公开记录
软件健康报告模式 0.27.0 · 指标 2.3.1 · 2026-07-27 17:07 UTC

OpenByteInc / QuantDinger

AI quantitative trading platform for crypto, stocks, and forex with backtesting, live trading, market data, and multi-agent research.vibe-trading ,trading-agents,ai-trader,ai-trading

PythonApache-2.0★ 10,044 星标⑂ 2,106 复刻始于 2025年12月在 GitHub 上查看 ↗
类型MCP 服务器如何判定

OpenByteInc/QuantDinger 的健康指数为 100 分中的 87 分,处于「优秀」区间。 其得分最高的类别是Community & Adoption(94/100),最低的是AI Readiness(41/100)。 最近一次更新在 3 天前。 近期的大部分工作由 2 位贡献者完成。

87
总分 / 100
优秀

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,再依据公开记录的分布进行校准,使各等级具有百分位含义;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 34(存在风险)的上限。

87
卓越93-100公开记录中的最高层级(约前 5%);基本满足所有检验标准
优秀80-92各方面均表现强劲;仅有少量不足
良好65-79健康;不足之处有限且可控
中等50-64可接受,但存在明显不足;建议进行审查
薄弱35-49多个领域存在实质性薄弱环节
存在风险20-34存在重大薄弱环节;采用时应保持审慎
危急1-19问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
活力社区与采用可持续性与治理工程质量安全AI 就绪度

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。

加权总体分 73 经校准后在公布的指数量表上为 87(记录校准 2026-08-02)。

所有权

11 关注者4 个公开仓库始于 2026年7月

该仓库由组织支持——共同承担、可问责的托管责任,可延续于任何单一维护者之后。

软件包生态系统

注册表软件包版本月下载量版本数最近发布标签
PyPIquantdinger-mcp指向其他仓库——不计分0.4.0-49 天前mcpmodel-context-protocolquantdingerai-agenttradingbacktestquantcursorclaudecodexopenclawnanobot

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?

90优秀 · 占总体的 21%
评分方式
36/36推送新近度 — 最近一次推送于 3 天前
20.1/36提交节奏 — 52 周中有 29 周有提交
18/18提交量 — 最近一年 459 次提交
10/10OpenSSF 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_year459
human_commit_share1
days_since_last_push3
active_weeks_last_year29

发布纪律

100卓越
评分方式
27/27有发布版本 — 已发布 36 个发布版本
36/36发布时效 — 最近一次发布版本于 5 天前
27/27发布节奏 — 约每 2.6 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count36
latest_release_tagv5.0.8
releases_from_tags
days_since_latest_release5
mean_days_between_releases2.6
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?

94卓越 · 占总体的 17%
评分方式
60/60星标 — 10,044 个星标
25/25复刻 — 2,106 个复刻
9.9/15关注者 — 62 位关注者
所用输入
forks2,106
stars10,044
watchers62
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

92优秀
评分方式
22.5/22.5README
22.5/22.5许可证 — 可识别的许可证(Apache-2.0)
18/18CONTRIBUTING 指南
13.5/13.5行为准则
0/7.2议题模板
6.3/6.3PR 模板
所用输入
has_readme
has_license
readme_badges
has_contributing
has_issue_template
has_code_of_conduct
readme_badge_services
has_pull_request_template

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?

51中等 · 占总体的 23%
评分方式
25.2/54巴士系数 — 2 位贡献者贡献了半数提交
13.4/22.5提交分布 — 头号贡献者编写了 40% 的提交
13.5/13.5贡献者广度 — 18 位贡献者
6/10OpenSSF Scorecard:Contributors — project has 2 contributing companies or organizations -- score normalized to 6
所用输入
bus_factor2
contributors_sampled18
top_contributor_share0.403
评分方式
29.4/42议题解决 — 70% 的议题已关闭
13.7/30PR 接受 — 已裁定的 PR 中 31/68 已合并
0/13Newcomer PR acceptance — 30 天内没有首次贡献者的 PR 得到裁决
0/15OpenSSF Scorecard:Code-Review — Found 0/30 approved changesets -- score normalized to 0
所用输入
merged_prs31
open_issues29
closed_issues68
prs_merged_7d
prs_decided_7d
prs_merged_30d
prs_decided_30d
issue_closed_ratio0.701
closed_unmerged_prs37
first_time_authors_30d
first_time_prs_merged_30d
first_time_prs_decided_30d
已排除计分(无数据或不适用):newcomer_pr_acceptance。 其余权重已重新归一化。
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
7.8/25所有者影响力 — OpenByteInc 有 11 位关注者
5.1/25既往记录 — 4 个公开仓库,账户约 0 年
所用输入
followers11
owner_typeOrganization
is_verified
owner_loginOpenByteInc
public_repos4
account_age_days8

工程质量

基础的工程与文档实践是否到位?

72良好 · 占总体的 19%

工程实践

60中等
评分方式
24/24CI 工作流 — 4 个工作流
24/24存在测试
0/16Linter 配置
0/9.6Pre-commit 钩子
0/6.4.editorconfig
0/20OpenSSF Scorecard:CI-Tests — 无数据
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config
已排除计分(无数据或不适用):OpenSSF Scorecard:CI-Tests。 其余权重已重新归一化。

文档

90优秀
评分方式
30/30README
25/25文档目录
15/15文档 / 主页站点 — https://ai.quantdinger.com
10/10仓库描述
10/10主题标签 — 20 个主题标签
0/10Wiki
所用输入
topicsquantitative-finance, quant, trade, python, fintech, agent, forex, alpaca, binance, backtesting, stocks, finance, crypto, exchange, saas, coinbase, strategy, mcp-server, ai, trading-toolkit
has_wiki
homepagehttps://ai.quantdinger.com
has_readme
has_docs_dir
has_description

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?

67良好 · 占总体的 16%

安全态势

59中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
0/7.5Branch-Protection — branch protection not enabled on development/release branches
0/2.5CI-Tests — 无数据
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
0/7.5Code-Review — Found 0/30 approved changesets -- score normalized to 0
1.5/2.5Contributors — project has 2 contributing companies or organizations -- score normalized to 6
10/10Dangerous-Workflow — no dangerous workflow patterns detected
7.5/7.5Dependency-Update-Tool — update tool detected
0/5Fuzzing — project is not fuzzed
2.5/2.5许可证 — license file detected
7.5/7.5Maintained — 30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
5/5Packaging — packaging workflow detected
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
5/5SAST — SAST tool detected: CodeQL
2/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
7.5/7.5Vulnerabilities — 0 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate5.9
已排除计分(无数据或不适用):ci_tests, signed_releases。 其余权重已重新归一化。
评分方式
35/35直接依赖不含已知公告 — 没有直接依赖携带已知公告
25/25间接依赖不含已知公告 — 没有间接依赖携带已知公告
0/40没有长期未处理的公告 — 没有公告带有发布日期
所用输入
sourceosv
advisories0
affected_packages0
assessed_packages29
unassessed_packages0
affected_by_severitynone
direct_affected_packages0
已排除计分(无数据或不适用):没有长期未处理的公告。 其余权重已重新归一化。 比对的是 pypi:quantdinger-mcp@0.4.0 的运行时依赖闭包——安装已发布的软件包时真正被拉取进来的内容——共 29 个软件包。 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?权重刻意设小(4%):代理工具链是一项真实的维护信号,但完全不具备的仓库仍可达到 100/100。

41薄弱 · 占总体的 4%
评分方式
0/45代理指令 — 没有 CLAUDE.md / AGENTS.md / 编辑器规则
0/15机器可读文档(llms.txt)
9.1/40可读的提交历史 — 100 次人类提交中有 17 次说明了意图(结构化标题或解释性正文)
所用输入
has_llms_txt
legible_history_share0.17
agent_instruction_files
agent_instruction_max_bytes
评分方式
0/18一条命令的引导启动
22/22自动化测试
0/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile
0/10已体现的代理实践 — 最近 100 次提交中没有代理编写的提交
5/8自动化维护 — 已配置依赖自动化,但在抽样提交中未观察到
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfiles
has_dockerfile
typed_language
bootstrap_files
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share0
toolchain_manifests
dependency_bot_commit_share0
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
53.9/55可控的文件大小 — 采样的 577 个源文件中有 12 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes124,651
source_files_sampled577
oversized_source_files12
评分方式
40/40API 模式(OpenAPI/GraphQL/proto) — docs/api/openapi.yaml
20/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_filesdocs/api/openapi.yaml

关键数据

10,044GitHub 星标
18贡献者
459最近 12 个月提交数
3距最近推送天数
36发布版本数
2巴士系数(bus factor)
29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
  • pypi package 'quantdinger-mcp' points at a different repository (https://github.com/brokermr810/QuantDinger); excluded from ecosystem scoring

更多细节

Star 与 Fork 历史 0 ★ / 2,106 ⇿
0Star
2,106Fork
36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。

仅显示最近的历史——该仓库超出采集窗口,因此未采集最早的历史记录。

1,0001,2001,4001,6001,8002,0002,2002,106462026-052026-062026-07
主版本 0次版本 0修订 36
OpenSSF Scorecard 5.9 / 10
5.9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)。Scorecard v5.5.0 · 2026-07-27 17:07 UTC

10Binary-Artifactsno binaries found in the repo
0Branch-Protectionbranch protection not enabled on development/release branches
不适用CI-Testsno pull request found
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
0Code-ReviewFound 0/30 approved changesets -- score normalized to 0
6Contributorsproject has 2 contributing companies or organizations -- score normalized to 6
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10
10Packagingpackaging workflow detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
10SASTSAST tool detected: CodeQL
4Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
10Vulnerabilities0 existing vulnerabilities detected
直接依赖 2
注册表软件包版本约束清单文件
PyPImcp>=1.28.1,<1.29mcp_server/pyproject.toml
PyPIhttpx>=0.27.0,<0.29mcp_server/pyproject.toml
全部依赖 43

来自 GitHub 依赖图的完整解析依赖集合:2 个直接依赖与 41 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
PyPIhttpx直接
PyPImcp直接
PyPIakshare间接
PyPIalpaca-py间接
PyPIbandit间接
PyPIbcrypt间接
PyPIbuild间接
PyPIccxt间接
PyPIcelery间接
PyPIcertifi间接
PyPIcryptography间接
PyPIexchange-calendars间接
PyPIfinnhub-python间接
PyPIflask3.1.3间接
PyPIflask-cors6.0.0间接
PyPIflask-smorest间接
PyPIgunicorn间接
PyPIib-insync间接
PyPIlitellm间接
PyPImarshmallow间接
PyPIpandas间接
PyPIpip-audit间接
PyPIprometheus-client间接
PyPIpsycopg2-binary间接
PyPIpyjwt间接
PyPIpyotp间接
PyPIpypdf间接
PyPIpysocks间接
PyPIpytest间接
PyPIpytest-cov间接
PyPIpytest-timeout间接
PyPIpython-dotenv间接
PyPIpyyaml间接
PyPIqrcode间接
PyPIredis间接
PyPIreportlab间接
PyPIrequests间接
PyPIruff间接
PyPIsetuptools间接
PyPIta-lib0.6.8间接
PyPItwine间接
PyPIwerkzeug间接
PyPIyfinance间接
依赖安全公告 0

安装 pypi:quantdinger-mcp@0.4.0 会引入 29 个包(直接与传递):其中 0 个存在已知公告,0 个为直接依赖。

没有已知公告影响已评估的依赖。

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
{
  "data": {
    "repo": {
      "topics": [
        "quantitative-finance",
        "quant",
        "trade",
        "python",
        "fintech",
        "agent",
        "forex",
        "alpaca",
        "binance",
        "backtesting",
        "stocks",
        "finance",
        "crypto",
        "exchange",
        "saas",
        "coinbase",
        "strategy",
        "mcp-server",
        "ai",
        "trading-toolkit"
      ],
      "is_fork": false,
      "size_kb": 64079,
      "has_wiki": false,
      "homepage": "https://ai.quantdinger.com",
      "languages": {
        "Shell": 21885,
        "Python": 5609304,
        "Dockerfile": 4558,
        "PowerShell": 12281
      },
      "pushed_at": "2026-07-24T15:34:23Z",
      "created_at": "2025-12-28T18:39:26Z",
      "owner_type": "Organization",
      "updated_at": "2026-07-27T16:44:00Z",
      "description": "AI quantitative trading platform for crypto, stocks, and forex with backtesting, live trading, market data, and multi-agent research.vibe-trading ,trading-agents,ai-trader,ai-trading",
      "is_archived": false,
      "is_disabled": false,
      "license_spdx": "Apache-2.0",
      "default_branch": "main",
      "license_spdx_raw": "Apache-2.0",
      "primary_language": "Python",
      "significant_languages": [
        "Python"
      ]
    },
    "owner": {
      "blog": "https://www.quantdinger.com",
      "name": "Open Byte Inc",
      "type": "Organization",
      "login": "OpenByteInc",
      "company": null,
      "location": "United States of America",
      "followers": 11,
      "avatar_url": "https://avatars.githubusercontent.com/u/306676008?v=4",
      "created_at": "2026-07-19T04:42:43Z",
      "is_verified": null,
      "public_repos": 4,
      "account_age_days": 8
    },
    "license": {
      "state": "standard",
      "spdx_id": "Apache-2.0",
      "raw_spdx": "Apache-2.0",
      "file_present": true,
      "scorecard_found": true,
      "profile_has_license": true
    },
    "activity": {
      "releases": [
        {
          "tag": "v5.0.8",
          "kind": "patch",
          "published_at": "2026-07-22T03:53:45Z"
        },
        {
          "tag": "v5.0.7",
          "kind": "patch",
          "published_at": "2026-07-21T17:48:32Z"
        },
        {
          "tag": "v5.0.6",
          "kind": "patch",
          "published_at": "2026-07-21T10:27:31Z"
        },
        {
          "tag": "v5.0.5",
          "kind": "patch",
          "published_at": "2026-07-19T18:58:24Z"
        },
        {
          "tag": "v5.0.4",
          "kind": "patch",
          "published_at": "2026-07-19T13:13:37Z"
        },
        {
          "tag": "v5.0.3",
          "kind": "patch",
          "published_at": "2026-07-19T05:48:47Z"
        },
        {
          "tag": "v5.0.2",
          "kind": "patch",
          "published_at": "2026-07-19T05:07:24Z"
        },
        {
          "tag": "v5.0.1",
          "kind": "patch",
          "published_at": "2026-07-18T10:44:25Z"
        },
        {
          "tag": "v4.0.7",
          "kind": "patch",
          "published_at": "2026-07-01T13:25:37Z"
        },
        {
          "tag": "v4.0.6",
          "kind": "patch",
          "published_at": "2026-06-28T20:52:36Z"
        },
        {
          "tag": "v4.0.5",
          "kind": "patch",
          "published_at": "2026-06-28T20:31:19Z"
        },
        {
          "tag": "v4.0.4",
          "kind": "patch",
          "published_at": "2026-06-28T20:05:41Z"
        },
        {
          "tag": "v4.0.3",
          "kind": "patch",
          "published_at": "2026-06-28T10:33:42Z"
        },
        {
          "tag": "v4.0.2",
          "kind": "patch",
          "published_at": "2026-06-21T18:53:29Z"
        },
        {
          "tag": "v4.0.1",
          "kind": "patch",
          "published_at": "2026-06-18T19:02:14Z"
        },
        {
          "tag": "v3.0.32",
          "kind": "patch",
          "published_at": "2026-06-10T18:33:29Z"
        },
        {
          "tag": "v3.0.31",
          "kind": "patch",
          "published_at": "2026-06-06T13:15:54Z"
        },
        {
          "tag": "v3.0.30",
          "kind": "patch",
          "published_at": "2026-06-03T16:36:07Z"
        },
        {
          "tag": "v3.0.27",
          "kind": "patch",
          "published_at": "2026-06-01T20:08:10Z"
        },
        {
          "tag": "v3.0.26",
          "kind": "patch",
          "published_at": "2026-06-01T19:32:30Z"
        },
        {
          "tag": "v3.0.25",
          "kind": "patch",
          "published_at": "2026-06-01T18:31:16Z"
        },
        {
          "tag": "v3.0.23",
          "kind": "patch",
          "published_at": "2026-05-31T17:11:06Z"
        },
        {
          "tag": "v3.0.22",
          "kind": "patch",
          "published_at": "2026-05-31T16:22:44Z"
        },
        {
          "tag": "v3.0.21",
          "kind": "patch",
          "published_at": "2026-05-30T16:09:22Z"
        },
        {
          "tag": "v3.0.20",
          "kind": "patch",
          "published_at": "2026-05-30T11:14:27Z"
        },
        {
          "tag": "v3.0.19",
          "kind": "patch",
          "published_at": "2026-05-30T08:16:44Z"
        },
        {
          "tag": "v3.0.18",
          "kind": "patch",
          "published_at": "2026-05-29T14:04:24Z"
        },
        {
          "tag": "v3.0.17",
          "kind": "patch",
          "published_at": "2026-05-28T15:05:07Z"
        },
        {
          "tag": "v3.0.16",
          "kind": "patch",
          "published_at": "2026-05-26T17:49:57Z"
        },
        {
          "tag": "v3.0.15",
          "kind": "patch",
          "published_at": "2026-05-26T14:30:12Z"
        },
        {
          "tag": "v3.0.14",
          "kind": "patch",
          "published_at": "2026-05-25T11:27:28Z"
        },
        {
          "tag": "v3.0.12",
          "kind": "patch",
          "published_at": "2026-05-20T06:25:54Z"
        },
        {
          "tag": "v3.0.11",
          "kind": "patch",
          "published_at": "2026-05-17T10:19:51Z"
        },
        {
          "tag": "v3.0.9",
          "kind": "patch",
          "published_at": "2026-05-16T13:29:45Z"
        },
        {
          "tag": "v3.0.8",
          "kind": "patch",
          "published_at": "2026-05-16T07:53:10Z"
        },
        {
          "tag": "v3.0.7",
          "kind": "patch",
          "published_at": "2026-05-15T13:52:49Z"
        }
      ],
      "recent_commits": [
        {
          "oid": "23b1aad65c87ef9c5e5424830e99794075a0e632",
          "body": null,
          "is_bot": false,
          "headline": "fix backtest timestamp serialization",
          "author_name": "Henry",
          "author_login": null,
          "committed_at": "2026-07-22T09:56:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7250471edd17569d7d6a4bcbed2700306c319cba",
          "body": null,
          "is_bot": false,
          "headline": "improve strategy billing fees and runtime recovery",
          "author_name": "Henry",
          "author_login": null,
          "committed_at": "2026-07-22T03:46:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1d068bb97d760340bbc59ddb75dd7ff576a547ea",
          "body": null,
          "is_bot": false,
          "headline": "fix live fee accounting and strategy execution",
          "author_name": "Henry",
          "author_login": null,
          "committed_at": "2026-07-21T17:34:45Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bbd9477831081b50bc69a329eb47fe585eb1fc56",
          "body": null,
          "is_bot": false,
          "headline": "fix backend CI guardrails",
          "author_name": "Henry",
          "author_login": null,
          "committed_at": "2026-07-21T10:09:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10a12449f95cd682cecf62e8152a8d06d2d8b911",
          "body": null,
          "is_bot": false,
          "headline": "fix security, backtests, and live trading",
          "author_name": "Henry",
          "author_login": null,
          "committed_at": "2026-07-21T09:50:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "769f07b15609eb3d7fdc41bafd025210c3235509",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.6",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T18:41:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "71e8424a77da26c70b5d7872d6d755db6bc1725c",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.5",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T15:59:14Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "00489cfd5115f60dde9e07a99923cb42eb5350bf",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.4",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T13:39:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "dd7d4ac276222e654086059882ff17473c3316ec",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.4",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T12:58:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7420677c7af2734c280575598dad50baeae9c16a",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.4",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T12:34:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cbe8bbc5914dd538affc60b7f9b57504dca49e2f",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.4",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T12:03:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "cb2aa5c384219cae9e8ea8222d6fb39ece806203",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.4",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T10:22:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "36c70d223cf216eaea8a307bb4025b7cc8d386ee",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.3",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T06:02:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a72490ca72d90786a117a015d15ae169e340ac6",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.3",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T05:45:34Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a1be9c4588e3415956b1772a807272d81ff0ade",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T04:50:19Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "942b0f39f71a860593766b1a3ca2ca53cf756c13",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T04:33:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a9d591a2740c004ba442d1e4a589a35cfd59d78c",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T03:45:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2048ae299f0c29f9ecda0d7c985f2bf70ae6d1c6",
          "body": null,
          "is_bot": false,
          "headline": "refactor(live): isolate final fill classification",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T03:24:43Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "db883ca8eda38addd6b46365594f50f92250c09d",
          "body": null,
          "is_bot": false,
          "headline": "fix(live): honor terminal exchange fill status",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T03:16:10Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ba324e18622841e9cbb606d0a0a03e87dd185f2b",
          "body": null,
          "is_bot": false,
          "headline": "fix(backtest): ignore untradable fill remainders",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T02:38:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3b0040e3d55337a80370ce77391c725e79627769",
          "body": null,
          "is_bot": false,
          "headline": "fix(backtest): preserve warmup helper compatibility",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T02:09:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bf64a05b955df1626273838404a08ad578b08731",
          "body": null,
          "is_bot": false,
          "headline": "fix(backtest): enforce timeframe range limits",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T02:05:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74ee0caa4338c4cffed79c2c9fe65ed5cf195770",
          "body": null,
          "is_bot": false,
          "headline": "fix(ci): restore OpenAPI validation",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-19T01:41:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "753a1d7f65ec405c55a9ddcfaac22c4085ebdefa",
          "body": null,
          "is_bot": false,
          "headline": "chore(ci): upgrade GitHub Actions to latest majors",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-18T18:34:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "38a52ba74271753910ee2962b241460b6014fc9d",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-18T09:58:46Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "79b196bcf4dfb6e54d4fbbc466c8d8f479e41fbf",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-18T09:43:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "88e19267eb24342c2c4ca16436539e0fe168acb9",
          "body": null,
          "is_bot": false,
          "headline": "release: finalize v5.0.1 backend",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-18T06:59:18Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "27f4b5ad000221be087f12645d15a8e3b9a35073",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v5.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-13T09:30:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a87ee6192f0d0937180259f52c07c0a992d4931e",
          "body": null,
          "is_bot": false,
          "headline": "feat: harden backend contracts observability and delivery",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-13T07:42:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "90e60ffdeae2b7bd102532489e91e9e349a402e4",
          "body": null,
          "is_bot": false,
          "headline": "feat: split backend runtimes and add durable task workers",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-12T19:47:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e7e506418946622bed0179070d6c4653b1ef806d",
          "body": null,
          "is_bot": false,
          "headline": "feat: prepare v5.0.1 beta backend",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-12T18:44:50Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "fc33395cbbf162e0145372341740b9ae4bac3f6a",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.8",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-03T08:56:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "75dcdde032a3bef7e8ed5c512de4fb8969d79b1a",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-07-02T12:23:38Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "31dde0041bcc2d518d7573260e28aa5b72e3cfde",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-07-02T06:09:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a02418752efef231c5a366b6c60a941681dfef5c",
          "body": null,
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-01T13:25:05Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "29d82f7caee8eece35ffcb1b81696da38e5e071d",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-01T06:21:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b876c435c741f452f64ac26bfb6953073944e973",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-01T05:14:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "25eaf36540756f943228ad77710218c9049b4528",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-07-01T04:29:57Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "ee1ae2031b3d824c139fa936ac6f0a2753a17767",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-30T19:00:21Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9cdae35712e0c3a1f4a683e6a6d6a3ff7e591a33",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-30T06:46:23Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04e1e442cbfc2256d89ecc6f92132e24da90d3ca",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-30T06:31:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e34de3f8bd06e523193be8a431ff215f2fad0a68",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.7",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-30T06:10:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "740451c437880e16a67d7d7adae7c88c3e51e78a",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.6",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-29T16:20:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e8982c89bd97d953b94084a8cd90ccc12ed583b",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.6",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-29T15:58:51Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a8ea0c7219b4a7758185976f320791e11556fbb5",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.6",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T22:25:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e1561eeeef24d799b4fccb20c4da06f4466a60be",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.6",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T21:47:49Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3021bc151b32b11e316d3dcf66e48d808c567a9f",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.6",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T20:51:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "67331039aa1fe019640c089f70499d090c2d1a46",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.4",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T20:45:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a864cc66454bb4a6272f3547c97e9d5ecd68636a",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.4",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T20:20:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "888f79e2fbd9ac8dddf5b2a857aaf8e00d6add2c",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.4",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T20:05:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e27b7fbaca5505c67bf3a24cefe485a0023ae424",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.4",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T19:58:28Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "edd91afa4f09a47c574908ddbbd1e705bc662e37",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.3",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T10:30:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1742f2ab26bbf265e9c610ad37adc5ccdd38eb77",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.3",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T10:21:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d6988cf10887b1a2d93685e0afcae43dae6cdbbe",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v4.0.3",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-28T09:28:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b3b3c5c70078d3f967ef2e4bae1fcafa039bb988",
          "body": null,
          "is_bot": false,
          "headline": "v4.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-22T19:03:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b2907cee868ffa07b378d84c9df0bab276e5241c",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-22T07:02:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "68fa6c42e1ba5c838303a19005c54e17356b85cd",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-21T19:18:04Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7d29b3065755b7498772db34a34275d4faac226b",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-21T18:48:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8b8429b7b89750786ab4b4fcc4dde7c6a679da36",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.2",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-21T18:38:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "870be67ce7f0f72e6f311702745e223f5e516c77",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-19T09:22:24Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a9aa8787048276ce525eefadd64d4248da15f5a",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-18T19:26:32Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "234224a77658daa2e1df93e7b87de82390a44d86",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-18T18:49:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "11f7079716978fd39cffe1741a7f3323e312a84b",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-17T20:37:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2cc3efbf3832f36b7337051638d1f4eae0f9c99a",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-16T18:55:06Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "860b5848bd61f2663ac6cd20253225976f1b4bfb",
          "body": "Signed-off-by: TIANHE <TIANHE@GMAIL.COM>",
          "is_bot": false,
          "headline": "v4.0.1",
          "author_name": "TIANHE",
          "author_login": "tianhe",
          "committed_at": "2026-06-16T18:38:29Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d28126c60d9a65e9ae4fc8a3c767bc67aecfd507",
          "body": null,
          "is_bot": false,
          "headline": "chore: prepare v4.0.1 beta backend",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-16T12:17:41Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "209daa9cd14e6cf3b38d2db7f68b3db79773df29",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.32",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-10T18:25:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a595bd98abedbd8de66a4e190a4736ef56c62319",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.31",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-06T13:12:55Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e8c5aef4482c93a1679e087c116519df8ee8bf6",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.31",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-06T13:04:30Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "2a8ac7f890b919341eadc90adf10c17b7a7165b5",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.31",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-06T12:27:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "c435e1eeb68312c023d2c93cbe85295cc338ebf8",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.31",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-06T12:17:54Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "1e16386e094fa520e8eb2507d904a03373ed1185",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.30",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-03T16:25:02Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5722bd0d864c800df3cfb2eb47855e3b19de38b1",
          "body": null,
          "is_bot": false,
          "headline": "feat: harden strategy execution and add LiteLLM support",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-03T07:57:39Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "145c76777e74c51188f7252ae450a9c09c2d170c",
          "body": null,
          "is_bot": false,
          "headline": "feat: add LiteLLM to settings UI dropdown",
          "author_name": "RheagalFire",
          "author_login": "RheagalFire",
          "committed_at": "2026-06-02T17:48:00Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a3a70802eb7d1dd4d280f49cc51e216a16432753",
          "body": null,
          "is_bot": false,
          "headline": "feat: add LiteLLM as unified LLM provider",
          "author_name": "RheagalFire",
          "author_login": "RheagalFire",
          "committed_at": "2026-06-02T17:44:37Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "bac16f4cd5b4cabd91244e36645f285a8d9aba32",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.29",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-02T15:36:08Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "e5e9b96b381d66687a98a82e5381d523218b23c8",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.26",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T19:59:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "53bae0a9a471c5f5a1d00058454728b34cd65c62",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.25",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T19:21:47Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8a2912b9a48daf9132d49da5159556de07aa968c",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.25",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T19:09:01Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "6b57d98ebd71a640d8f2b2b07ce048c495dae781",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.25",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T18:27:09Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "04435d6088c40b3bb801abe28cbd70954817953f",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.25",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T17:48:03Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b23cfa16661dc2d40711deb8b7d37383170844a4",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.25",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T17:22:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "b1f264198e44763d95454259ce4309b654f0999f",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.25",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T17:06:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3a17185ef2a35619a8c49686e10f2fefc4618f0b",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.25",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T16:38:58Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "618ab92d2270a6d56f95b149330fdaf917f45685",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.24",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T15:25:48Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "5762fdce750609de7dedc5d94294f5b49b854215",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.24",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-06-01T10:17:15Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "22de887816a3256ccca7c876df7e1cbf9dd39f8a",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T17:04:33Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "85024c26dbd140a1ba690df0e553946eb8fe9921",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T16:16:42Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "45402ad9018866e3c5ee56295c972d22d8fe2af0",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T16:11:52Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "7aad07280f499c8460e98a14d1a845bc1618b476",
          "body": null,
          "is_bot": false,
          "headline": "Merge branch 'main' of https://github.com/brokermr810/QuantDinger",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T16:04:11Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "10ffaa90fd614529ae4456f5d7bfa70a49ed7fab",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T16:03:59Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "74fe04b0854d8f5838d41024f4a81a27008aa3d1",
          "body": null,
          "is_bot": false,
          "headline": "chore: update repo traffic metrics [skip ci]",
          "author_name": "brokermr810",
          "author_login": "brokermr810",
          "committed_at": "2026-05-31T15:59:53Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "8e60d7440e7d04460e2daf02371eaf4dada3dd94",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T15:57:56Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "d7916e75fde897c794936e85dedd45d3c85befc3",
          "body": null,
          "is_bot": false,
          "headline": "chore: update repo traffic metrics [skip ci]",
          "author_name": "brokermr810",
          "author_login": "brokermr810",
          "committed_at": "2026-05-31T15:48:27Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "928fcd9342626106dfb167ad1248146c056e78b1",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T15:48:17Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "57b2c36757fa6d62e1d487a429ccd59f533976e8",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T15:42:31Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "a1a51e9afc6c837c41770c198f55d4008c203409",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.22",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-31T15:39:35Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "9a35adec2b91b39676c86fc70a4c77ddc92d2a4b",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.21",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-30T16:08:25Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "495e458cbc3e65a6f490fb515998d362b95cc356",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.20",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-30T11:11:16Z",
          "body_truncated": false,
          "is_coding_agent": false
        },
        {
          "oid": "3e49143077e6874455af74f852be5a329a814507",
          "body": "Signed-off-by: Dinger <quantdinger@gmail.com>",
          "is_bot": false,
          "headline": "v3.0.19",
          "author_name": "Dinger",
          "author_login": "quantdinger-lab",
          "committed_at": "2026-05-30T08:15:12Z",
          "body_truncated": false,
          "is_coding_agent": false
        }
      ],
      "releases_count": 36,
      "commits_last_year": 459,
      "latest_release_at": "2026-07-22T03:53:45Z",
      "latest_release_tag": "v5.0.8",
      "releases_from_tags": false,
      "days_since_last_push": 3,
      "active_weeks_last_year": 29,
      "days_since_latest_release": 5,
      "mean_days_between_releases": 2.6
    },
    "community": {
      "has_readme": true,
      "has_license": true,
      "has_description": true,
      "has_contributing": true,
      "health_percentage": 87,
      "has_issue_template": false,
      "has_code_of_conduct": true,
      "has_pull_request_template": true
    },
    "ecosystem": {
      "packages": [
        {
          "name": "quantdinger-mcp",
          "exists": true,
          "license": "Apache-2.0",
          "keywords": [
            "mcp",
            "model-context-protocol",
            "quantdinger",
            "ai-agent",
            "trading",
            "backtest",
            "quant",
            "cursor",
            "claude",
            "codex",
            "openclaw",
            "nanobot",
            "Development Status :: 4 - Beta",
            "Intended Audience :: Developers",
            "Intended Audience :: Financial and Insurance Industry",
            "Operating System :: OS Independent",
            "Programming Language :: Python :: 3",
            "Programming Language :: Python :: 3.10",
            "Programming Language :: Python :: 3.11",
            "Programming Language :: Python :: 3.12",
            "Programming Language :: Python :: 3.13",
            "Topic :: Office/Business :: Financial :: Investment",
            "Topic :: Software Development :: Libraries :: Python Modules"
          ],
          "ecosystem": "pypi",
          "matches_repo": false,
          "registry_url": "https://pypi.org/project/quantdinger-mcp/",
          "is_deprecated": false,
          "latest_version": "0.4.0",
          "repository_url": "https://github.com/brokermr810/QuantDinger",
          "versions_count": 4,
          "total_downloads": null,
          "dependents_count": null,
          "deprecation_note": null,
          "maintainers_count": null,
          "monthly_downloads": null,
          "first_published_at": "2026-05-02T08:02:35.176434Z",
          "latest_published_at": "2026-07-18T16:50:26.093946Z",
          "latest_version_yanked": null,
          "days_since_latest_publish": 9
        }
      ]
    },
    "popularity": {
      "forks": 2106,
      "stars": 10044,
      "watchers": 62,
      "fork_history": {
        "days": [
          {
            "date": "2026-05-15",
            "count": 8
          },
          {
            "date": "2026-05-16",
            "count": 35
          },
          {
            "date": "2026-05-17",
            "count": 43
          },
          {
            "date": "2026-05-18",
            "count": 35
          },
          {
            "date": "2026-05-19",
            "count": 46
          },
          {
            "date": "2026-05-20",
            "count": 22
          },
          {
            "date": "2026-05-21",
            "count": 16
          },
          {
            "date": "2026-05-22",
            "count": 18
          },
          {
            "date": "2026-05-23",
            "count": 23
          },
          {
            "date": "2026-05-24",
            "count": 16
          },
          {
            "date": "2026-05-25",
            "count": 19
          },
          {
            "date": "2026-05-26",
            "count": 13
          },
          {
            "date": "2026-05-27",
            "count": 39
          },
          {
            "date": "2026-05-28",
            "count": 17
          },
          {
            "date": "2026-05-29",
            "count": 13
          },
          {
            "date": "2026-05-30",
            "count": 12
          },
          {
            "date": "2026-05-31",
            "count": 18
          },
          {
            "date": "2026-06-01",
            "count": 13
          },
          {
            "date": "2026-06-02",
            "count": 10
          },
          {
            "date": "2026-06-03",
            "count": 8
          },
          {
            "date": "2026-06-04",
            "count": 13
          },
          {
            "date": "2026-06-05",
            "count": 4
          },
          {
            "date": "2026-06-06",
            "count": 11
          },
          {
            "date": "2026-06-07",
            "count": 25
          },
          {
            "date": "2026-06-08",
            "count": 31
          },
          {
            "date": "2026-06-09",
            "count": 21
          },
          {
            "date": "2026-06-10",
            "count": 12
          },
          {
            "date": "2026-06-11",
            "count": 12
          },
          {
            "date": "2026-06-12",
            "count": 8
          },
          {
            "date": "2026-06-13",
            "count": 12
          },
          {
            "date": "2026-06-14",
            "count": 9
          },
          {
            "date": "2026-06-15",
            "count": 9
          },
          {
            "date": "2026-06-16",
            "count": 6
          },
          {
            "date": "2026-06-17",
            "count": 12
          },
          {
            "date": "2026-06-18",
            "count": 13
          },
          {
            "date": "2026-06-19",
            "count": 7
          },
          {
            "date": "2026-06-20",
            "count": 16
          },
          {
            "date": "2026-06-21",
            "count": 17
          },
          {
            "date": "2026-06-22",
            "count": 12
          },
          {
            "date": "2026-06-23",
            "count": 20
          },
          {
            "date": "2026-06-24",
            "count": 14
          },
          {
            "date": "2026-06-25",
            "count": 13
          },
          {
            "date": "2026-06-26",
            "count": 16
          },
          {
            "date": "2026-06-27",
            "count": 18
          },
          {
            "date": "2026-06-28",
            "count": 10
          },
          {
            "date": "2026-06-29",
            "count": 13
          },
          {
            "date": "2026-06-30",
            "count": 11
          },
          {
            "date": "2026-07-01",
            "count": 7
          },
          {
            "date": "2026-07-02",
            "count": 9
          },
          {
            "date": "2026-07-03",
            "count": 11
          },
          {
            "date": "2026-07-04",
            "count": 8
          },
          {
            "date": "2026-07-05",
            "count": 4
          },
          {
            "date": "2026-07-06",
            "count": 7
          },
          {
            "date": "2026-07-07",
            "count": 12
          },
          {
            "date": "2026-07-08",
            "count": 8
          },
          {
            "date": "2026-07-09",
            "count": 4
          },
          {
            "date": "2026-07-10",
            "count": 8
          },
          {
            "date": "2026-07-11",
            "count": 5
          },
          {
            "date": "2026-07-12",
            "count": 11
          },
          {
            "date": "2026-07-13",
            "count": 14
          },
          {
            "date": "2026-07-14",
            "count": 6
          },
          {
            "date": "2026-07-15",
            "count": 11
          },
          {
            "date": "2026-07-16",
            "count": 5
          },
          {
            "date": "2026-07-17",
            "count": 10
          },
          {
            "date": "2026-07-18",
            "count": 6
          },
          {
            "date": "2026-07-19",
            "count": 9
          },
          {
            "date": "2026-07-20",
            "count": 7
          },
          {
            "date": "2026-07-21",
            "count": 8
          },
          {
            "date": "2026-07-22",
            "count": 8
          },
          {
            "date": "2026-07-23",
            "count": 14
          },
          {
            "date": "2026-07-24",
            "count": 5
          },
          {
            "date": "2026-07-25",
            "count": 4
          },
          {
            "date": "2026-07-26",
            "count": 7
          },
          {
            "date": "2026-07-27",
            "count": 3
          }
        ],
        "complete": false,
        "collected": 1000,
        "total_forks": 2106
      },
      "star_history": null,
      "open_issues_and_prs": 39
    },
    "ai_readiness": {
      "has_nix": false,
      "example_dirs": [
        "examples"
      ],
      "has_llms_txt": false,
      "has_dockerfile": true,
      "has_mcp_signal": true,
      "bootstrap_files": [],
      "api_schema_files": [
        "docs/api/openapi.yaml"
      ],
      "has_devcontainer": false,
      "typecheck_configs": [],
      "toolchain_manifests": [],
      "largest_source_bytes": 124651,
      "source_files_sampled": 577,
      "oversized_source_files": 12,
      "agent_instruction_files": [],
      "agent_instruction_max_bytes": null
    },
    "dependencies": {
      "manifests": [
        "backend_api_python/pyproject.toml",
        "backend_api_python/requirements-dev.txt",
        "backend_api_python/requirements-windows.txt",
        "backend_api_python/requirements.txt",
        "mcp_server/pyproject.toml"
      ],
      "advisories": {
        "error": null,
        "scope": "published_package",
        "source": "osv",
        "findings": [],
        "collected": true,
        "malicious": [],
        "truncated": false,
        "by_severity": {},
        "advisory_count": 0,
        "affected_count": 0,
        "assessed_count": 29,
        "malicious_count": 0,
        "assessed_package": "pypi:quantdinger-mcp@0.4.0",
        "unassessed_count": 0,
        "direct_affected_count": 0
      },
      "ecosystems": [
        "pypi"
      ],
      "dependencies": [
        {
          "name": "mcp",
          "manifest": "mcp_server/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=1.28.1,<1.29"
        },
        {
          "name": "httpx",
          "manifest": "mcp_server/pyproject.toml",
          "ecosystem": "pypi",
          "version_constraint": ">=0.27.0,<0.29"
        }
      ],
      "all_dependencies": {
        "error": null,
        "source": "github-sbom",
        "packages": [
          {
            "name": "httpx",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "mcp",
            "direct": true,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "akshare",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "alpaca-py",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "bandit",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "bcrypt",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "build",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ccxt",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "celery",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "certifi",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "cryptography",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "exchange-calendars",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "finnhub-python",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "flask",
            "direct": false,
            "version": "3.1.3",
            "ecosystem": "pypi"
          },
          {
            "name": "flask-cors",
            "direct": false,
            "version": "6.0.0",
            "ecosystem": "pypi"
          },
          {
            "name": "flask-smorest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "gunicorn",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ib-insync",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "litellm",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "marshmallow",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pandas",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pip-audit",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "prometheus-client",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "psycopg2-binary",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyjwt",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyotp",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pypdf",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pysocks",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-cov",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pytest-timeout",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "python-dotenv",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "pyyaml",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "qrcode",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "redis",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "reportlab",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "requests",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ruff",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "setuptools",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "ta-lib",
            "direct": false,
            "version": "0.6.8",
            "ecosystem": "pypi"
          },
          {
            "name": "twine",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "werkzeug",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          },
          {
            "name": "yfinance",
            "direct": false,
            "version": null,
            "ecosystem": "pypi"
          }
        ],
        "collected": true,
        "truncated": false,
        "total_count": 43,
        "direct_count": 2,
        "indirect_count": 41
      }
    },
    "maintainership": {
      "issues": {
        "open_prs": 10,
        "merged_prs": 31,
        "open_issues": 29,
        "closed_ratio": 0.701,
        "closed_issues": 68,
        "closed_unmerged_prs": 37
      },
      "bus_factor": 2,
      "bot_contributors": 0,
      "top_contributors": [
        {
          "type": "User",
          "login": "tianhe",
          "commits": 172,
          "avatar_url": "https://avatars.githubusercontent.com/u/280810?v=4"
        },
        {
          "type": "User",
          "login": "quantdinger-lab",
          "commits": 144,
          "avatar_url": "https://avatars.githubusercontent.com/u/253647768?v=4"
        },
        {
          "type": "User",
          "login": "brokermr810",
          "commits": 36,
          "avatar_url": "https://avatars.githubusercontent.com/u/220133043?v=4"
        },
        {
          "type": "User",
          "login": "p369349074",
          "commits": 36,
          "avatar_url": "https://avatars.githubusercontent.com/u/65352820?v=4"
        },
        {
          "type": "User",
          "login": "hang666",
          "commits": 13,
          "avatar_url": "https://avatars.githubusercontent.com/u/44329474?v=4"
        },
        {
          "type": "User",
          "login": "XSX-Milan",
          "commits": 6,
          "avatar_url": "https://avatars.githubusercontent.com/u/13494834?v=4"
        },
        {
          "type": "User",
          "login": "claude",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/81847?v=4"
        },
        {
          "type": "User",
          "login": "smc1263",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/266897239?v=4"
        },
        {
          "type": "User",
          "login": "Yeadon8888",
          "commits": 3,
          "avatar_url": "https://avatars.githubusercontent.com/u/169969531?v=4"
        },
        {
          "type": "User",
          "login": "alexander-schneider",
          "commits": 2,
          "avatar_url": "https://avatars.githubusercontent.com/u/33292100?v=4"
        }
      ],
      "contributors_sampled": 18,
      "top_contributor_share": 0.403
    },
    "quality_signals": {
      "has_ci": true,
      "has_tests": true,
      "ci_workflows": [
        "basic-ci.yml",
        "docker-publish.yml",
        "openapi-ci.yml",
        "security-ci.yml"
      ],
      "has_docs_dir": true,
      "linter_configs": [],
      "has_editorconfig": false,
      "has_linter_config": false,
      "has_precommit_config": false
    },
    "security_signals": {
      "lockfiles": [],
      "scorecard": {
        "checks": [
          {
            "name": "Binary-Artifacts",
            "score": 10,
            "reason": "no binaries found in the repo",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#binary-artifacts"
          },
          {
            "name": "Branch-Protection",
            "score": 0,
            "reason": "branch protection not enabled on development/release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
          },
          {
            "name": "CI-Tests",
            "score": null,
            "reason": "no pull request found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#ci-tests"
          },
          {
            "name": "CII-Best-Practices",
            "score": 0,
            "reason": "no effort to earn an OpenSSF best practices badge detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#cii-best-practices"
          },
          {
            "name": "Code-Review",
            "score": 0,
            "reason": "Found 0/30 approved changesets -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 6,
            "reason": "project has 2 contributing companies or organizations -- score normalized to 6",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#contributors"
          },
          {
            "name": "Dangerous-Workflow",
            "score": 10,
            "reason": "no dangerous workflow patterns detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dangerous-workflow"
          },
          {
            "name": "Dependency-Update-Tool",
            "score": 10,
            "reason": "update tool detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#dependency-update-tool"
          },
          {
            "name": "Fuzzing",
            "score": 0,
            "reason": "project is not fuzzed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#fuzzing"
          },
          {
            "name": "License",
            "score": 10,
            "reason": "license file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#license"
          },
          {
            "name": "Maintained",
            "score": 10,
            "reason": "30 commit(s) and 3 issue activity found in the last 90 days -- score normalized to 10",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#maintained"
          },
          {
            "name": "Packaging",
            "score": 10,
            "reason": "packaging workflow detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
          },
          {
            "name": "Pinned-Dependencies",
            "score": 0,
            "reason": "dependency not pinned by hash detected -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#pinned-dependencies"
          },
          {
            "name": "SAST",
            "score": 10,
            "reason": "SAST tool detected: CodeQL",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
          },
          {
            "name": "Security-Policy",
            "score": 4,
            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
          },
          {
            "name": "Signed-Releases",
            "score": null,
            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
          },
          {
            "name": "Token-Permissions",
            "score": 0,
            "reason": "detected GitHub workflow tokens with excessive permissions",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
          },
          {
            "name": "Vulnerabilities",
            "score": 10,
            "reason": "0 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
          }
        ],
        "commit": "23b1aad65c87ef9c5e5424830e99794075a0e632",
        "ran_at": "2026-07-27T17:07:12Z",
        "aggregate_score": 5.9,
        "scorecard_version": "v5.5.0"
      },
      "has_codeql_workflow": false,
      "has_security_policy": true,
      "has_dependabot_config": true
    },
    "contribution_flow": {
      "collected": true,
      "ci_last_run_at": "2026-07-27T04:45:46Z",
      "oldest_open_prs": [
        {
          "number": 132,
          "created_at": "2026-06-01T16:07:33Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 135,
          "created_at": "2026-06-02T09:10:22Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 138,
          "created_at": "2026-06-04T07:31:07Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 142,
          "created_at": "2026-06-09T06:57:38Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 153,
          "created_at": "2026-06-27T18:58:21Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 155,
          "created_at": "2026-06-29T09:05:20Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 159,
          "created_at": "2026-07-02T10:08:14Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 163,
          "created_at": "2026-07-07T15:32:29Z",
          "last_comment_at": "2026-07-07T15:44:22Z",
          "last_comment_author": "litter998"
        },
        {
          "number": 164,
          "created_at": "2026-07-08T06:05:14Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 182,
          "created_at": "2026-07-24T15:34:24Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ],
      "last_merged_pr_at": "2026-06-03T07:59:28Z",
      "ci_last_conclusion": "SUCCESS",
      "oldest_open_issues": [
        {
          "number": 109,
          "created_at": "2026-05-17T15:19:20Z",
          "last_comment_at": "2026-05-18T05:17:45Z",
          "last_comment_author": "brokermr810"
        },
        {
          "number": 130,
          "created_at": "2026-06-01T07:59:45Z",
          "last_comment_at": "2026-06-11T09:30:11Z",
          "last_comment_author": "brokermr810"
        },
        {
          "number": 134,
          "created_at": "2026-06-02T07:02:08Z",
          "last_comment_at": "2026-07-13T02:02:19Z",
          "last_comment_author": "18819040375"
        },
        {
          "number": 137,
          "created_at": "2026-06-03T05:51:31Z",
          "last_comment_at": "2026-06-11T09:29:58Z",
          "last_comment_author": "brokermr810"
        },
        {
          "number": 140,
          "created_at": "2026-06-05T08:42:59Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 141,
          "created_at": "2026-06-07T02:40:13Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 144,
          "created_at": "2026-06-15T03:44:39Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 145,
          "created_at": "2026-06-15T13:49:11Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 147,
          "created_at": "2026-06-20T17:18:45Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 148,
          "created_at": "2026-06-21T03:12:53Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 150,
          "created_at": "2026-06-23T06:10:08Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 151,
          "created_at": "2026-06-23T14:26:19Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 156,
          "created_at": "2026-06-30T15:18:09Z",
          "last_comment_at": "2026-07-01T11:52:39Z",
          "last_comment_author": "h72by2sz8y-prog"
        },
        {
          "number": 157,
          "created_at": "2026-07-01T05:15:55Z",
          "last_comment_at": "2026-07-01T14:39:02Z",
          "last_comment_author": "FamliarMan"
        },
        {
          "number": 158,
          "created_at": "2026-07-01T15:50:53Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 160,
          "created_at": "2026-07-02T14:37:41Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 161,
          "created_at": "2026-07-03T08:26:17Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 162,
          "created_at": "2026-07-06T23:02:26Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 165,
          "created_at": "2026-07-08T06:23:02Z",
          "last_comment_at": null,
          "last_comment_author": null
        },
        {
          "number": 166,
          "created_at": "2026-07-09T01:08:39Z",
          "last_comment_at": null,
          "last_comment_author": null
        }
      ]
    }
  },
  "config": {
    "disabled_metrics": [],
    "disabled_categories": [],
    "disabled_components": {}
  },
  "source": {
    "url": "https://github.com/OpenByteInc/QuantDinger",
    "host": "github.com",
    "name": "QuantDinger",
    "owner": "OpenByteInc"
  },
  "metrics": {
    "overall": {
      "key": "overall",
      "band": "excellent",
      "name": "Overall health",
      "note": "The weighted overall 73 is calibrated to 87 on the published index scale (record calibration 2026-08-02).",
      "notes": [
        {
          "code": "overall_calibration",
          "params": {
            "raw": 73,
            "calibrated": 87,
            "calibration": "2026-08-02"
          }
        }
      ],
      "value": 87,
      "inputs": {
        "security": 67,
        "vitality": 90,
        "community": 94,
        "governance": 51,
        "calibration": "2026-08-02",
        "engineering": 72,
        "ai_readiness": 41,
        "weighted_overall_raw": 73
      },
      "components": []
    },
    "categories": [
      {
        "key": "vitality",
        "band": "excellent",
        "name": "Vitality",
        "value": 90,
        "weight": 0.21,
        "metrics": [
          {
            "key": "development_activity",
            "band": "excellent",
            "name": "Development activity",
            "note": null,
            "notes": [],
            "value": 84,
            "inputs": {
              "commits_last_year": 459,
              "human_commit_share": 1,
              "days_since_last_push": 3,
              "active_weeks_last_year": 29
            },
            "components": [
              {
                "key": "push_recency",
                "name": "Push recency",
                "detail": "last push 3 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "push_recency",
                    "params": {
                      "days": 3
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_cadence",
                "name": "Commit cadence",
                "detail": "29/52 weeks with commits",
                "points": 20.1,
                "status": "partial",
                "details": [
                  {
                    "code": "commit_cadence_weeks",
                    "params": {
                      "weeks": 29
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "commit_volume",
                "name": "Commit volume",
                "detail": "459 commits in the last year",
                "points": 18,
                "status": "met",
                "details": [
                  {
                    "code": "commits_last_year",
                    "params": {
                      "count": 459
                    }
                  }
                ],
                "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": "exceptional",
            "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"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "releases_count": 36,
              "latest_release_tag": "v5.0.8",
              "releases_from_tags": false,
              "days_since_latest_release": 5,
              "mean_days_between_releases": 2.6
            },
            "components": [
              {
                "key": "ships_releases",
                "name": "Ships releases",
                "detail": "36 releases published",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "releases_published",
                    "params": {
                      "count": 36
                    }
                  }
                ],
                "max_points": 27
              },
              {
                "key": "release_recency",
                "name": "Release recency",
                "detail": "latest release 5 days ago",
                "points": 36,
                "status": "met",
                "details": [
                  {
                    "code": "release_recency",
                    "params": {
                      "days": 5
                    }
                  }
                ],
                "max_points": 36
              },
              {
                "key": "release_cadence",
                "name": "Release cadence",
                "detail": "a release every ~2.6 days",
                "points": 27,
                "status": "met",
                "details": [
                  {
                    "code": "release_cadence",
                    "params": {
                      "gap": 2.6
                    }
                  }
                ],
                "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": "exceptional",
            "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,
              "days_since_last_merged_pr": null,
              "days_since_last_human_commit": 11,
              "days_since_last_human_commit_is_floor": false
            },
            "components": [
              {
                "key": "project_is_still_maintained",
                "name": "Project is still maintained",
                "detail": "last human commit 11 days ago",
                "points": 100,
                "status": "met",
                "details": [
                  {
                    "code": "abandonment_maintained",
                    "params": {
                      "days": 11
                    }
                  }
                ],
                "max_points": 100
              }
            ]
          }
        ],
        "description": "Is the project alive — is code being written and are releases shipping?"
      },
      {
        "key": "community",
        "band": "exceptional",
        "name": "Community & Adoption",
        "value": 94,
        "weight": 0.17,
        "metrics": [
          {
            "key": "popularity",
            "band": "exceptional",
            "name": "Popularity & adoption",
            "note": null,
            "notes": [],
            "value": 95,
            "inputs": {
              "forks": 2106,
              "stars": 10044,
              "watchers": 62,
              "growth_state": "unverified",
              "growth_factor_pct": 100,
              "growth_unverified_reason": "no_history"
            },
            "components": [
              {
                "key": "stars",
                "name": "Stars",
                "detail": "10,044 stars",
                "points": 60,
                "status": "met",
                "details": [
                  {
                    "code": "stars",
                    "params": {
                      "count": 10044
                    }
                  }
                ],
                "max_points": 60
              },
              {
                "key": "forks",
                "name": "Forks",
                "detail": "2,106 forks",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "forks",
                    "params": {
                      "count": 2106
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "watchers",
                "name": "Watchers",
                "detail": "62 watchers",
                "points": 9.9,
                "status": "partial",
                "details": [
                  {
                    "code": "watchers",
                    "params": {
                      "count": 62
                    }
                  }
                ],
                "max_points": 15
              }
            ]
          },
          {
            "key": "community_health",
            "band": "excellent",
            "name": "Community health",
            "note": null,
            "notes": [],
            "value": 92,
            "inputs": {
              "has_readme": true,
              "has_license": true,
              "readme_badges": null,
              "has_contributing": true,
              "has_issue_template": false,
              "has_code_of_conduct": true,
              "readme_badge_services": [],
              "has_pull_request_template": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 22.5,
                "status": "met",
                "details": [],
                "max_points": 22.5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "recognized license (Apache-2.0)",
                "points": 22.5,
                "status": "met",
                "details": [
                  {
                    "code": "license_standard",
                    "params": {}
                  },
                  {
                    "code": "license_spdx",
                    "params": {
                      "spdx": "Apache-2.0"
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributing_guide",
                "name": "CONTRIBUTING guide",
                "detail": null,
                "points": 18,
                "status": "met",
                "details": [],
                "max_points": 18
              },
              {
                "key": "code_of_conduct",
                "name": "Code of conduct",
                "detail": null,
                "points": 13.5,
                "status": "met",
                "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": 6.3,
                "status": "met",
                "details": [],
                "max_points": 6.3
              }
            ]
          }
        ],
        "description": "Does the project have users, downloads, attention, and a welcoming setup for contributors?"
      },
      {
        "key": "governance",
        "band": "moderate",
        "name": "Sustainability & Governance",
        "value": 51,
        "weight": 0.23,
        "metrics": [
          {
            "key": "maintainer_resilience",
            "band": "moderate",
            "name": "Maintainer resilience (bus factor)",
            "note": null,
            "notes": [],
            "value": 58,
            "inputs": {
              "bus_factor": 2,
              "contributors_sampled": 18,
              "top_contributor_share": 0.403
            },
            "components": [
              {
                "key": "bus_factor",
                "name": "Bus factor",
                "detail": "2 contributor(s) cover half of all commits",
                "points": 25.2,
                "status": "partial",
                "details": [
                  {
                    "code": "bus_factor",
                    "params": {
                      "count": 2
                    }
                  }
                ],
                "max_points": 54
              },
              {
                "key": "commit_distribution",
                "name": "Commit distribution",
                "detail": "top contributor authored 40% of commits",
                "points": 13.4,
                "status": "partial",
                "details": [
                  {
                    "code": "top_contributor_share",
                    "params": {
                      "share": 40
                    }
                  }
                ],
                "max_points": 22.5
              },
              {
                "key": "contributor_breadth",
                "name": "Contributor breadth",
                "detail": "18 contributors",
                "points": 13.5,
                "status": "met",
                "details": [
                  {
                    "code": "contributors_sampled",
                    "params": {
                      "count": 18
                    }
                  }
                ],
                "max_points": 13.5
              },
              {
                "key": "openssf_scorecard_contributors",
                "name": "OpenSSF Scorecard: Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 6,
                "status": "partial",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "responsiveness",
            "band": "moderate",
            "name": "Issue & PR responsiveness",
            "note": "Excluded from scoring (no data or not applicable): Newcomer PR acceptance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "newcomer_pr_acceptance"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 50,
            "inputs": {
              "merged_prs": 31,
              "open_issues": 29,
              "closed_issues": 68,
              "prs_merged_7d": null,
              "prs_decided_7d": null,
              "prs_merged_30d": null,
              "prs_decided_30d": null,
              "issue_closed_ratio": 0.701,
              "closed_unmerged_prs": 37,
              "first_time_authors_30d": null,
              "first_time_prs_merged_30d": null,
              "first_time_prs_decided_30d": null
            },
            "components": [
              {
                "key": "issue_resolution",
                "name": "Issue resolution",
                "detail": "70% of issues closed",
                "points": 29.4,
                "status": "partial",
                "details": [
                  {
                    "code": "issues_closed_share",
                    "params": {
                      "share": 70
                    }
                  }
                ],
                "max_points": 42
              },
              {
                "key": "pr_acceptance",
                "name": "PR acceptance",
                "detail": "31/68 decided PRs merged",
                "points": 13.7,
                "status": "partial",
                "details": [
                  {
                    "code": "decided_prs_merged",
                    "params": {
                      "merged": 31,
                      "decided": 68
                    }
                  }
                ],
                "max_points": 30
              },
              {
                "key": "newcomer_pr_acceptance",
                "name": "Newcomer PR acceptance",
                "detail": "no first-time contributor's PR decided in 30d",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_newcomer_prs",
                    "params": {
                      "days": 30
                    }
                  }
                ],
                "max_points": 13
              },
              {
                "key": "openssf_scorecard_code_review",
                "name": "OpenSSF Scorecard: Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              }
            ]
          },
          {
            "key": "stewardship",
            "band": "weak",
            "name": "Ownership & stewardship",
            "note": null,
            "notes": [],
            "value": 43,
            "inputs": {
              "followers": 11,
              "owner_type": "Organization",
              "is_verified": null,
              "owner_login": "OpenByteInc",
              "public_repos": 4,
              "account_age_days": 8
            },
            "components": [
              {
                "key": "ownership_backing",
                "name": "Ownership backing",
                "detail": "organization-owned",
                "points": 30,
                "status": "met",
                "details": [
                  {
                    "code": "owner_organization",
                    "params": {}
                  }
                ],
                "max_points": 30
              },
              {
                "key": "verified_domain",
                "name": "Verified domain",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 20
              },
              {
                "key": "owner_reach",
                "name": "Owner reach",
                "detail": "11 followers of OpenByteInc",
                "points": 7.8,
                "status": "partial",
                "details": [
                  {
                    "code": "owner_followers",
                    "params": {
                      "count": 11,
                      "login": "OpenByteInc"
                    }
                  }
                ],
                "max_points": 25
              },
              {
                "key": "track_record",
                "name": "Track record",
                "detail": "4 public repos, account ~0 yr old",
                "points": 5.1,
                "status": "partial",
                "details": [
                  {
                    "code": "public_repos",
                    "params": {
                      "count": 4
                    }
                  },
                  {
                    "code": "account_age_years",
                    "params": {
                      "years": 0
                    }
                  }
                ],
                "max_points": 25
              }
            ]
          }
        ],
        "description": "Will the project survive its people — bus factor, responsiveness, who backs it, and package upkeep?"
      },
      {
        "key": "engineering",
        "band": "good",
        "name": "Engineering Quality",
        "value": 72,
        "weight": 0.19,
        "metrics": [
          {
            "key": "engineering_practices",
            "band": "moderate",
            "name": "Engineering practices",
            "note": "Excluded from scoring (no data or not applicable): OpenSSF Scorecard: CI-Tests. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "openssf_scorecard_ci_tests"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 60,
            "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": "4 workflow(s)",
                "points": 24,
                "status": "met",
                "details": [
                  {
                    "code": "ci_workflows",
                    "params": {
                      "count": 4
                    }
                  }
                ],
                "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": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "quantitative-finance",
                "quant",
                "trade",
                "python",
                "fintech",
                "agent",
                "forex",
                "alpaca",
                "binance",
                "backtesting",
                "stocks",
                "finance",
                "crypto",
                "exchange",
                "saas",
                "coinbase",
                "strategy",
                "mcp-server",
                "ai",
                "trading-toolkit"
              ],
              "has_wiki": false,
              "homepage": "https://ai.quantdinger.com",
              "has_readme": true,
              "has_docs_dir": true,
              "has_description": true
            },
            "components": [
              {
                "key": "readme",
                "name": "README",
                "detail": null,
                "points": 30,
                "status": "met",
                "details": [],
                "max_points": 30
              },
              {
                "key": "documentation_directory",
                "name": "Documentation directory",
                "detail": null,
                "points": 25,
                "status": "met",
                "details": [],
                "max_points": 25
              },
              {
                "key": "documentation_homepage_site",
                "name": "Documentation / homepage site",
                "detail": "https://ai.quantdinger.com",
                "points": 15,
                "status": "met",
                "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": "20 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 20
                    }
                  }
                ],
                "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": "good",
        "name": "Security",
        "value": 67,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): CI-Tests, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "ci_tests",
                    "signed_releases"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 59,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 5.9
            },
            "components": [
              {
                "key": "binary_artifacts",
                "name": "Binary-Artifacts",
                "detail": "no binaries found in the repo",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "branch_protection",
                "name": "Branch-Protection",
                "detail": "branch protection not enabled on development/release branches",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "no pull request found",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "Found 0/30 approved changesets -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 2 contributing companies or organizations -- score normalized to 6",
                "points": 1.5,
                "status": "partial",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 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 detected: CodeQL",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 2,
                "status": "partial",
                "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": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "vulnerabilities",
                "name": "Vulnerabilities",
                "detail": "0 existing vulnerabilities detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "dependency_advisories",
            "band": "exceptional",
            "name": "Dependency advisories",
            "note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:quantdinger-mcp@0.4.0 runtime dependency closure — what installing the published package pulls in — 29 packages. Reachability is not analyzed.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "no_advisories_left_outstanding"
                  ]
                }
              },
              {
                "code": "weights_renormalized",
                "params": {}
              },
              {
                "code": "advisories_scope_published",
                "params": {
                  "package": "pypi:quantdinger-mcp@0.4.0",
                  "assessed": 29
                }
              },
              {
                "code": "advisories_reachability",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "source": "osv",
              "advisories": 0,
              "affected_packages": 0,
              "assessed_packages": 29,
              "unassessed_packages": 0,
              "affected_by_severity": "none",
              "direct_affected_packages": 0
            },
            "components": [
              {
                "key": "direct_dependencies_free_of_known_advisories",
                "name": "Direct dependencies free of known advisories",
                "detail": "no direct dependency carries a known advisory",
                "points": 35,
                "status": "met",
                "details": [
                  {
                    "code": "no_direct_advisories",
                    "params": {}
                  }
                ],
                "max_points": 35
              },
              {
                "key": "indirect_dependencies_free_of_known_advisories",
                "name": "Indirect dependencies free of known advisories",
                "detail": "no indirect dependency carries a known advisory",
                "points": 25,
                "status": "met",
                "details": [
                  {
                    "code": "no_indirect_advisories",
                    "params": {}
                  }
                ],
                "max_points": 25
              },
              {
                "key": "no_advisories_left_outstanding",
                "name": "No advisories left outstanding",
                "detail": "no advisory carries a publication date",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "advisories_no_publication_date",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "malicious_dependencies",
            "band": "exceptional",
            "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": 29,
              "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": "exceptional",
            "name": "High-Risk Jurisdiction Exposure",
            "note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
            "notes": [
              {
                "code": "jurisdiction_evidence_limits",
                "params": {}
              }
            ],
            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
              ],
              "commit_weight_rule": {
                "min_commits": 50,
                "min_commit_share": 0.1
              },
              "review_only_matches": 0,
              "below_threshold_exposures": [],
              "assessed_self_published_locations": 3
            },
            "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": "weak",
        "name": "AI Readiness",
        "value": 41,
        "weight": 0.04,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "critical",
            "name": "Agent context & guidance",
            "note": null,
            "notes": [],
            "value": 9,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": 0.17,
              "agent_instruction_files": [],
              "agent_instruction_max_bytes": null
            },
            "components": [
              {
                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "no CLAUDE.md / AGENTS.md / editor rules",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_instructions",
                    "params": {}
                  }
                ],
                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "17 of 100 human commits state their intent (structured subject or explanatory body)",
                "points": 9.1,
                "status": "partial",
                "details": [
                  {
                    "code": "legible_history",
                    "params": {
                      "legible": 17,
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "weak",
            "name": "Verify loop (build / test / typecheck)",
            "note": null,
            "notes": [],
            "value": 37,
            "inputs": {
              "has_nix": false,
              "has_tests": true,
              "lockfiles": [],
              "has_dockerfile": true,
              "typed_language": false,
              "bootstrap_files": [],
              "has_devcontainer": false,
              "has_linter_config": false,
              "typecheck_configs": [],
              "agent_commit_share": 0,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": 0
            },
            "components": [
              {
                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
              },
              {
                "key": "lint_format_config",
                "name": "Lint / format config",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "static_type_checking",
                "name": "Static type checking",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
              },
              {
                "key": "reproducible_environment",
                "name": "Reproducible environment",
                "detail": "Dockerfile",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "Dockerfile"
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no agent-authored commits among the last 100",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_agent_authored_commits",
                    "params": {
                      "sampled": 100
                    }
                  }
                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "dependency automation configured, none observed in the sampled commits",
                "points": 5,
                "status": "partial",
                "details": [
                  {
                    "code": "dependency_bot_config_only",
                    "params": {}
                  }
                ],
                "max_points": 8
              },
              {
                "key": "openssf_scorecard_pinned_dependencies",
                "name": "OpenSSF Scorecard: Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          },
          {
            "key": "ai_code_legibility",
            "band": "moderate",
            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 54,
            "inputs": {
              "primary_language": "Python",
              "largest_source_bytes": 124651,
              "source_files_sampled": 577,
              "oversized_source_files": 12
            },
            "components": [
              {
                "key": "type_checkable_code",
                "name": "Type-checkable code",
                "detail": "Python without a type-check config",
                "points": 0,
                "status": "missed",
                "details": [
                  {
                    "code": "no_typecheck_config_language",
                    "params": {
                      "language": "Python"
                    }
                  }
                ],
                "max_points": 45
              },
              {
                "key": "manageable_file_sizes",
                "name": "Manageable file sizes",
                "detail": "12/577 source files over 60KB",
                "points": 53.9,
                "status": "partial",
                "details": [
                  {
                    "code": "oversized_source_files",
                    "params": {
                      "kb": 60,
                      "sampled": 577,
                      "oversized": 12
                    }
                  }
                ],
                "max_points": 55
              }
            ]
          },
          {
            "key": "ai_interfaces",
            "band": "exceptional",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 100,
            "inputs": {
              "example_dirs": [
                "examples"
              ],
              "has_mcp_signal": true,
              "api_schema_files": [
                "docs/api/openapi.yaml"
              ]
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": "docs/api/openapi.yaml",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "docs/api/openapi.yaml"
                    }
                  }
                ],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
                "name": "Runnable examples",
                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
                    }
                  }
                ],
                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? Carries a deliberately small weight: agent tooling is a real maintenance signal, but its absence must never gate the top of the scale (calibration saturates at raw 91, so 100/100 remains reachable with AI Readiness at zero)."
      }
    ],
    "classification": {
      "labels": [
        "mcp-server"
      ],
      "scores": {
        "mcp-server": 9,
        "network-service": 3
      },
      "primary": "mcp-server",
      "evidence": [
        {
          "tier": "dependencies",
          "label": "mcp-server",
          "source": "dep:mcp",
          "weight": 4
        },
        {
          "tier": "structure",
          "label": "mcp-server",
          "source": "mcp_signal",
          "weight": 3
        },
        {
          "tier": "structure",
          "label": "network-service",
          "source": "api_schema",
          "weight": 3
        },
        {
          "tier": "tags",
          "label": "mcp-server",
          "source": "tag:mcp-server",
          "weight": 2
        }
      ],
      "artifacts": [],
      "confidence": "medium",
      "host_extension": false,
      "runs_as_process": true,
      "consumed_by_code": false
    },
    "metrics_version": "2.3.1"
  },
  "warnings": [
    "Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token",
    "pypi package 'quantdinger-mcp' points at a different repository (https://github.com/brokermr810/QuantDinger); excluded from ecosystem scoring"
  ],
  "report_type": "repository",
  "generated_at": "2026-07-27T17:07:53.438840Z",
  "schema_version": "0.27.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/o/OpenByteInc/QuantDinger.svg",
  "full_name": "OpenByteInc/QuantDinger",
  "license_state": "standard",
  "license_spdx": "Apache-2.0"
}

评分是信号,而非担保。 评分反映的是 GitHub 上公开可见的实践——不是代码审计,也不是安全保证。

缺失数据将被剔除并重新归一化权重,绝不按零分计。方法论已版本化并公开:指标 v2.3.1、模式 v0.27.0—— 完整方法论 · 指标知识库.

单项结果在整体记录中的位置: 汇总统计PyPI.