公开记录中等
软件健康报告模式 0.27.0 · 指标 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 的健康指数为 100 分中的 59 分，处于「中等」区间。 其得分最高的类别是Vitality（89/100），最低的是Security（46/100）。 最近一次更新在 3 天前。 近期的大部分工作由 1 位贡献者完成。
59
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
59
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
按类别列示的指标
活力
项目是否仍有生命——是否仍在编写代码，是否仍在发布版本？
89
开发活跃度
81良好
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 3 天前 |
| 16.6/36 | 提交节奏 — 52 周中有 24 周有提交 |
| 18/18 | 提交量 — 最近一年 155 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 155 |
| human_commit_share | 1 |
| days_since_last_push | 3 |
| active_weeks_last_year | 24 |
发布纪律
100优秀
评分方式
| 27/27 | 有发布版本 — 已发布 13 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 4 天前 |
| 27/27 | 发布节奏 — 约每 9.3 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 13 |
| latest_release_tag | v1.8.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 4 |
| mean_days_between_releases | 9.3 |
已排除计分（无数据或不适用）：OpenSSF Scorecard：Signed-Releases。 其余权重已重新归一化。
社区与采用
项目是否拥有用户、下载量与关注度，并具备欢迎贡献者参与的配置？
48
流行度与采用
47存在风险
评分方式
| 34.4/60 | 星标 — 133 个星标 |
| 13/25 | 复刻 — 37 个复刻 |
| 0/15 | 关注者 — 0 位关注者 |
所用输入
| forks | 37 |
| stars | 133 |
| watchers | 0 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
社区健康
50中等
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 0/18 | CONTRIBUTING 指南 |
| 0/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 0/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 否 |
| has_issue_template | 否 |
| has_code_of_conduct | 否 |
| has_pull_request_template | 否 |
可持续性与治理
项目能否在其成员之外延续——巴士系数、响应能力、由谁支持，以及软件包的维护状况？
47
维护者韧性（巴士系数）
15危急
评分方式
| 9/54 | 巴士系数 — 1 位贡献者贡献了半数提交 |
| 1/22.5 | 提交分布 — 头号贡献者编写了 96% 的提交 |
| 5.4/13.5 | 贡献者广度 — 4 位贡献者 |
| 0/10 | OpenSSF Scorecard：Contributors — project has 0 contributing companies or organizations -- score normalized to 0 |
所用输入
| bus_factor | 1 |
| contributors_sampled | 4 |
| top_contributor_share | 0.957 |
议题与 PR 响应能力
81良好
评分方式
| 44.5/46.8 | 议题解决 — 95% 的议题已关闭 |
| 36.3/38.3 | PR 接受 — 已裁定的 PR 中 37/39 已合并 |
| 0/15 | OpenSSF Scorecard：Code-Review — Found 1/13 approved changesets -- score normalized to 0 |
所用输入
| merged_prs | 37 |
| open_issues | 1 |
| closed_issues | 20 |
| issue_closed_ratio | 0.952 |
| closed_unmerged_prs | 2 |
所有权与托管责任
52中等
评分方式
| 10/30 | 所有权背书 — 个人（用户）账户 |
| 0/20 | 已验证域名 — 不适用于个人账户 |
| 8.2/25 | 所有者影响力 — twjackysu 有 13 位关注者 |
| 23.1/25 | 既往记录 — 32 个公开仓库，账户约 9 年 |
所用输入
| followers | 13 |
| owner_type | User |
| is_verified | — |
| owner_login | twjackysu |
| public_repos | 32 |
| account_age_days | 3,318 |
已排除计分（无数据或不适用）：已验证域名。 其余权重已重新归一化。
工程质量
基础的工程与文档实践是否到位？
61
工程实践
68中等
评分方式
| 24/24 | CI 工作流 — 2 个工作流 |
| 24/24 | 存在测试 |
| 0/16 | Linter 配置 |
| 0/9.6 | Pre-commit 钩子 |
| 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 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 否 |
| has_precommit_config | 否 |
文档
50中等
评分方式
| 30/30 | README |
| 0/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 5 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | analysis, mcp, mcp-server, questions-and-answers, trading |
| has_wiki | 否 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 否 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
46
安全态势
46存在风险
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 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 | 许可证 — 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 — 无数据 |
| 6.8/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 0/7.5 | Vulnerabilities — 47 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 4.6 |
已排除计分（无数据或不适用）：branch_protection, signed_releases。 其余权重已重新归一化。
依赖安全公告
45存在风险
评分方式
| 5.3/35 | 直接依赖不含已知公告 — 3 个受影响：fastmcp 2.12.3 (critical 10.0), mcp 1.27.0 (high 7.6), requests 2.32.4 (moderate 5.5) |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 28.8/40 | 没有长期未处理的公告 — 2 个携带公告的软件包超过 90 天未处理；最早一条发布于 267 天前 |
所用输入
| 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 |
已排除计分（无数据或不适用）：间接依赖不含已知公告。 其余权重已重新归一化。 已将 76 个已解析依赖与 OSV 比对。 有 5 项无法评估——没有已解析的版本、生态系统不受支持，或超出所报告的软件包清单。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 未对可达性进行分析。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
54
AI 代理上下文与指引
85优秀
评分方式
| 45/45 | 代理指令 — CLAUDE.md |
| 0/15 | 机器可读文档（llms.txt） |
| 40/40 | 可读的提交历史 — 100 次人类提交中有 97 次说明了意图（结构化标题或解释性正文） |
所用输入
| has_llms_txt | 否 |
| legible_history_share | 0.97 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 12,651 |
验证循环（构建 / 测试 / 类型检查）
42存在风险
评分方式
| 0/18 | 一条命令的引导启动 |
| 22/22 | 自动化测试 |
| 0/11 | Lint / 格式化配置 |
| 0/11 | 静态类型检查 |
| 10/10 | 可复现环境 — Dockerfile, lockfile |
| 10/10 | 已体现的代理实践 — 最近 100 次提交中有 7 次由代理编写或署名代理 |
| 0/8 | 自动化维护 — 未观察到自动依赖更新 |
| 0/10 | OpenSSF Scorecard：Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 是 |
| typed_language | 否 |
| bootstrap_files | — |
| has_devcontainer | 否 |
| has_linter_config | 否 |
| typecheck_configs | — |
| agent_commit_share | 0.07 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
面向模型的代码可读性
55中等
评分方式
| 0/45 | 可类型检查的代码 — Python，未配置类型检查 |
| 55/55 | 可控的文件大小 — 采样的 103 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 20,862 |
| source_files_sampled | 103 |
| oversized_source_files | 0 |
机器可读接口
20危急
评分方式
| 0/40 | API 模式（OpenAPI/GraphQL/proto） |
| 20/20 | MCP 服务器 |
| 0/40 | 可运行示例 |
所用输入
| example_dirs | — |
| has_mcp_signal | 是 |
| api_schema_files | — |
关键数据
133GitHub 星标
4贡献者
155最近 12 个月提交数
3距最近推送天数
13发布版本数
1巴士系数（bus factor）
1开放议题
PyPI软件包生态系统数
数据采集警告
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- Could not fetch pypi package 'twstockmcpserver' from its registry
更多细节
Star 与 Fork 历史 0 ★ / 37 ⇿
0Star
37Fork
9发布
每颗 star 和每个 fork 的添加时间，来自 GitHub 并按天汇总。累计增长位于其构成来源——每日新增——的正上方，二者可相互对照：稳定的自然增长与短暂的突增形态截然不同。当这一差别可被衡量时，它会作为增长真实性予以报告。
主版本 1次版本 4修订 4
OpenSSF Scorecard 4.6 / 10
4.6综合
来自开源项目 OpenSSF Scorecard 的独立、工具无关的安全评估。每项检查奖励的是安全实践本身，而非特定供应商的工具。Scorecard 无法判定的检查项标记为 不适用，并从安全评分中剔除（绝不按零分计）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | 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 |
| 不适用 | Signed-Releases | no releases found |
| 9 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 0 | Vulnerabilities | 47 existing vulnerabilities detected |
直接依赖 4
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| 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 |
全部依赖 81
来自 GitHub 依赖图的完整解析依赖集合：5 个直接依赖与 76 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | fastmcp | 2.12.3 | 直接 |
| PyPI | httpx | 0.28.1 | 直接 |
| PyPI | mcp | — | 直接 |
| PyPI | mcp | 1.27.0 | 直接 |
| PyPI | requests | 2.32.4 | 直接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | anyio | 4.9.0 | 间接 |
| PyPI | attrs | 25.3.0 | 间接 |
| PyPI | authlib | 1.7.0 | 间接 |
| PyPI | certifi | 2025.7.14 | 间接 |
| PyPI | cffi | 1.17.1 | 间接 |
| PyPI | charset-normalizer | 3.4.2 | 间接 |
| PyPI | click | 8.2.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | coverage | 7.11.0 | 间接 |
| PyPI | cryptography | 45.0.5 | 间接 |
| PyPI | cyclopts | 4.11.0 | 间接 |
| PyPI | dnspython | 2.7.0 | 间接 |
| PyPI | docstring-parser | 0.17.0 | 间接 |
| PyPI | docutils | 0.22 | 间接 |
| PyPI | email-validator | 2.2.0 | 间接 |
| PyPI | exceptiongroup | 1.3.0 | 间接 |
| PyPI | h11 | 0.16.0 | 间接 |
| PyPI | httpcore | 1.0.9 | 间接 |
| PyPI | httpx-sse | 0.4.1 | 间接 |
| PyPI | idna | 3.10 | 间接 |
| PyPI | iniconfig | 2.1.0 | 间接 |
| PyPI | isodate | 0.7.2 | 间接 |
| PyPI | joserfc | 1.6.4 | 间接 |
| PyPI | jsonschema | 4.25.0 | 间接 |
| PyPI | jsonschema-path | 0.4.5 | 间接 |
| PyPI | jsonschema-specifications | 2025.4.1 | 间接 |
| PyPI | lazy-object-proxy | 1.12.0 | 间接 |
| PyPI | markdown-it-py | 3.0.0 | 间接 |
| PyPI | markupsafe | 3.0.3 | 间接 |
| PyPI | mdurl | 0.1.2 | 间接 |
| PyPI | more-itertools | 10.7.0 | 间接 |
| PyPI | openapi-core | 0.23.1 | 间接 |
| PyPI | openapi-pydantic | 0.5.1 | 间接 |
| PyPI | openapi-schema-validator | 0.8.1 | 间接 |
| PyPI | openapi-spec-validator | 0.8.5 | 间接 |
| PyPI | packaging | 25.0 | 间接 |
| PyPI | pathable | 0.5.0 | 间接 |
| PyPI | pluggy | 1.6.0 | 间接 |
| PyPI | pycparser | 2.22 | 间接 |
| PyPI | pydantic | 2.11.7 | 间接 |
| PyPI | pydantic-core | 2.33.2 | 间接 |
| PyPI | pydantic-settings | 2.10.1 | 间接 |
| PyPI | pygments | 2.19.2 | 间接 |
| PyPI | pyjwt | 2.12.1 | 间接 |
| PyPI | pyperclip | 1.9.0 | 间接 |
| PyPI | pytest | — | 间接 |
| PyPI | pytest | 8.4.2 | 间接 |
| PyPI | pytest-asyncio | — | 间接 |
| PyPI | pytest-asyncio | 1.2.0 | 间接 |
| PyPI | pytest-cov | — | 间接 |
| PyPI | pytest-cov | 7.0.0 | 间接 |
| PyPI | pytest-mock | — | 间接 |
| PyPI | pytest-mock | 3.15.1 | 间接 |
| PyPI | pytest-rerunfailures | 16.2 | 间接 |
| PyPI | python-dotenv | 1.1.1 | 间接 |
| PyPI | python-multipart | 0.0.20 | 间接 |
| PyPI | pywin32 | 311 | 间接 |
| PyPI | pyyaml | 6.0.2 | 间接 |
| PyPI | referencing | 0.37.0 | 间接 |
| PyPI | rfc3339-validator | 0.1.4 | 间接 |
| PyPI | rich | 14.1.0 | 间接 |
| PyPI | rich-rst | 1.3.1 | 间接 |
| PyPI | rpds-py | 0.26.0 | 间接 |
| PyPI | shellingham | 1.5.4 | 间接 |
| PyPI | six | 1.17.0 | 间接 |
| PyPI | sniffio | 1.3.1 | 间接 |
| PyPI | sse-starlette | 3.0.2 | 间接 |
| PyPI | starlette | 0.47.2 | 间接 |
| PyPI | twstockmcpserver | 0.1.0 | 间接 |
| PyPI | typer | 0.16.0 | 间接 |
| PyPI | typing-extensions | 4.15.0 | 间接 |
| PyPI | typing-inspection | 0.4.1 | 间接 |
| PyPI | urllib3 | 2.5.0 | 间接 |
| PyPI | uvicorn | 0.35.0 | 间接 |
| PyPI | werkzeug | 3.1.8 | 间接 |
依赖安全公告 15
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 76 个包，其中也包含从不交付的开发与测试版本固定：15 个存在已知公告，3 个为直接依赖。 有 5 个无法评估——没有已解析的版本、生态系统不受支持，或不在所列包清单之内。
| 软件包 | 版本 | 关系 | 严重程度 | 公告数 | 修复版本 |
|---|---|---|---|---|---|
| fastmcp | 2.12.3 | 直接 | 严重 | 14 | 3.2.0 |
| cryptography | 45.0.5 | 间接 | 严重 | 7 | 48.0.1 |
| mcp | 1.27.0 | 直接 | 高 | 6 | 1.28.1 |
| click | 8.2.2 | 间接 | 高 | 1 | 8.3.3 |
| joserfc | 1.6.4 | 间接 | 高 | 4 | 1.6.8 |
| pyjwt | 2.12.1 | 间接 | 高 | 9 | 2.13.0 |
| python-multipart | 0.0.20 | 间接 | 高 | 14 | 0.0.31 |
| starlette | 0.47.2 | 间接 | 高 | 12 | 1.3.1 |
| urllib3 | 2.5.0 | 间接 | 高 | 8 | 2.7.0 |
| requests | 2.32.4 | 直接 | 中 | 2 | 2.33.0 |
| authlib | 1.7.0 | 间接 | 中 | 2 | 1.7.1 |
| idna | 3.10 | 间接 | 中 | 2 | 3.15 |
| pytest | 8.4.2 | 间接 | 中 | 2 | 9.0.3 |
| python-dotenv | 1.1.1 | 间接 | 中 | 2 | 1.2.2 |
| pygments | 2.19.2 | 间接 | 低 | 2 | 2.20.0 |
公告表示依赖图中记录的版本落入某条公告的受影响范围。可达性未经分析，且依赖图包含开发与测试的版本固定——某项发现可能只涉及工具链而非交付的软件。
原始 JSON 报告 机器可读
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"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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"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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"author_login": "twjackysu",
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},
{
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"body": "…r in fetch_or_skip\n\nTwo independent test failures from the latest full-suite run:\n\n1. tests/e2e/test_taifex_new_api.py::TestLargeTradersOIFuturesAPI errored\n with NameError: name 'requests' is not defined. #38 removed this\n file's top-level `import requests` (its own _fetch() no longer needed\n \n[…]\nipped.\n\nVerified all three branches (empty-body skip, non-empty-body raise,\nChunkedEncodingError skip) with mocked TWSEAPIClient.fetch_json calls.\nRan the full e2e suite: 66 passed, 0 failures/errors.",
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"headline": "fix: restore missing 'import requests' and handle ChunkedEncodingErro…",
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"headline": "Merge pull request #38 from ebbsanchez/codex/taifex-e2e-fetch-or-skip",
"author_name": "Jacky Su",
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"body": "feat: add TAIFEX Tier 2 historical-data tools (3 new tools)",
"is_bot": false,
"headline": "Merge pull request #57 from twjackysu/feat/taifex-tier2-history-tools",
"author_name": "Jacky Su",
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"headline": "Merge branch 'main' into feat/taifex-tier2-history-tools",
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"committed_at": "2026-07-18T07:35:09Z",
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"body": "feat: add TWSE Tier 2 historical-data tools (5 new tools)",
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"headline": "Merge pull request #56 from twjackysu/feat/twse-tier2-history-tools",
"author_name": "Jacky Su",
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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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"is_bot": false,
"headline": "feat: add TWSE Tier 2 historical-data tools (5 new tools)",
"author_name": "Jacky Su",
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"body": "docs: add plan for TWSE/TAIFEX historical-data tool gaps",
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"headline": "Merge pull request #52 from twjackysu/docs/add-new-tools-plan",
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"headline": "Merge pull request #55 from twjackysu/fix/large-traders-futures-oi-cs…",
"author_name": "Jacky Su",
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"is_bot": false,
"headline": "fix: tolerate CSV response from OpenInterestOfLargeTradersFutures",
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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",
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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.",
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"headline": "feat: add TAIFEX Tier 1 historical-data tools (4 new tools)",
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"author_login": "twjackysu",
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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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"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",
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"headline": "feat: add TWSE Tier 1 historical-data tools (5 new tools)",
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"author_login": "twjackysu",
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"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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"oid": "d59c7cc814226456735e9da48200692ba30cb13b",
"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",
"body_truncated": false,
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},
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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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"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",
"body_truncated": false,
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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",
"body_truncated": false,
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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",
"committed_at": "2026-07-17T23:48:18Z",
"body_truncated": true,
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},
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"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,
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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",
"body_truncated": true,
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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",
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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,
"is_coding_agent": 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,
"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,
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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,
"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,
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},
{
"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,
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},
{
"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",
"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,
"is_coding_agent": false
},
{
"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,
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},
{
"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
},
{
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"max_points": 36
},
{
"key": "commit_volume",
"name": "Commit volume",
"detail": "155 commits in the last year",
"points": 18,
"status": "met",
"details": [
{
"code": "commits_last_year",
"params": {
"count": 155
}
}
],
"max_points": 18
},
{
"key": "openssf_scorecard_maintained",
"name": "OpenSSF Scorecard: Maintained",
"detail": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
}
]
},
{
"key": "release_discipline",
"band": "excellent",
"name": "Release discipline",
"note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: Signed-Releases. Remaining weights renormalized.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"openssf_scorecard_signed_releases"
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}
},
{
"code": "weights_renormalized",
"params": {}
}
],
"value": 100,
"inputs": {
"releases_count": 13,
"latest_release_tag": "v1.8.0",
"releases_from_tags": false,
"days_since_latest_release": 4,
"mean_days_between_releases": 9.3
},
"components": [
{
"key": "ships_releases",
"name": "Ships releases",
"detail": "13 releases published",
"points": 27,
"status": "met",
"details": [
{
"code": "releases_published",
"params": {
"count": 13
}
}
],
"max_points": 27
},
{
"key": "release_recency",
"name": "Release recency",
"detail": "latest release 4 days ago",
"points": 36,
"status": "met",
"details": [
{
"code": "release_recency",
"params": {
"days": 4
}
}
],
"max_points": 36
},
{
"key": "release_cadence",
"name": "Release cadence",
"detail": "a release every ~9.3 days",
"points": 27,
"status": "met",
"details": [
{
"code": "release_cadence",
"params": {
"gap": 9.3
}
}
],
"max_points": 27
},
{
"key": "openssf_scorecard_signed_releases",
"name": "OpenSSF Scorecard: Signed-Releases",
"detail": "no releases found",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 10
}
]
},
{
"key": "abandonment",
"band": "excellent",
"name": "Abandonment",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"cap": null,
"state": "maintained",
"guards": [],
"signals": [],
"red_flag": false,
"multiplier_pct": 100,
"declared_reason": null,
"unverified_reason": null,
"unanswered_open_prs": null,
"unanswered_open_issues": null,
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},
"components": [
{
"key": "project_is_still_maintained",
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"points": 100,
"status": "met",
"details": [
{
"code": "abandonment_maintained",
"params": {
"days": 3
}
}
],
"max_points": 100
}
]
}
],
"description": "Is the project alive — is code being written and are releases shipping?"
},
{
"key": "community",
"band": "at_risk",
"name": "Community & Adoption",
"value": 48,
"weight": 0.18,
"metrics": [
{
"key": "popularity",
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"name": "Popularity & adoption",
"note": null,
"notes": [],
"value": 47,
"inputs": {
"forks": 37,
"stars": 133,
"watchers": 0,
"growth_state": "unverified",
"growth_factor_pct": 100,
"growth_unverified_reason": "no_history"
},
"components": [
{
"key": "stars",
"name": "Stars",
"detail": "133 stars",
"points": 34.4,
"status": "partial",
"details": [
{
"code": "stars",
"params": {
"count": 133
}
}
],
"max_points": 60
},
{
"key": "forks",
"name": "Forks",
"detail": "37 forks",
"points": 13,
"status": "partial",
"details": [
{
"code": "forks",
"params": {
"count": 37
}
}
],
"max_points": 25
},
{
"key": "watchers",
"name": "Watchers",
"detail": "0 watchers",
"points": 0,
"status": "missed",
"details": [
{
"code": "watchers",
"params": {
"count": 0
}
}
],
"max_points": 15
}
]
},
{
"key": "community_health",
"band": "moderate",
"name": "Community health",
"note": null,
"notes": [],
"value": 50,
"inputs": {
"has_readme": true,
"has_license": true,
"has_contributing": false,
"has_issue_template": false,
"has_code_of_conduct": false,
"has_pull_request_template": false
},
"components": [
{
"key": "readme",
"name": "README",
"detail": null,
"points": 22.5,
"status": "met",
"details": [],
"max_points": 22.5
},
{
"key": "license",
"name": "License",
"detail": "recognized license (MIT)",
"points": 22.5,
"status": "met",
"details": [
{
"code": "license_standard",
"params": {}
},
{
"code": "license_spdx",
"params": {
"spdx": "MIT"
}
}
],
"max_points": 22.5
},
{
"key": "contributing_guide",
"name": "CONTRIBUTING guide",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 18
},
{
"key": "code_of_conduct",
"name": "Code of conduct",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 13.5
},
{
"key": "issue_template",
"name": "Issue template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.2
},
{
"key": "pr_template",
"name": "PR template",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 6.3
}
]
}
],
"description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
},
{
"key": "governance",
"band": "at_risk",
"name": "Sustainability & Governance",
"value": 47,
"weight": 0.24,
"metrics": [
{
"key": "maintainer_resilience",
"band": "critical",
"name": "Maintainer resilience (bus factor)",
"note": null,
"notes": [],
"value": 15,
"inputs": {
"bus_factor": 1,
"contributors_sampled": 4,
"top_contributor_share": 0.957
},
"components": [
{
"key": "bus_factor",
"name": "Bus factor",
"detail": "1 contributor(s) cover half of all commits",
"points": 9,
"status": "partial",
"details": [
{
"code": "bus_factor",
"params": {
"count": 1
}
}
],
"max_points": 54
},
{
"key": "commit_distribution",
"name": "Commit distribution",
"detail": "top contributor authored 96% of commits",
"points": 1,
"status": "partial",
"details": [
{
"code": "top_contributor_share",
"params": {
"share": 96
}
}
],
"max_points": 22.5
},
{
"key": "contributor_breadth",
"name": "Contributor breadth",
"detail": "4 contributors",
"points": 5.4,
"status": "partial",
"details": [
{
"code": "contributors_sampled",
"params": {
"count": 4
}
}
],
"max_points": 13.5
},
{
"key": "openssf_scorecard_contributors",
"name": "OpenSSF Scorecard: Contributors",
"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",
"params": {
"merged": 37,
"decided": 39
}
}
],
"max_points": 38.25
},
{
"key": "openssf_scorecard_code_review",
"name": "OpenSSF Scorecard: Code-Review",
"detail": "Found 1/13 approved changesets -- score normalized to 0",
"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": [
"verified_domain"
]
}
},
{
"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"
}
}
],
"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
}
},
{
"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
}
}
],
"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",
"detail": "13 out of 13 merged PRs checked by a CI test -- score normalized to 10",
"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
},
{
"key": "repository_description",
"name": "Repository description",
"detail": null,
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "topics",
"name": "Topics",
"detail": "5 topics",
"points": 10,
"status": "met",
"details": [
{
"code": "topics_count",
"params": {
"count": 5
}
}
],
"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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"signed_releases"
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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
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "13 out of 13 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "Found 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": [
"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": [
{
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