Registro públicoModerado
Informe de salud del softwareesquema 0.27.0 · métricas 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 tiene un índice de salud de 59 sobre 100, lo que lo sitúa en la banda Moderado. Su puntuación más alta es Vitality (89/100) y la más baja, Security (46/100). Se actualizó por última vez hace 3 días. Una sola persona concentra la mayor parte del trabajo reciente.
59
global / 100Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.
59
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
Titularidad
Jacky SuCuenta personal
13 seguidores32 repositorios públicosdesde jun 2017
Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
89
Actividad de desarrollo
81Bueno
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 3 días |
| 16.6/36 | Cadencia de commits — 24/52 semanas con commits |
| 18/18 | Volumen de commits — 155 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 155 |
| human_commit_share | 1 |
| days_since_last_push | 3 |
| active_weeks_last_year | 24 |
Disciplina de publicación
100Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 13 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 4 días |
| 27/27 | Cadencia de publicación — una versión cada ~9,3 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 13 |
| latest_release_tag | v1.8.0 |
| releases_from_tags | no |
| days_since_latest_release | 4 |
| mean_days_between_releases | 9,3 |
Excluidos de la puntuación (sin datos o no aplicable): OpenSSF Scorecard: Signed-Releases. Los pesos restantes se han renormalizado.
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
48
Popularidad y adopción
47En riesgo
Cómo se puntúa
| 34.4/60 | Estrellas — 133 estrellas |
| 13/25 | Forks — 37 forks |
| 0/15 | Observadores — 0 observadores |
Datos de entrada utilizados
| forks | 37 |
| stars | 133 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
50Moderado
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (MIT) |
| 0/18 | Guía CONTRIBUTING |
| 0/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 0/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | no |
| has_issue_template | no |
| has_code_of_conduct | no |
| has_pull_request_template | no |
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
47
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 1/22.5 | Distribución de commits — el principal contribuyente firma el 96% de los commits |
| 5.4/13.5 | Amplitud de contribuyentes — 4 contribuyentes |
| 0/10 | OpenSSF Scorecard: Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0,957 |
Cómo se puntúa
| 44.5/46.8 | Resolución de issues — 95% de issues cerradas |
| 36.3/38.3 | Aceptación de PR — 37/39 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — Found 1/13 approved changesets -- score normalized to 0 |
Datos de entrada utilizados
| merged_prs | 37 |
| open_issues | 1 |
| closed_issues | 20 |
| issue_closed_ratio | 0,952 |
| closed_unmerged_prs | 2 |
Propiedad y custodia
52Moderado
Cómo se puntúa
| 10/30 | Respaldo de la propiedad — cuenta personal (usuario) |
| 0/20 | Dominio verificado — no aplicable a cuentas de usuario |
| 8.2/25 | Alcance del propietario — 13 seguidores de twjackysu |
| 23.1/25 | Trayectoria — 32 repos públicos, cuenta de ~9 años |
Datos de entrada utilizados
| followers | 13 |
| owner_type | User |
| is_verified | — |
| owner_login | twjackysu |
| public_repos | 32 |
| account_age_days | 3318 |
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
61
Prácticas de ingeniería
68Moderado
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 2 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 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 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentación
50Moderado
Cómo se puntúa
| 30/30 | README |
| 0/25 | Directorio de documentación |
| 0/15 | Sitio de documentación / página del proyecto |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 5 topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | analysis, mcp, mcp-server, questions-and-answers, trading |
| has_wiki | no |
| homepage | — |
| has_readme | sí |
| has_docs_dir | no |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
46
Postura de seguridad
46En riesgo
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — sin datos |
| 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 | Licencia — 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 — sin datos |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 47 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4,6 |
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, signed_releases. Los pesos restantes se han renormalizado.
Avisos de dependencias
45En riesgo
Cómo se puntúa
| 5.3/35 | Dependencias directas libres de avisos conocidos — 3 afectados: fastmcp 2.12.3 (critical 10.0), mcp 1.27.0 (high 7.6), requests 2.32.4 (moderate 5.5) |
| 0/25 | Dependencias indirectas libres de avisos conocidos — el conjunto transitivo no es separable de las dependencias de desarrollo y prueba en este alcance |
| 28.8/40 | Sin avisos pendientes — 2 paquete(s) con avisos sin atender más allá de 90 días; el más antiguo publicado hace 267 días |
Datos de entrada utilizados
| 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 |
Excluidos de la puntuación (sin datos o no aplicable): Dependencias indirectas libres de avisos conocidos. Los pesos restantes se han renormalizado. Se cotejaron 76 dependencias resueltas con OSV. 5 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido o fuera de la lista de paquetes informada. Este repositorio no publica ningún paquete que el índice resuelva, por lo que se evaluó en su lugar el grafo de dependencias del repositorio. Ese grafo mezcla fijaciones de desarrollo y prueba con las dependencias distribuidas, de modo que solo se puntúan las dependencias declaradas en tiempo de ejecución; los hallazgos transitivos se informan como contexto y quedan excluidos de la puntuación. No se analiza la alcanzabilidad.
Preparación para IA
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.
54
Contexto y guía para agentes
85Excelente
Cómo se puntúa
| 45/45 | Instrucciones para agentes — CLAUDE.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 40/40 | Historial de commits legible — 97 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,97 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 12.651 |
Cómo se puntúa
| 0/18 | Arranque con un solo comando |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 10/10 | Entorno reproducible — Dockerfile, lockfile |
| 10/10 | Práctica demostrada con agentes — 7 de los últimos 100 commits con autoría o crédito de agente |
| 0/8 | Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | uv.lock |
| has_dockerfile | sí |
| typed_language | no |
| bootstrap_files | — |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0,07 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Legibilidad del código para modelos
55Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 55/55 | Tamaños de archivo manejables — 0/103 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 20.862 |
| source_files_sampled | 103 |
| oversized_source_files | 0 |
Interfaces legibles por máquina
20Crítico
Cómo se puntúa
| 0/40 | Esquema de API (OpenAPI/GraphQL/proto) |
| 20/20 | Servidor MCP |
| 0/40 | Ejemplos ejecutables |
Datos de entrada utilizados
| example_dirs | — |
| has_mcp_signal | sí |
| api_schema_files | — |
Datos clave
133estrellas de GitHub
4contribuidores
155commits en los últimos 12 meses
3días desde el último push
13versiones publicadas
1factor bus
1issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Could not fetch pypi package 'twstockmcpserver' from its registry
Más detalle
Historial de estrellas y forks 0 ★ / 37 ⇿
0Estrellas
37Forks
9Versiones
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Mayor 1Menor 4Parche 4
OpenSSF Scorecard 4.6 / 10
4.6agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/d | 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 |
| n/d | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 47 existing vulnerabilities detected |
Dependencias directas 4
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| 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 |
Todas las dependencias 81
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 5 paquetes directos y 76 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | fastmcp | 2.12.3 | directa |
| PyPI | httpx | 0.28.1 | directa |
| PyPI | mcp | — | directa |
| PyPI | mcp | 1.27.0 | directa |
| PyPI | requests | 2.32.4 | directa |
| PyPI | annotated-types | 0.7.0 | indirecta |
| PyPI | anyio | 4.9.0 | indirecta |
| PyPI | attrs | 25.3.0 | indirecta |
| PyPI | authlib | 1.7.0 | indirecta |
| PyPI | certifi | 2025.7.14 | indirecta |
| PyPI | cffi | 1.17.1 | indirecta |
| PyPI | charset-normalizer | 3.4.2 | indirecta |
| PyPI | click | 8.2.2 | indirecta |
| PyPI | colorama | 0.4.6 | indirecta |
| PyPI | coverage | 7.11.0 | indirecta |
| PyPI | cryptography | 45.0.5 | indirecta |
| PyPI | cyclopts | 4.11.0 | indirecta |
| PyPI | dnspython | 2.7.0 | indirecta |
| PyPI | docstring-parser | 0.17.0 | indirecta |
| PyPI | docutils | 0.22 | indirecta |
| PyPI | email-validator | 2.2.0 | indirecta |
| PyPI | exceptiongroup | 1.3.0 | indirecta |
| PyPI | h11 | 0.16.0 | indirecta |
| PyPI | httpcore | 1.0.9 | indirecta |
| PyPI | httpx-sse | 0.4.1 | indirecta |
| PyPI | idna | 3.10 | indirecta |
| PyPI | iniconfig | 2.1.0 | indirecta |
| PyPI | isodate | 0.7.2 | indirecta |
| PyPI | joserfc | 1.6.4 | indirecta |
| PyPI | jsonschema | 4.25.0 | indirecta |
| PyPI | jsonschema-path | 0.4.5 | indirecta |
| PyPI | jsonschema-specifications | 2025.4.1 | indirecta |
| PyPI | lazy-object-proxy | 1.12.0 | indirecta |
| PyPI | markdown-it-py | 3.0.0 | indirecta |
| PyPI | markupsafe | 3.0.3 | indirecta |
| PyPI | mdurl | 0.1.2 | indirecta |
| PyPI | more-itertools | 10.7.0 | indirecta |
| PyPI | openapi-core | 0.23.1 | indirecta |
| PyPI | openapi-pydantic | 0.5.1 | indirecta |
| PyPI | openapi-schema-validator | 0.8.1 | indirecta |
| PyPI | openapi-spec-validator | 0.8.5 | indirecta |
| PyPI | packaging | 25.0 | indirecta |
| PyPI | pathable | 0.5.0 | indirecta |
| PyPI | pluggy | 1.6.0 | indirecta |
| PyPI | pycparser | 2.22 | indirecta |
| PyPI | pydantic | 2.11.7 | indirecta |
| PyPI | pydantic-core | 2.33.2 | indirecta |
| PyPI | pydantic-settings | 2.10.1 | indirecta |
| PyPI | pygments | 2.19.2 | indirecta |
| PyPI | pyjwt | 2.12.1 | indirecta |
| PyPI | pyperclip | 1.9.0 | indirecta |
| PyPI | pytest | — | indirecta |
| PyPI | pytest | 8.4.2 | indirecta |
| PyPI | pytest-asyncio | — | indirecta |
| PyPI | pytest-asyncio | 1.2.0 | indirecta |
| PyPI | pytest-cov | — | indirecta |
| PyPI | pytest-cov | 7.0.0 | indirecta |
| PyPI | pytest-mock | — | indirecta |
| PyPI | pytest-mock | 3.15.1 | indirecta |
| PyPI | pytest-rerunfailures | 16.2 | indirecta |
| PyPI | python-dotenv | 1.1.1 | indirecta |
| PyPI | python-multipart | 0.0.20 | indirecta |
| PyPI | pywin32 | 311 | indirecta |
| PyPI | pyyaml | 6.0.2 | indirecta |
| PyPI | referencing | 0.37.0 | indirecta |
| PyPI | rfc3339-validator | 0.1.4 | indirecta |
| PyPI | rich | 14.1.0 | indirecta |
| PyPI | rich-rst | 1.3.1 | indirecta |
| PyPI | rpds-py | 0.26.0 | indirecta |
| PyPI | shellingham | 1.5.4 | indirecta |
| PyPI | six | 1.17.0 | indirecta |
| PyPI | sniffio | 1.3.1 | indirecta |
| PyPI | sse-starlette | 3.0.2 | indirecta |
| PyPI | starlette | 0.47.2 | indirecta |
| PyPI | twstockmcpserver | 0.1.0 | indirecta |
| PyPI | typer | 0.16.0 | indirecta |
| PyPI | typing-extensions | 4.15.0 | indirecta |
| PyPI | typing-inspection | 0.4.1 | indirecta |
| PyPI | urllib3 | 2.5.0 | indirecta |
| PyPI | uvicorn | 0.35.0 | indirecta |
| PyPI | werkzeug | 3.1.8 | indirecta |
Avisos de dependencias 15
Este repositorio no publica ningún paquete que el índice resuelva, así que se evaluó su propio grafo de dependencias — 76 paquetes, que incluyen también fijaciones de desarrollo y prueba que nunca se distribuyen: 15 tienen avisos conocidos, de los cuales 3 son directas. 5 no pudieron evaluarse: sin versión resuelta, ecosistema no admitido, o fuera de la lista de paquetes informada.
| Paquete | Versión | Relación | Gravedad | Avisos | Corregido en |
|---|---|---|---|---|---|
| fastmcp | 2.12.3 | directa | crítica | 14 | 3.2.0 |
| cryptography | 45.0.5 | indirecta | crítica | 7 | 48.0.1 |
| mcp | 1.27.0 | directa | alta | 6 | 1.28.1 |
| click | 8.2.2 | indirecta | alta | 1 | 8.3.3 |
| joserfc | 1.6.4 | indirecta | alta | 4 | 1.6.8 |
| pyjwt | 2.12.1 | indirecta | alta | 9 | 2.13.0 |
| python-multipart | 0.0.20 | indirecta | alta | 14 | 0.0.31 |
| starlette | 0.47.2 | indirecta | alta | 12 | 1.3.1 |
| urllib3 | 2.5.0 | indirecta | alta | 8 | 2.7.0 |
| requests | 2.32.4 | directa | moderada | 2 | 2.33.0 |
| authlib | 1.7.0 | indirecta | moderada | 2 | 1.7.1 |
| idna | 3.10 | indirecta | moderada | 2 | 3.15 |
| pytest | 8.4.2 | indirecta | moderada | 2 | 9.0.3 |
| python-dotenv | 1.1.1 | indirecta | moderada | 2 | 1.2.2 |
| pygments | 2.19.2 | indirecta | baja | 2 | 2.20.0 |
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
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"body": "…ng-and-missing-import\n\nfix: restore missing 'import requests' and handle ChunkedEncodingError in fetch_or_skip",
"is_bot": false,
"headline": "Merge pull request #60 from twjackysu/fix/test-helpers-chunked-encodi…",
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"is_bot": false,
"headline": "fix: restore missing 'import requests' and handle ChunkedEncodingErro…",
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"is_bot": false,
"headline": "Merge pull request #38 from ebbsanchez/codex/taifex-e2e-fetch-or-skip",
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"is_bot": false,
"headline": "Merge pull request #57 from twjackysu/feat/taifex-tier2-history-tools",
"author_name": "Jacky Su",
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"body": "feat: add TWSE Tier 2 historical-data tools (5 new tools)",
"is_bot": false,
"headline": "Merge pull request #56 from twjackysu/feat/twse-tier2-history-tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
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"body": "NEW_TOOLS_PLAN.md Tier 2, TAIFEX half (#11-#13), completing Tier 2\nalongside #56's TWSE half.\n\nNew tools:\n- get_institutional_total_history — 三大法人期貨+選擇權合計總表history\n (totalTableDateDown). openapi.taifex.com.tw's get_institutional_general\n only returns the latest day; this has no span cap observed u\n[…]\ning\ncolumn order/shape. Updated CLAUDE.md/AGENTS.md/README (both languages)\ntool counts (TAIFEX website-download tools: 6 -> 9) and marked all of\nNEW_TOOLS_PLAN.md's Tier 1 + Tier 2 progress complete.",
"is_bot": false,
"headline": "feat: add TAIFEX Tier 2 historical-data tools (3 new tools)",
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"body": "NEW_TOOLS_PLAN.md Tier 2, TWSE half (#10, #14, #15 — #15 split into two\ntools since balance and same-day trades are different questions).\n\nNew tools:\n- get_stock_monthly_history / get_stock_yearly_history — per-stock\n monthly (FMSRFK) and yearly (FMNPTK) turnover summaries. FMNPTK uses\n a `tables`\n[…]\nrepo's \"legacy exchangeReport\" test\nconvention. Updated CLAUDE.md/AGENTS.md/README (both languages) tool\ncounts (11 -> 16 for TWSE Web API) and checked off Tier 1 in\nNEW_TOOLS_PLAN.md's progress list.",
"is_bot": false,
"headline": "feat: add TWSE Tier 2 historical-data tools (5 new tools)",
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"headline": "Merge pull request #52 from twjackysu/docs/add-new-tools-plan",
"author_name": "Jacky Su",
"author_login": "twjackysu",
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"body": "…v-fallback\n\nfix: tolerate CSV response from OpenInterestOfLargeTradersFutures",
"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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"body": "As of 2026-07, openapi.taifex.com.tw's OpenInterestOfLargeTradersFutures\nendpoint started returning CSV instead of its documented JSON — confirmed\ngenuine upstream regression via direct curl with an explicit\nAccept: application/json header (no difference), and confirmed isolated\nto this one endpoint\n[…]\nred the same fallback in the test file's fixture so\ntest_hardcoded_fields_exist keeps validating the fields the tool\nactually depends on regardless of which format the API happens to be\nserving today.",
"is_bot": false,
"headline": "fix: tolerate CSV response from OpenInterestOfLargeTradersFutures",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:43:17Z",
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"body": "feat: add TAIFEX Tier 1 historical-data tools (4 new tools)",
"is_bot": false,
"headline": "Merge pull request #54 from twjackysu/feat/taifex-tier1-history-tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:38:45Z",
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"body": "NEW_TOOLS_PLAN.md Tier 1 (TAIFEX half, completing #53's TWSE half). All\n4 hit www.taifex.com.tw/cht/3/*Down HTML-form download endpoints, which\naccept arbitrary date ranges unlike their openapi.taifex.com.tw\ncounterparts (latest-day-only, verified in #49).\n\nNew tools:\n- get_put_call_ratio_history — \n[…]\ny::TestLargeTradersOIFuturesAPI. Confirmed\nvia direct curl with the correct Accept header — genuine upstream\nchange, not caused by anything in this PR. Not fixed here; flagging for\nseparate follow-up.",
"is_bot": false,
"headline": "feat: add TAIFEX Tier 1 historical-data tools (4 new tools)",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:27:18Z",
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"body": "feat: add TWSE Tier 1 historical-data tools (5 new tools)",
"is_bot": false,
"headline": "Merge pull request #53 from twjackysu/feat/twse-tier1-history-tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:11:25Z",
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{
"oid": "2c31ce649cd5cd9374e45343540e153b35d5b97a",
"body": null,
"is_bot": false,
"headline": "docs: update TWSE Web API tool count (6 -> 11) for Tier 1 tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:09:51Z",
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{
"oid": "37c80ef82c9a27c0f85ac94905b70790d3df056c",
"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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"oid": "7ae7faf2ee5852d28d1c0d0ac9aba578bd5439aa",
"body": "…istory\n\nweek/month were never actually tested before this shipped in the same PR.\nLive-checked: BFI82U doesn't accept a single dayDate+type combo for all\nthree — each period uses a different param name and date encoding\n(dayDate=YYYYMMDD for day, weekDate + a specific Friday-anchored week-start\nval\n[…]\nentirely rather than half-implementing the other\ntwo encodings — the tool now only does what it verifiably does: query the\nmarket-level institutional buy/sell amounts for a single arbitrary past\ndate.",
"is_bot": false,
"headline": "fix: drop broken period param from get_market_institutional_amounts_h…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T06:05:52Z",
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"is_bot": false,
"headline": "feat: add TWSE Tier 1 historical-data tools (5 new tools)",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-07-18T05:56:03Z",
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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",
"committed_at": "2026-07-18T05:48:10Z",
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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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"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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},
{
"oid": "2002e19002444f3ab792dad3fdf2d01fb54833f7",
"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",
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"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",
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{
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"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,
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"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",
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},
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"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",
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"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",
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{
"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,
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{
"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,
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{
"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,
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},
{
"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,
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{
"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,
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{
"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,
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{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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,
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},
{
"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",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-20T16:27:33Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "3faa16b2ddd325d048f9fb267f8a8afae21b6410",
"body": null,
"is_bot": false,
"headline": "test: add pytest-rerunfailures",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-13T13:44:13Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "89d0ab163040ac23a7df6ce0113368ede102ca63",
"body": null,
"is_bot": false,
"headline": "fix: change to scope=\"class\" for tests",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-13T12:58:24Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "b18b494512d909bf64e7da45558d0d56c8d848a4",
"body": null,
"is_bot": false,
"headline": "chore: update README.md, CLAUDE.md",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-07T12:22:30Z",
"body_truncated": false,
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},
{
"oid": "68483150219f1fe5e84fec3617077c91b12d2926",
"body": "…investors\n\n[Bot Refactor] feat: add TWSE listed stocks three major institutional investors tools",
"is_bot": false,
"headline": "Merge pull request #21 from twjackysu/feat/twse-listed-institutional-…",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-07T12:09:21Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "e8d96699aa21959b4186aee2356abbffc267cc9d",
"body": null,
"is_bot": false,
"headline": "fix: fix error",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-05-07T12:08:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "19d9038aa8be5c4937945ffcd98713a531332c0e",
"body": "Add two MCP tools for querying TWSE listed stocks (上市) 三大法人\n(foreign investors, investment trusts, dealers) daily net buy/sell data\nvia the TWSE T86 API endpoint.\n\nTools added:\n- get_twse_institutional_investors_summary(date): Returns top 30 stocks\n by absolute institutional net buy/sell for a give\n[…]\nrift detection: validates all 19 field names and indices\n- Data integrity: ensures data is non-empty and parseable\n- Stock filter: verifies row[0] is stock code and key indices are correct\n\nCloses #20",
"is_bot": false,
"headline": "feat: add TWSE listed stocks three major institutional investors tools",
"author_name": "jacky-openclaw",
"author_login": "trend-jacky-su",
"committed_at": "2026-05-06T16:31:49Z",
"body_truncated": true,
"is_coding_agent": false
},
{
"oid": "28baeddb0fb804f7335b052a47602718c6f441fb",
"body": null,
"is_bot": false,
"headline": "chore: update README.md",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-26T12:33:28Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "41dba124b4bd376c2f905a6245ea867c915c56e5",
"body": null,
"is_bot": false,
"headline": "fix: fix docker image issue",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-26T12:19:59Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "35b5e3b8ff2870bc09e3a5e2959d07c497989126",
"body": null,
"is_bot": false,
"headline": "fix: add taifex test to workflow",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-26T11:54:35Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "fea30706697fda1824197b2a57b77f0c00083f83",
"body": null,
"is_bot": false,
"headline": "chore: update README.md, CLAUDE.md",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-26T11:01:14Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "3023216511bdaf63c523b9e14965266b6d708a56",
"body": "get_institutional_traders_by_futures、get_institutional_traders_by_options、get_institutional_traders_calls_puts\nget_options_delta（需指定 contract_month，避免 7845 筆爆量）、get_options_oi_change\nget_index_futures_margin、get_stock_futures_margin（可用股票代號或期貨代碼查詢）\nget_annual_trading_volume、get_monthly_trading_statistics",
"is_bot": false,
"headline": "feat: add 9 tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-26T10:55:39Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "305dbb31c116e3d5c80628c0d9d7e6034b09ce84",
"body": "tools/taifex/daily_market_report.py — get_daily_futures_market_report(contract) / get_daily_options_market_report(contract, call_put, limit)\ntools/taifex/large_traders_oi.py — get_large_traders_futures_oi(contract) / get_large_traders_options_oi(contract, call_put)\ntools/taifex/institutional_general.py — get_institutional_general()",
"is_bot": false,
"headline": "feat: add 5 tools",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-26T10:46:22Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "97a9b79af41bd77a149852a864690cc064c521f4",
"body": null,
"is_bot": false,
"headline": "fix: fix some code issue, change all description to Chinese",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-12T11:15:36Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "57a2280b3bcc6c6961d24b33318e5c8df471773f",
"body": null,
"is_bot": false,
"headline": "fix: add extra info to get_realtime_quote",
"author_name": "Jacky Su",
"author_login": "twjackysu",
"committed_at": "2026-04-12T03:40:18Z",
"body_truncated": false,
"is_coding_agent": false
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"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
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]
},
{
"key": "abandonment",
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"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
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"signals": [],
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"components": [
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{
"code": "abandonment_maintained",
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}
],
"max_points": 100
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]
}
],
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},
{
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"band": "at_risk",
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"value": 48,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"note": null,
"notes": [],
"value": 47,
"inputs": {
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"growth_state": "unverified",
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"components": [
{
"key": "stars",
"name": "Stars",
"detail": "133 stars",
"points": 34.4,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 133
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}
],
"max_points": 60
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{
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"points": 13,
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"details": [
{
"code": "forks",
"params": {
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],
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{
"key": "watchers",
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"points": 0,
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"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
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]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
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"components": [
{
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"name": "README",
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"points": 22.5,
"status": "met",
"details": [],
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},
{
"key": "license",
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"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
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"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
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],
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},
{
"key": "governance",
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"name": "Sustainability & Governance",
"value": 47,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
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"note": null,
"notes": [],
"value": 15,
"inputs": {
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"contributors_sampled": 4,
"top_contributor_share": 0.957
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"components": [
{
"key": "bus_factor",
"name": "Bus factor",
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"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
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{
"key": "commit_distribution",
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"points": 1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 96
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}
],
"max_points": 22.5
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{
"key": "contributor_breadth",
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"detail": "4 contributors",
"points": 5.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 4
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
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"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "responsiveness",
"band": "good",
"name": "Issue & PR responsiveness",
"note": null,
"notes": [],
"value": 81,
"inputs": {
"merged_prs": 37,
"open_issues": 1,
"closed_issues": 20,
"issue_closed_ratio": 0.952,
"closed_unmerged_prs": 2
},
"components": [
{
"key": "issue_resolution",
"name": "Issue resolution",
"detail": "95% of issues closed",
"points": 44.5,
"status": "partial",
"details": [
{
"code": "issues_closed_share",
"params": {
"share": 95
}
}
],
"max_points": 46.75
},
{
"key": "pr_acceptance",
"name": "PR acceptance",
"detail": "37/39 decided PRs merged",
"points": 36.3,
"status": "partial",
"details": [
{
"code": "decided_prs_merged",
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"merged": 37,
"decided": 39
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}
],
"max_points": 38.25
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{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
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"points": 0,
"status": "missed",
"details": [],
"max_points": 15
}
]
},
{
"key": "stewardship",
"band": "moderate",
"name": "Ownership & stewardship",
"note": "Excluded from scoring (no data or not applicable): Verified domain. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 52,
"inputs": {
"followers": 13,
"owner_type": "User",
"is_verified": null,
"owner_login": "twjackysu",
"public_repos": 32,
"account_age_days": 3318
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"components": [
{
"key": "ownership_backing",
"name": "Ownership backing",
"detail": "personal (user) account",
"points": 10,
"status": "partial",
"details": [
{
"code": "owner_personal",
"params": {}
}
],
"max_points": 30
},
{
"key": "verified_domain",
"name": "Verified domain",
"detail": "not applicable to user accounts",
"points": 0,
"status": "excluded",
"details": [
{
"code": "not_applicable_to_user_accounts",
"params": {}
}
],
"max_points": 20
},
{
"key": "owner_reach",
"name": "Owner reach",
"detail": "13 followers of twjackysu",
"points": 8.2,
"status": "partial",
"details": [
{
"code": "owner_followers",
"params": {
"count": 13,
"login": "twjackysu"
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}
],
"max_points": 25
},
{
"key": "track_record",
"name": "Track record",
"detail": "32 public repos, account ~9 yr old",
"points": 23.1,
"status": "partial",
"details": [
{
"code": "public_repos",
"params": {
"count": 32
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},
{
"code": "account_age_years",
"params": {
"years": 9
}
}
],
"max_points": 25
}
]
}
],
"description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
},
{
"key": "engineering",
"band": "moderate",
"name": "Engineering Quality",
"value": 61,
"weight": 0.2,
"metrics": [
{
"key": "engineering_practices",
"band": "moderate",
"name": "Engineering practices",
"note": null,
"notes": [],
"value": 68,
"inputs": {
"has_ci": true,
"has_tests": true,
"has_editorconfig": false,
"has_linter_config": false,
"has_precommit_config": false
},
"components": [
{
"key": "ci_workflows",
"name": "CI workflows",
"detail": "2 workflow(s)",
"points": 24,
"status": "met",
"details": [
{
"code": "ci_workflows",
"params": {
"count": 2
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}
],
"max_points": 24
},
{
"key": "tests_present",
"name": "Tests present",
"detail": null,
"points": 24,
"status": "met",
"details": [],
"max_points": 24
},
{
"key": "linter_config",
"name": "Linter config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 16
},
{
"key": "pre_commit_hooks",
"name": "Pre-commit hooks",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 9.6
},
{
"key": "editorconfig",
"name": ".editorconfig",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.4
},
{
"key": "openssf_scorecard_ci_tests",
"name": "OpenSSF Scorecard: CI-Tests",
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"points": 20,
"status": "met",
"details": [],
"max_points": 20
}
]
},
{
"key": "documentation",
"band": "moderate",
"name": "Documentation",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"topics": [
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"mcp",
"mcp-server",
"questions-and-answers",
"trading"
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"has_wiki": false,
"homepage": null,
"has_readme": true,
"has_docs_dir": false,
"has_description": true
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 30,
"status": "met",
"details": [],
"max_points": 30
},
{
"key": "documentation_directory",
"name": "Documentation directory",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 25
},
{
"key": "documentation_homepage_site",
"name": "Documentation / homepage site",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
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{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
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{
"key": "topics",
"name": "Topics",
"detail": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
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}
],
"max_points": 10
},
{
"key": "wiki",
"name": "Wiki",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
}
],
"description": "Are baseline engineering and documentation practices in place?"
},
{
"key": "security",
"band": "at_risk",
"name": "Security",
"value": 46,
"weight": 0.16,
"metrics": [
{
"key": "security_posture",
"band": "at_risk",
"name": "Security posture",
"note": "Excluded from scoring (no data or not applicable): Branch-Protection, Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 46,
"inputs": {
"source": "openssf_scorecard",
"checks_evaluated": 16,
"scorecard_version": "v5.5.0",
"checks_inconclusive": 2,
"scorecard_aggregate": 4.6
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"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": "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",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
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{
"key": "ci_tests",
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"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 1/13 approved changesets -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 0 contributing companies or organizations -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 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": [
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}
},
{
"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)"
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}
],
"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": [
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"Iran",
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"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": {
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"legible_history_share": 0.97,
"agent_instruction_files": [
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"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"
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}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
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],
"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"
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas.