公开记录
软件健康报告模式 0.12.0 · 指标 1.13.0 · 2026-07-18 00:08 UTC

dynamiq-ai / dynamiq

Dynamiq is an orchestration framework for agentic AI and LLM applications

PythonApache-2.0★ 1,061 星标⑂ 131 复刻始于 2024年9月在 GitHub 上查看 ↗

dynamiq-ai/dynamiq 的健康指数为 100 分中的 82 分,处于「良好」区间。 其得分最高的类别是Vitality(99/100),最低的是Security(61/100)。 最近一次更新在今天。 近期的大部分工作由 3 位贡献者完成。

82
总分 / 100
良好

软件健康指数

指标归入加权类别,统一采用 1–100 量表。总体分先取类别加权平均;当公开证据触发高风险司法辖区政策时,评级会按政策调整,并设置 49(有风险)的上限。AI 就绪度不计入总体分。

82
优秀85-100堪称典范;基本满足所有检验标准
良好70-84健康;仅有轻微不足
中等50-69可接受,但存在明显不足;建议进行审查
存在风险30-49存在重大薄弱环节;采用时应保持审慎
危急1-29问题严重(项目被弃置、仅有单一维护者、缺乏基本工程规范)
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。

所有权

Dynamiq组织
65 关注者6 个公开仓库始于 2023年11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
PyPIdynamiq0.58.1-803 天前agentsaigenerative-aigptllmllmopsrag

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?

99优秀 · 占总体的 22%
评分方式
36/36推送新近度 — 最近一次推送于 0 天前
35.3/36提交节奏 — 52 周中有 51 周有提交
18/18提交量 — 最近一年 379 次提交
10/10OpenSSF Scorecard:Maintained — 30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
所用输入
commits_last_year379
human_commit_share
days_since_last_push0
active_weeks_last_year51

发布纪律

100优秀
评分方式
27/27有发布版本 — 已发布 80 个发布版本
36/36发布时效 — 最近一次发布版本于 3 天前
27/27发布节奏 — 约每 6.7 天发布一次
0/10OpenSSF Scorecard:Signed-Releases — 无数据
所用输入
releases_count80
latest_release_tagv0.58.1
releases_from_tags
days_since_latest_release3
mean_days_between_releases6.7
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?

78良好 · 占总体的 18%
评分方式
49.1/60星标 — 1,061 个星标
17.6/25复刻 — 131 个复刻
4.7/15关注者 — 8 位关注者
所用输入
forks131
stars1,061
watchers8
growth_stateunverified
growth_factor_pct100
growth_unverified_reasonno_history

社区健康

85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
0/6.3PR 模板
所用输入
has_readme
has_license
has_contributing
has_issue_template
has_code_of_conduct
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?

77良好 · 占总体的 24%
评分方式
36/54巴士系数 — 3 位贡献者贡献了半数提交
17.8/22.5提交分布 — 头号贡献者编写了 21% 的提交
13.5/13.5贡献者广度 — 19 位贡献者
10/10OpenSSF Scorecard:Contributors — project has 4 contributing companies or organizations
所用输入
bus_factor3
contributors_sampled19
top_contributor_share0.209
评分方式
36.4/46.8议题解决 — 78% 的议题已关闭
31.5/38.3PR 接受 — 已裁定的 PR 中 678/822 已合并
15/15OpenSSF Scorecard:Code-Review — all changesets reviewed
所用输入
merged_prs678
open_issues2
closed_issues7
issue_closed_ratio0.778
closed_unmerged_prs144
评分方式
30/30所有权背书 — 组织持有
0/20已验证域名
13.1/25所有者影响力 — dynamiq-ai 有 65 位关注者
11.4/25既往记录 — 6 个公开仓库,账户约 2 年
所用输入
followers65
owner_typeOrganization
is_verified
owner_logindynamiq-ai
public_repos6
account_age_days967
评分方式
25/25已发布且可解析 — pypi 上有 1 个软件包
35/35发布时效 — 最近一次发布于 3 天前
20/20版本历史 — 80 个已发布版本
20/20未被弃用 — 活跃,未被弃用或撤回
所用输入
packagesdynamiq
ecosystemspypi
any_deprecated
min_days_since_publish3

工程质量

基础的工程与文档实践是否到位?

92优秀 · 占总体的 20%

工程实践

94优秀
评分方式
24/24CI 工作流 — 5 个工作流
24/24存在测试
16/16Linter 配置
9.6/9.6Pre-commit 钩子
0/6.4.editorconfig
20/20OpenSSF Scorecard:CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
所用输入
has_ci
has_tests
has_editorconfig
has_linter_config
has_precommit_config

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://getdynamiq.ai
10/10仓库描述
10/10主题标签 — 7 个主题标签
0/10Wiki
所用输入
topicsagents, ai, generative-ai, gpt, llm, llmops, rag
has_wiki
homepagehttps://getdynamiq.ai
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?

61中等 · 占总体的 16%

安全态势

61中等
评分方式
7.5/7.5Binary-Artifacts — no binaries found in the repo
3.8/7.5Branch-Protection — branch protection is not maximal on development and all release branches
2.5/2.5CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0/2.5CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected
7.5/7.5Code-Review — all changesets reviewed
2.5/2.5Contributors — project has 4 contributing companies or organizations
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 0 issue activity found in the last 90 days -- score normalized to 10
0/5Packaging — 无数据
0/5Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
0/5SAST — SAST tool is not run on all commits -- score normalized to 0
5/5Security-Policy — security policy file detected
0/7.5Signed-Releases — 无数据
0/7.5Token-Permissions — detected GitHub workflow tokens with excessive permissions
0/7.5Vulnerabilities — 29 existing vulnerabilities detected
所用输入
sourceopenssf_scorecard
checks_evaluated16
scorecard_versionv5.5.0
checks_inconclusive2
scorecard_aggregate6.1
已排除计分(无数据或不适用):packaging, signed_releases。 其余权重已重新归一化。

AI 就绪度

该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件?这是一枚独立的实验性徽章——权重为 0.0,因此单独呈现,不影响总体健康评分。

69中等 · 占总体的 0%
评分方式
45/45代理指令 — docs/tutorials/agents.md
0/15机器可读文档(llms.txt)
0/40可读的提交历史 — 无数据
所用输入
has_llms_txt
legible_history_share
agent_instruction_filesdocs/tutorials/agents.md
agent_instruction_max_bytes4,430
已排除计分(无数据或不适用):可读的提交历史。 其余权重已重新归一化。
评分方式
18/18一条命令的引导启动 — Makefile, examples/Makefile
22/22自动化测试
11/11Lint / 格式化配置
0/11静态类型检查
10/10可复现环境 — Dockerfile, lockfile
0/10已体现的代理实践 — 无数据
0/8自动化维护 — 无数据
0/10OpenSSF Scorecard:Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0
所用输入
has_nix
has_tests
lockfilesuv.lock
has_dockerfile
typed_language
bootstrap_filesMakefile, examples/Makefile
has_devcontainer
has_linter_config
typecheck_configs
agent_commit_share
toolchain_manifests
dependency_bot_commit_share
已排除计分(无数据或不适用):已体现的代理实践, 自动化维护。 其余权重已重新归一化。
评分方式
0/45可类型检查的代码 — Python,未配置类型检查
54.7/55可控的文件大小 — 采样的 1,048 个源文件中有 5 个超过 60KB
所用输入
primary_languagePython
largest_source_bytes112,623
source_files_sampled1,048
oversized_source_files5
评分方式
0/40API 模式(OpenAPI/GraphQL/proto)
20/20MCP 服务器
40/40可运行示例 — examples
所用输入
example_dirsexamples
has_mcp_signal
api_schema_files

关键数据

1,061GitHub 星标
19贡献者
379最近 12 个月提交数
0距最近推送天数
80发布版本数
3巴士系数(bus factor)
2开放议题
PyPI软件包生态系统数

更多细节

OpenSSF Scorecard 6.1 / 10
6.1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 · 2026-07-18 00:08 UTC

10Binary-Artifactsno binaries found in the repo
5Branch-Protectionbranch protection is not maximal on development and all release branches
10CI-Tests30 out of 30 merged PRs checked by a CI test -- score normalized to 10
0CII-Best-Practicesno effort to earn an OpenSSF best practices badge detected
10Code-Reviewall changesets reviewed
10Contributorsproject has 4 contributing companies or organizations
10Dangerous-Workflowno dangerous workflow patterns detected
10Dependency-Update-Toolupdate tool detected
0Fuzzingproject is not fuzzed
10Licenselicense file detected
10Maintained30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10
不适用Packagingpackaging workflow not detected
0Pinned-Dependenciesdependency not pinned by hash detected -- score normalized to 0
0SASTSAST tool is not run on all commits -- score normalized to 0
10Security-Policysecurity policy file detected
不适用Signed-Releasesno releases found
0Token-Permissionsdetected GitHub workflow tokens with excessive permissions
0Vulnerabilities29 existing vulnerabilities detected
直接依赖 62
注册表软件包版本约束清单文件
PyPIjinja2>=3.1.6,<3.2.0pyproject.toml
PyPIpydantic>=2.12.5,<2.13.0pyproject.toml
PyPIopenai>=1.83.0pyproject.toml
PyPIboto3>=1.34.34,<1.35.0pyproject.toml
PyPIredis>=5.0.0,<5.1.0pyproject.toml
PyPIgoogle-cloud-aiplatform>=1.133.0,<2.0.0pyproject.toml
PyPIlitellm>=1.83.7,<2.0.0pyproject.toml
PyPIrequests>=2.32.5,<3.0.0pyproject.toml
PyPIRestrictedPython>=8.0,<8.1.0pyproject.toml
PyPIjsonpath-ng>=1.6.1,<1.7.0pyproject.toml
PyPIjsonpickle>=3.0.3,<3.1.0pyproject.toml
PyPIpinecone-client>=3.2.2,<3.3.0pyproject.toml
PyPIchromadb-client>=0.5.5.dev0,<0.6.0pyproject.toml
PyPIunstructured-client>=0.42.3,<0.43.0pyproject.toml
PyPIomegaconf>=2.3.0,<2.4.0pyproject.toml
PyPIweaviate-client>=4.20.4,<4.21.0pyproject.toml
PyPIfiletype>=1.2.0,<1.3.0pyproject.toml
PyPImore-itertools>=10.3.0,<10.4.0pyproject.toml
PyPIpdf2image>=1.17.0,<1.18.0pyproject.toml
PyPIe2b-code-interpreter>=2.8.1,<3.0.0pyproject.toml
PyPIblack>=26.3.1,<27.0.0pyproject.toml
PyPIpypdf>=6.10.2,<7.0.0pyproject.toml
PyPIpython-pptx==1.0.2pyproject.toml
PyPIqdrant-client>=1.11.3,<1.12.0pyproject.toml
PyPIpymilvus>=2.5.6,<2.6.0pyproject.toml
PyPIpsycopg>=3.2.3,<3.3.0pyproject.toml
PyPIpgvector>=0.3.6,<0.4.0pyproject.toml
PyPImysql-connector-python>=9.1.0,<9.2.0pyproject.toml
PyPIsnowflake-connector-python>=4.6.0,<5.0.0pyproject.toml
PyPIrapidfuzz>=3.11.0,<3.12.0pyproject.toml
PyPIsacrebleu>=2.5.1,<2.6.0pyproject.toml
PyPIrouge-score>=0.1.2,<0.2.0pyproject.toml
PyPIlxml>=6.1.0,<7.0.0pyproject.toml
PyPIelasticsearch>=8.12.0,<8.13.0pyproject.toml
PyPInumpy>=1.26.0,<1.27.0pyproject.toml
PyPImcp>=1.23.0,<2.0.0pyproject.toml
PyPIdatamodel-code-generator==0.30.0pyproject.toml
PyPIpython-docx>=1.1.2,<2.0.0pyproject.toml
PyPIdatabricks-sql-connector>=4.0.3,<4.1.0pyproject.toml
PyPIorjson>=3.11.6,<4.0.0pyproject.toml
PyPIcharset-normalizer>=3.4.2,<4.0.0pyproject.toml
PyPItenacity==9.1.2pyproject.toml
PyPIregex>=2025.9.18,<2026.0.0pyproject.toml
PyPIrequests-aws4auth>=1.3.1,<2.0.0pyproject.toml
PyPIopensearch-py>=3.0.0,<4.0.0pyproject.toml
PyPIopenpyxl>=3.1.5,<4.0.0pyproject.toml
PyPIpdfplumber>=0.11.8,<0.12.0pyproject.toml
PyPImatplotlib>=3.10.7,<4.0.0pyproject.toml
PyPIseaborn>=0.13.2,<0.14.0pyproject.toml
PyPIpyyaml==6.0.1pyproject.toml
PyPIe2b>=2.26.0,<3.0.0pyproject.toml
PyPItiktoken==0.12.0pyproject.toml
PyPIneo4j>=6.0.3,<7.0.0pyproject.toml
PyPIe2b-desktop>=2.2.0,<3.0.0pyproject.toml
PyPIbeautifulsoup4>=4.12.3,<4.13.0pyproject.toml
PyPImarkdown>=3.8.1,<4.0.0pyproject.toml
PyPIinscriptis==2.5.0pyproject.toml
PyPIstagehand>=0.4.0,<0.5.0pyproject.toml
PyPIpyOpenSSL>=26.0.0,<27.0.0pyproject.toml
PyPIsteel-sdk==0.15.0pyproject.toml
PyPIreportlab>=4.3.0,<4.4.0pyproject.toml
PyPIdaytona>=0.161.0,<0.162.0pyproject.toml
全部依赖 398

来自 GitHub 依赖图的完整解析依赖集合:64 个直接依赖与 334 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
PyPIbeautifulsoup44.12.3直接
PyPIblack26.5.1直接
PyPIboto31.34.162直接
PyPIcharset-normalizer3.4.6直接
PyPIchromadb-client0.5.23直接
PyPIdatabricks-sql-connector4.0.5直接
PyPIdatamodel-code-generator0.30.0直接
PyPIdaytona0.161.0直接
PyPIe2b2.29.5直接
PyPIe2b-code-interpreter2.0.0直接
PyPIe2b-code-interpreter2.8.1直接
PyPIe2b-desktop2.4.1直接
PyPIelasticsearch8.12.1直接
PyPIfiletype1.2.0直接
PyPIgoogle-cloud-aiplatform1.158.0直接
PyPIinscriptis2.5.0直接
PyPIjinja23.1.6直接
PyPIjsonpath-ng1.6.1直接
PyPIjsonpickle3.0.4直接
PyPIlitellm1.89.3直接
PyPIlitellm1.90.3直接
PyPIlxml6.1.1直接
PyPImarkdown3.10.2直接
PyPImatplotlib3.10.8直接
PyPImcp1.27.0直接
PyPImore-itertools10.3.0直接
PyPImysql-connector-python9.1.0直接
PyPIneo4j6.1.0直接
PyPInumpy1.26.4直接
PyPIomegaconf2.3.0直接
PyPIopenai2.24.0直接
PyPIopenpyxl3.1.5直接
PyPIopensearch-py3.1.0直接
PyPIorjson3.11.8直接
PyPIpdf2image1.17.0直接
PyPIpdfplumber0.11.9直接
PyPIpgvector0.3.6直接
PyPIpinecone-client3.2.2直接
PyPIpsycopg3.2.13直接
PyPIpydantic2.12.5直接
PyPIpymilvus2.5.18直接
PyPIpyopenssl26.3.0直接
PyPIpypdf6.14.1直接
PyPIpython-docx1.2.0直接
PyPIpython-pptx1.0.2直接
PyPIpyyaml6.0.1直接
PyPIqdrant-client1.11.3直接
PyPIrapidfuzz3.11.0直接
PyPIredis5.0.8直接
PyPIregex2025.11.3直接
PyPIreportlab4.3.1直接
PyPIrequests2.33.1直接
PyPIrequests-aws4auth1.3.1直接
PyPIrestrictedpython8.0直接
PyPIrouge-score0.1.2直接
PyPIsacrebleu2.5.1直接
PyPIseaborn0.13.2直接
PyPIsnowflake-connector-python4.6.0直接
PyPIstagehand0.4.1直接
PyPIsteel-sdk0.15.0直接
PyPItenacity9.1.2直接
PyPItiktoken0.12.0直接
PyPIunstructured-client0.42.10直接
PyPIweaviate-client4.20.4直接
PyPIabsl-py2.4.0间接
PyPIaccelerate1.13.0间接
PyPIagentops0.3.26间接
PyPIaiofiles24.1.0间接
PyPIaiohappyeyeballs2.6.1间接
PyPIaiohttp3.14.1间接
PyPIaiohttp-retry2.9.1间接
PyPIaiosignal1.4.0间接
PyPIaltair5.5.0间接
PyPIannotated-types0.7.0间接
PyPIanthropic0.97.0间接
PyPIantlr4-python3-runtime4.9.3间接
PyPIanyio4.12.1间接
PyPIargcomplete3.6.3间接
PyPIasn1crypto1.5.1间接
PyPIasync-timeout5.0.1间接
PyPIasyncer0.0.17间接
PyPIattrs26.1.0间接
PyPIaudioop-lts0.2.2间接
PyPIauthlib1.7.2间接
PyPIbabel2.18.0间接
PyPIbackoff2.2.1间接
PyPIbackports-asyncio-runner1.2.0间接
PyPIbidict0.23.1间接
PyPIblinker1.9.0间接
PyPIbotocore1.34.162间接
PyPIbracex2.6间接
PyPIbrotli1.2.0间接
PyPIbrotlicffi1.2.0.1间接
PyPIbrowserbase1.7.0间接
PyPIcachetools5.5.2间接
PyPIcertifi2026.2.25间接
PyPIcffi2.0.0间接
PyPIcfgv3.5.0间接
PyPIchainlit2.11.1间接
PyPIchardet7.2.0间接
PyPIchevron0.14.0间接
PyPIclick8.1.8间接
PyPIcolorama0.4.6间接
PyPIcontourpy1.3.2间接
PyPIcoverage7.3.4间接
PyPIcryptography49.0.0间接
PyPIcssselect20.9.0间接
PyPIcua-computer0.4.19间接
PyPIcua-core0.1.18间接
PyPIcuda-bindings13.2.0间接
PyPIcuda-pathfinder1.4.3间接
PyPIcuda-toolkit13.0.2间接
PyPIcuid0.4间接
PyPIcycler0.12.1间接
PyPIdataclasses-json0.6.7间接
PyPIdaytona-api-client0.161.0间接
PyPIdaytona-api-client-async0.161.0间接
PyPIdaytona-toolbox-api-client0.161.0间接
PyPIdaytona-toolbox-api-client-async0.161.0间接
PyPIdeprecated1.3.1间接
PyPIdeprecation2.1.0间接
PyPIdistlib0.4.0间接
PyPIdistro1.9.0间接
PyPIdockerfile-parse2.0.1间接
PyPIdocstring-parser0.17.0间接
PyPIdynamiq间接
PyPIdynamiq0.58.1间接
PyPIelastic-transport8.17.1间接
PyPIet-xmlfile2.0.0间接
PyPIevents0.5间接
PyPIexceptiongroup1.3.1间接
PyPIexecnet2.1.2间接
PyPIfakeredis2.21.3间接
PyPIfastapi间接
PyPIfastapi0.116.2间接
PyPIfastuuid0.14.0间接
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原始 JSON 报告 机器可读
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            "reason": "branch protection is not maximal on development and all release branches",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#branch-protection"
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          {
            "name": "CI-Tests",
            "score": 10,
            "reason": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
            "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"
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          {
            "name": "Code-Review",
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            "reason": "all changesets reviewed",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#code-review"
          },
          {
            "name": "Contributors",
            "score": 10,
            "reason": "project has 4 contributing companies or organizations",
            "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"
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          {
            "name": "Maintained",
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            "reason": "30 commit(s) and 0 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"
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          {
            "name": "Packaging",
            "score": null,
            "reason": "packaging workflow not detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#packaging"
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          {
            "name": "Pinned-Dependencies",
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            "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"
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          {
            "name": "SAST",
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            "reason": "SAST tool is not run on all commits -- score normalized to 0",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#sast"
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            "name": "Security-Policy",
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            "reason": "security policy file detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#security-policy"
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            "reason": "no releases found",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#signed-releases"
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            "name": "Token-Permissions",
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            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#token-permissions"
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            "name": "Vulnerabilities",
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            "reason": "29 existing vulnerabilities detected",
            "documentation_url": "https://github.com/ossf/scorecard/blob/c395761df6afe1a69e476bc60a013a94bcbc153f/docs/checks.md#vulnerabilities"
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      "key": "overall",
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      "note": null,
      "notes": [],
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      "components": []
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    "categories": [
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        "key": "vitality",
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        "metrics": [
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                "key": "openssf_scorecard_maintained",
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            "key": "community_health",
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            "note": null,
            "notes": [],
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            "inputs": {
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                "points": 22.5,
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                "key": "pr_template",
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            "notes": [],
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                "key": "bus_factor",
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                "key": "commit_distribution",
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                "key": "contributor_breadth",
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                "key": "openssf_scorecard_contributors",
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            "key": "responsiveness",
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            "notes": [],
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            "components": [
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                "key": "issue_resolution",
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                "max_points": 46.75
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                "key": "pr_acceptance",
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            ]
          },
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            "key": "stewardship",
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            "notes": [],
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            "inputs": {
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              "is_verified": null,
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                "key": "verified_domain",
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                "key": "owner_reach",
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                "key": "track_record",
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            "key": "package_maintenance",
            "band": "excellent",
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            "note": null,
            "notes": [],
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            "inputs": {
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              "ecosystems": "pypi",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 6.4
              },
              {
                "key": "openssf_scorecard_ci_tests",
                "name": "OpenSSF Scorecard: CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              }
            ]
          },
          {
            "key": "documentation",
            "band": "excellent",
            "name": "Documentation",
            "note": null,
            "notes": [],
            "value": 90,
            "inputs": {
              "topics": [
                "agents",
                "ai",
                "generative-ai",
                "gpt",
                "llm",
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                "rag"
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              "has_wiki": false,
              "homepage": "https://getdynamiq.ai",
              "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://getdynamiq.ai",
                "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": "7 topics",
                "points": 10,
                "status": "met",
                "details": [
                  {
                    "code": "topics_count",
                    "params": {
                      "count": 7
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                ],
                "max_points": 10
              },
              {
                "key": "wiki",
                "name": "Wiki",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 10
              }
            ]
          }
        ],
        "description": "Are baseline engineering and documentation practices in place?"
      },
      {
        "key": "security",
        "band": "moderate",
        "name": "Security",
        "value": 61,
        "weight": 0.16,
        "metrics": [
          {
            "key": "security_posture",
            "band": "moderate",
            "name": "Security posture",
            "note": "Excluded from scoring (no data or not applicable): Packaging, Signed-Releases. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "packaging",
                    "signed_releases"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
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            "value": 61,
            "inputs": {
              "source": "openssf_scorecard",
              "checks_evaluated": 16,
              "scorecard_version": "v5.5.0",
              "checks_inconclusive": 2,
              "scorecard_aggregate": 6.1
            },
            "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 is not maximal on development and all release branches",
                "points": 3.8,
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                "max_points": 7.5
              },
              {
                "key": "ci_tests",
                "name": "CI-Tests",
                "detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "cii_best_practices",
                "name": "CII-Best-Practices",
                "detail": "no effort to earn an OpenSSF best practices badge detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "code_review",
                "name": "Code-Review",
                "detail": "all changesets reviewed",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "contributors",
                "name": "Contributors",
                "detail": "project has 4 contributing companies or organizations",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "dangerous_workflow",
                "name": "Dangerous-Workflow",
                "detail": "no dangerous workflow patterns detected",
                "points": 10,
                "status": "met",
                "details": [],
                "max_points": 10
              },
              {
                "key": "dependency_update_tool",
                "name": "Dependency-Update-Tool",
                "detail": "update tool detected",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "fuzzing",
                "name": "Fuzzing",
                "detail": "project is not fuzzed",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "license",
                "name": "License",
                "detail": "license file detected",
                "points": 2.5,
                "status": "met",
                "details": [],
                "max_points": 2.5
              },
              {
                "key": "maintained",
                "name": "Maintained",
                "detail": "30 commit(s) and 0 issue activity found in the last 90 days -- score normalized to 10",
                "points": 7.5,
                "status": "met",
                "details": [],
                "max_points": 7.5
              },
              {
                "key": "packaging",
                "name": "Packaging",
                "detail": "packaging workflow not detected",
                "points": 0,
                "status": "excluded",
                "details": [
                  {
                    "code": "no_data",
                    "params": {}
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                "max_points": 5
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              {
                "key": "pinned_dependencies",
                "name": "Pinned-Dependencies",
                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "sast",
                "name": "SAST",
                "detail": "SAST tool is not run on all commits -- score normalized to 0",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 5
              },
              {
                "key": "security_policy",
                "name": "Security-Policy",
                "detail": "security policy file detected",
                "points": 5,
                "status": "met",
                "details": [],
                "max_points": 5
              },
              {
                "key": "signed_releases",
                "name": "Signed-Releases",
                "detail": "no releases found",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                "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": "29 existing vulnerabilities detected",
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 7.5
              }
            ]
          },
          {
            "key": "high_risk_jurisdiction_exposure",
            "band": "excellent",
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            "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": {}
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            "value": 100,
            "inputs": {
              "meaning": "self-published location evidence; not nationality or citizenship",
              "red_flag": false,
              "exposures": [],
              "policy_countries": [
                "Russia",
                "Iran",
                "North Korea"
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              "review_only_matches": 0,
              "assessed_self_published_locations": 4
            },
            "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
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          }
        ],
        "description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
      },
      {
        "key": "ai_readiness",
        "band": "moderate",
        "name": "AI Readiness",
        "value": 69,
        "weight": 0,
        "metrics": [
          {
            "key": "ai_agent_context",
            "band": "good",
            "name": "Agent context & guidance",
            "note": "Excluded from scoring (no data or not applicable): Legible commit history. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "legible_commit_history"
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              },
              {
                "code": "weights_renormalized",
                "params": {}
              }
            ],
            "value": 75,
            "inputs": {
              "has_llms_txt": false,
              "legible_history_share": null,
              "agent_instruction_files": [
                "docs/tutorials/agents.md"
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              "agent_instruction_max_bytes": 4430
            },
            "components": [
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                "key": "agent_instructions",
                "name": "Agent instructions",
                "detail": "docs/tutorials/agents.md",
                "points": 45,
                "status": "met",
                "details": [
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                    "code": "file_list",
                    "params": {
                      "files": "docs/tutorials/agents.md"
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                "max_points": 45
              },
              {
                "key": "machine_readable_docs_llms_txt",
                "name": "Machine-readable docs (llms.txt)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 15
              },
              {
                "key": "legible_commit_history",
                "name": "Legible commit history",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
                  }
                ],
                "max_points": 40
              }
            ]
          },
          {
            "key": "ai_verify_loop",
            "band": "good",
            "name": "Verify loop (build / test / typecheck)",
            "note": "Excluded from scoring (no data or not applicable): Demonstrated agent practice, Automated maintenance. Remaining weights renormalized.",
            "notes": [
              {
                "code": "excluded_no_data",
                "params": {
                  "components": [
                    "demonstrated_agent_practice",
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              {
                "code": "weights_renormalized",
                "params": {}
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            "value": 74,
            "inputs": {
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              "has_tests": true,
              "lockfiles": [
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              "typed_language": false,
              "bootstrap_files": [
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              "agent_commit_share": null,
              "toolchain_manifests": [],
              "dependency_bot_commit_share": null
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            "components": [
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                "key": "one_command_bootstrap",
                "name": "One-command bootstrap",
                "detail": "Makefile, examples/Makefile",
                "points": 18,
                "status": "met",
                "details": [
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                    "code": "file_list",
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                "max_points": 18
              },
              {
                "key": "automated_tests",
                "name": "Automated tests",
                "detail": null,
                "points": 22,
                "status": "met",
                "details": [],
                "max_points": 22
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                "key": "lint_format_config",
                "name": "Lint / format config",
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                "points": 11,
                "status": "met",
                "details": [],
                "max_points": 11
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                "key": "static_type_checking",
                "name": "Static type checking",
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                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 11
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                "key": "reproducible_environment",
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                "detail": "Dockerfile, lockfile",
                "points": 10,
                "status": "met",
                "details": [
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                "max_points": 10
              },
              {
                "key": "demonstrated_agent_practice",
                "name": "Demonstrated agent practice",
                "detail": "no data",
                "points": 0,
                "status": "excluded",
                "details": [
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                    "code": "no_data",
                    "params": {}
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                ],
                "max_points": 10
              },
              {
                "key": "automated_maintenance",
                "name": "Automated maintenance",
                "detail": "no data",
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                "status": "excluded",
                "details": [
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                    "code": "no_data",
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                "max_points": 8
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              {
                "key": "openssf_scorecard_pinned_dependencies",
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                "detail": "dependency not pinned by hash detected -- score normalized to 0",
                "points": 0,
                "status": "missed",
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            "key": "ai_code_legibility",
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            "name": "Code legibility for models",
            "note": null,
            "notes": [],
            "value": 55,
            "inputs": {
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                "points": 0,
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                "name": "Manageable file sizes",
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                "status": "partial",
                "details": [
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                    "code": "oversized_source_files",
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                      "sampled": 1048,
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          },
          {
            "key": "ai_interfaces",
            "band": "moderate",
            "name": "Machine-readable interfaces",
            "note": null,
            "notes": [],
            "value": 60,
            "inputs": {
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              ],
              "has_mcp_signal": true,
              "api_schema_files": []
            },
            "components": [
              {
                "key": "api_schema_openapi_graphql_proto",
                "name": "API schema (OpenAPI/GraphQL/proto)",
                "detail": null,
                "points": 0,
                "status": "missed",
                "details": [],
                "max_points": 40
              },
              {
                "key": "mcp_server",
                "name": "MCP server",
                "detail": null,
                "points": 20,
                "status": "met",
                "details": [],
                "max_points": 20
              },
              {
                "key": "runnable_examples",
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                "detail": "examples",
                "points": 40,
                "status": "met",
                "details": [
                  {
                    "code": "file_list",
                    "params": {
                      "files": "examples"
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                "max_points": 40
              }
            ]
          }
        ],
        "description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
      }
    ],
    "metrics_version": "1.13.0"
  },
  "warnings": [],
  "report_type": "repository",
  "generated_at": "2026-07-18T00:08:24.785827Z",
  "schema_version": "0.12.0",
  "badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/dynamiq-ai/dynamiq.svg",
  "full_name": "dynamiq-ai/dynamiq",
  "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 v1.13.0、模式 v0.12.0—— 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.