",
"body": null,
"is_bot": false,
"headline": "Use shared upstream skip helper for TAIFEX E2E tests",
"author_name": "clancy",
"author_login": "clancyclaw",
"committed_at": "2026-07-03T19:05:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "9a272c265ac7ee17af5aac218e4bc64a0574461a",
"body": "docs: remove hosted MCP URL, add discontinuation notice",
"is_bot": false,
"headline": "Merge pull request #36 from twjackysu/docs/remove-hosted-mcp-url",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-03T02:50:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e668016e922ca601cc42f63565578339216cea7a",
"body": null,
"is_bot": false,
"headline": "docs: soften hosted-service notice to no-longer-recommended",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-03T02:37:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b8e533dba68dd7d2a8dc5139f72f550d76910306",
"body": "Horizon (third-party hosting platform) is capping free usage to\n500 tool calls/month from end of August 2026. This project is\nnon-profit open-source, so the hosted remote MCP option is\ndiscontinued in favor of Docker/local install.",
"is_bot": false,
"headline": "docs: remove hosted MCP URL, add discontinuation notice",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-03T02:29:45Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "26880a1125ec29ce56f0ca6939c97e46b71cc385",
"body": null,
"is_bot": false,
"headline": "fix: remove Glama",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-28T03:26:02Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "63139c920b34deb857a420b6d9dab058bc407639",
"body": null,
"is_bot": false,
"headline": "fix: fix api test",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-28T03:18:15Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0bfe0225fd6855aa52187fa9fc8b092e47390da1",
"body": null,
"is_bot": false,
"headline": "fix: update README.md",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-28T02:57:26Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "c0499c29dc68dc85e32a9cc6809000f9cabf5e59",
"body": "feat(otc): expand TPEx coverage from 3 to 10 tools",
"is_bot": false,
"headline": "Merge pull request #35 from twjackysu/feat/tpex-expand-otc-tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-28T02:31:06Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "7c8dcfb89e8fedaefeab0a3c1da138d2e6b12ff0",
"body": "Add 7 new OTC tools from tpex.org.tw/openapi:\n- get_otc_margin_balance: 上櫃融資融券餘額\n- get_otc_warning_stocks: 上櫃注意股\n- get_otc_disposal_stocks: 上櫃處置股\n- get_otc_exright: 今日除權息\n- get_otc_odd_lot: 零股行情\n- get_otc_index: 櫃買指數\n- get_otc_institutional_summary: 三大法人彙總\n\nAdd tests/helpers.py with fetch_or_skip() \n[…]\nndpoint\nremoved = real breakage). Update existing 3 OTC test classes to use it.\nRemove redundant test_api_returns_data_with_filter_key tests.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat(otc): expand TPEx coverage from 3 to 10 tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-27T17:14:59Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "aae5d46e710dcbe4782a560acb6a88f3b4fffd04",
"body": "refactor: Phase 4 — api_client dedup, fix shadowing, unify limit default, extract truncate",
"is_bot": false,
"headline": "Merge pull request #27 from twjackysu/refactor/phase-4-polish",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-06T02:48:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3dd36e8adbc1e67767f8ae91f02adf0ff4440098",
"body": "…mit default, extract truncate\n\n- api_client: extract _throttle() + _request() shared helpers; fetch_data\n and fetch_json now delegate to _request instead of duplicating rate-limit\n + GET + timestamp logic (Template Method / DRY)\n- formatters: fix format_list_response inner function shadowing the\n\n[…]\nding/market.py: stays at 395 lines (just below 400 threshold), no split\n\nVerified byte-for-byte: 0 changed / 154 tools vs live TWSE/TPEx API.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(phase-4): polish — dedup api_client, fix shadowing, unify li…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-06T02:26:36Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "7d6b83e4190163c01341eeccaf2b525742c3b07e",
"body": "refactor: Phase 3 — table-drive list tools via create_list_tool factory",
"is_bot": false,
"headline": "Merge pull request #26 from twjackysu/refactor/phase-3-list-tool-factory",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-06T02:15:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "2f88143ccd0b7b20f85cd046773fb9992247bb4d",
"body": "Collapse the ubiquitous \"fetch list → optional name filter → paginate\"\nboilerplate into a single factory (Factory + Strategy): per-tool rendering\nis supplied as a formatter strategy, everything else declared in a table.\n\n- Add create_list_tool factory in utils/tool_factory.py\n- trading/market.py: 17\n[…]\nept explicit.\n\nVerified byte-for-byte: all 154 tool outputs identical pre/post refactor\nagainst the live TWSE/TPEx API (0 changed / 154 tools).\n\nCo-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(phase-3): table-drive list tools via create_list_tool factory",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-06T02:11:56Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "af90f6f5b16d783ed73d9a7803d831394af4b8a6",
"body": "refactor: Phase 0–2 — dead code removal, unified error handling, table-driven tools",
"is_bot": false,
"headline": "Merge pull request #25 from twjackysu/refactor/phase-0-remove-dead-code",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-06T01:50:17Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "dc6f71b332872f5baa1761ab88e986608914cb3e",
"body": "…r handling\n\nReplace 22 boilerplate fetch_company_data + format_properties tools with\nmodule-level data tables and create_company_tool factory loop:\n\n- basic_info.py: 17 simple tools → SIMPLE_BASIC_INFO_TOOLS table (623→503 lines)\n- financials.py: 5 simple tools → SIMPLE_FINANCIAL_TOOLS table\n- tool\n[…]\ns\n\nAlso clean up basic_info.py: remove dead defaultdict import, simplify\ndeficient-list comprehension, inline single-field formatter lambdas.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(phase-2): table-drive simple company tools, fix factory erro…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-05T14:36:11Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "021381c943ac6f90757bcb297e4a5f57b8472407",
"body": "Replace 37 inline try/except blocks across 9 tool modules with the\n@handle_api_errors() decorator. Error message (MSG_QUERY_FAILED) is\nidentical; decorator additionally logs with context via logger.error().\n\n- tools/company/basic_info.py (12 tools)\n- tools/company/esg.py (3 tools)\n- tools/c\n[…]\n (5 tools)\n- tools/trading/dividend_schedule.py (1 tool)\n- tools/trading/etf.py (1 tool)\n- tools/trading/warrants.py (4 tools)\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(phase-1): replace manual try/except with @handle_api_errors",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-05T14:25:26Z",
"body_truncated": true,
"is_coding_agent": true
},
{
"oid": "78f8d97ed7904987d378bc226b067282e74f10f6",
"body": "- Delete stray debug/CI artifacts: check_registration.py, pr_body.json\n- Delete models/ layer (MarketInfo, BrokerInfo, RealTimeStats never used)\n- Remove handle_empty_response decorator (zero call sites)\n- Remove dead data_type param from handle_api_errors; clean 54 call sites\n- Remove dead constants MSG_QUERY_FAILED_WITH_CODE, MSG_MORE_RECORDS\n- Clean unused imports in formatters.py and utils/__init__.py\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "refactor(phase-0): remove dead code and unify decorator signature",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-06-05T14:08:46Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "c5ce36b25a30778ba9cdef01010d1bee99e02e40",
"body": "All tools that return list data now accept limit (default 50) and\noffset parameters for pagination. Tools with name/company fields\nalso accept a name keyword filter. format_list_response updated\nto support offset and show range info in headers.\n\nCo-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>",
"is_bot": false,
"headline": "feat: add limit/offset/name pagination to all list tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-22T11:47:00Z",
"body_truncated": false,
"is_coding_agent": true
},
{
"oid": "6e2fd7920eaa6b90253bfe839052a60db21c9465",
"body": null,
"is_bot": false,
"headline": "fix: fix schema changes",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-21T15:48:16Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e11dbac9033c4554a02d92c31590750a4b6abbbf",
"body": "Root cause: TWSE updated their live API but not their swagger.json — a real schema drift.\n\nChanges made:\n\nstaticFiles/swagger_decoded.json: Updated the local schema snapshot to match the live API:\nt187ap46_L_12: Added 公司名稱 field after 公司代號\nt187ap46_L_8: Split one combined field (with a comma in the \n[…]\nnitions.py: Swapped preference to use the local file first — TWSE's swagger.json frequently lags behind their actual API, which would keep producing false positives if we relied on it as the baseline.",
"is_bot": false,
"headline": "fix: fix API schema changes",
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{
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{
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{
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},
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"source": {
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"components": []
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{
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{
"code": "license_spdx",
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"points": 0,
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},
{
"key": "issue_template",
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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": "responsiveness",
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"notes": [],
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"components": [
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"status": "partial",
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{
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"status": "partial",
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{
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]
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{
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"inputs": {
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"components": [
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{
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{
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"weight": 0.2,
"metrics": [
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{
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{
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},
{
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"inputs": {
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],
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{
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{
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"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file 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": "detected GitHub workflow tokens with excessive permissions",
"points": 6.8,
"status": "partial",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "47 existing vulnerabilities detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "at_risk",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): Indirect dependencies free of known advisories. Remaining weights renormalized. Matched 76 resolved dependencies against OSV; 5 could not be assessed (no resolved version, an unsupported ecosystem, or beyond the reported package list). This repository publishes no package the index resolves, so the repository dependency graph was assessed instead. That graph mixes development and test pins with shipped dependencies, so only the declared runtime dependencies are scored; transitive findings are reported as context and excluded from the score. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"indirect_dependencies_free_of_known_advisories"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_repository",
"params": {
"assessed": 76
}
},
{
"code": "advisories_unassessed",
"params": {
"count": 5
}
},
{
"code": "advisories_repo_graph_caveat",
"params": {}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 45,
"inputs": {
"source": "osv",
"advisories": 87,
"affected_packages": 15,
"assessed_packages": 76,
"unassessed_packages": 5,
"affected_by_severity": "critical 2, high 7, moderate 5, low 1",
"direct_affected_packages": 3
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "3 affected: fastmcp 2.12.3 (critical 10.0), mcp 1.27.0 (high 7.6), requests 2.32.4 (moderate 5.5)",
"points": 5.3,
"status": "partial",
"details": [
{
"code": "advisories_affected",
"params": {
"count": 3,
"packages": "fastmcp 2.12.3 (critical 10.0), mcp 1.27.0 (high 7.6), requests 2.32.4 (moderate 5.5)"
}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "transitive set not separable from development and test dependencies in this scope",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_scope_not_separable",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "2 advisory-carrying package(s) unaddressed past 90 days; oldest published 267 days ago",
"points": 28.8,
"status": "partial",
"details": [
{
"code": "advisories_stale",
"params": {
"days": 90,
"count": 2,
"oldest": 267
}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 76,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"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": 2
},
"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": 54,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "excellent",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 85,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.97,
"agent_instruction_files": [
"CLAUDE.md"
],
"agent_instruction_max_bytes": 12651
},
"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": "97 of 100 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 97,
"sampled": 100
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [
"uv.lock"
],
"has_dockerfile": true,
"typed_language": false,
"bootstrap_files": [],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.07,
"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": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": "Dockerfile, lockfile",
"points": 10,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "Dockerfile, lockfile"
}
}
],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "7 of the last 100 commits agent-authored or agent-credited",
"points": 10,
"status": "met",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 7,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 55,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 20862,
"source_files_sampled": 103,
"oversized_source_files": 0
},
"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": "0/103 source files over 60KB",
"points": 55,
"status": "met",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 103,
"oversized": 0
}
}
],
"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": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
"Could not fetch pypi package 'twstockmcpserver' from its registry"
],
"report_type": "repository",
"generated_at": "2026-07-24T06:33:17.668883Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/t/twjackysu/TWSEMCPServer.svg",
"full_name": "twjackysu/TWSEMCPServer",
"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 v0.27.0 — повна методологія · вікі метрик.
Як окремий результат виглядає на тлі всього реєстру: сукупна статистика.