公开记录良好
软件健康报告模式 0.17.0 · 指标 1.13.0 · 2026-07-21 06:12 UTC
munich-quantum-toolkit / predictor
MQT Predictor - A Tool for Automatic Device Selection with Device-Specific Circuit Compilation for Quantum Computing
munich-quantum-toolkit/predictor 的健康指数为 100 分中的 77 分，处于「良好」区间。 其得分最高的类别是Vitality（92/100），最低的是Community & Adoption（59/100）。 最近一次更新在今天。 近期的大部分工作由 2 位贡献者完成。
77
总分 / 100软件健康指数
指标归入加权类别，统一采用 1–100 量表。总体分先取类别加权平均；当公开证据触发高风险司法辖区政策时，评级会按政策调整，并设置 49（有风险）的上限。AI 就绪度不计入总体分。
77
优秀85-100堪称典范；基本满足所有检验标准
良好70-84健康；仅有轻微不足
中等50-69可接受，但存在明显不足；建议进行审查
存在风险30-49存在重大薄弱环节；采用时应保持审慎
危急1-29问题严重（项目被弃置、仅有单一维护者、缺乏基本工程规范）
评分画像
每条轴代表一个类别。形状比平均值更重要——健康的对象会填满整个图形，而“一峰一谷”式画像意味着某一维度的优势正掩盖另一维度的风险。
所有权
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 |
|---|---|---|---|---|---|---|
| PyPI | mqt.predictor | 2.4.0 | 285 | 14 | 7 天前 | mqtcompilationmachine-learningpredictionquantum-computing |
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？
92
开发活跃度
97优秀
评分方式
| 36/36 | 推送新近度 — 最近一次推送于 0 天前 |
| 33.2/36 | 提交节奏 — 52 周中有 48 周有提交 |
| 18/18 | 提交量 — 最近一年 286 次提交 |
| 10/10 | OpenSSF Scorecard：Maintained — 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10 |
所用输入
| commits_last_year | 286 |
| human_commit_share | — |
| days_since_last_push | 0 |
| active_weeks_last_year | 48 |
发布纪律
84良好
评分方式
| 27/27 | 有发布版本 — 已发布 14 个发布版本 |
| 36/36 | 发布时效 — 最近一次发布版本于 7 天前 |
| 12.6/27 | 发布节奏 — 约每 139.9 天发布一次 |
| 0/10 | OpenSSF Scorecard：Signed-Releases — 无数据 |
所用输入
| releases_count | 14 |
| latest_release_tag | v2.4.0 |
| releases_from_tags | 否 |
| days_since_latest_release | 7 |
| mean_days_between_releases | 139.9 |
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？
59
流行度与采用
42存在风险
评分方式
| 31.3/60 | 星标 — 86 个星标 |
| 11/25 | 复刻 — 22 个复刻 |
| 0/15 | 关注者 — 1 位关注者 |
所用输入
| forks | 22 |
| stars | 86 |
| watchers | 1 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | below_threshold |
社区健康
92优秀
评分方式
| 22.5/22.5 | README |
| 22.5/22.5 | 许可证 — 可识别的许可证（MIT） |
| 18/18 | CONTRIBUTING 指南 |
| 13.5/13.5 | 行为准则 |
| 0/7.2 | 议题模板 |
| 6.3/6.3 | PR 模板 |
所用输入
| has_readme | 是 |
| has_license | 是 |
| has_contributing | 是 |
| has_issue_template | 否 |
| has_code_of_conduct | 是 |
| has_pull_request_template | 是 |
生态采用（下载量）
41存在风险
评分方式
| 32.8/80 | 月度下载量 — pypi 合计每月 285 次下载 |
| 0/20 | 注册表被依赖数 — 该生态系统不报告此项 |
所用输入
| packages | mqt.predictor |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 285 |
已排除计分（无数据或不适用）：注册表被依赖数。 其余权重已重新归一化。
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？
70
维护者韧性（巴士系数）
61中等
评分方式
| 25.2/54 | 巴士系数 — 2 位贡献者贡献了半数提交 |
| 12.4/22.5 | 提交分布 — 头号贡献者编写了 45% 的提交 |
| 13.5/13.5 | 贡献者广度 — 13 位贡献者 |
| 10/10 | OpenSSF Scorecard：Contributors — project has 6 contributing companies or organizations |
所用输入
| bus_factor | 2 |
| contributors_sampled | 13 |
| top_contributor_share | 0.45 |
议题与 PR 响应能力
69中等
评分方式
| 33.2/46.8 | 议题解决 — 71% 的议题已关闭 |
| 32.8/38.3 | PR 接受 — 已裁定的 PR 中 573/669 已合并 |
| 3/15 | OpenSSF Scorecard：Code-Review — Found 6/26 approved changesets -- score normalized to 2 |
所用输入
| merged_prs | 573 |
| open_issues | 18 |
| closed_issues | 44 |
| issue_closed_ratio | 0.71 |
| closed_unmerged_prs | 96 |
所有权与托管责任
58中等
评分方式
| 30/30 | 所有权背书 — 组织持有 |
| 0/20 | 已验证域名 |
| 14.4/25 | 所有者影响力 — munich-quantum-toolkit 有 99 位关注者 |
| 13.7/25 | 既往记录 — 21 个公开仓库，账户约 1 年 |
所用输入
| followers | 99 |
| owner_type | Organization |
| is_verified | — |
| owner_login | munich-quantum-toolkit |
| public_repos | 21 |
| account_age_days | 711 |
软件包维护
100优秀
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 7 天前 |
| 20/20 | 版本历史 — 14 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
| packages | mqt.predictor |
| ecosystems | pypi |
| any_deprecated | 否 |
| min_days_since_publish | 7 |
工程质量
基础的工程与文档实践是否到位？
86
工程实践
94优秀
评分方式
| 24/24 | CI 工作流 — 4 个工作流 |
| 24/24 | 存在测试 |
| 16/16 | Linter 配置 |
| 9.6/9.6 | Pre-commit 钩子 |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard：CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
所用输入
| has_ci | 是 |
| has_tests | 是 |
| has_editorconfig | 否 |
| has_linter_config | 是 |
| has_precommit_config | 是 |
文档
75良好
评分方式
| 30/30 | README |
| 25/25 | 文档目录 |
| 0/15 | 文档 / 主页站点 |
| 10/10 | 仓库描述 |
| 10/10 | 主题标签 — 4 个主题标签 |
| 0/10 | Wiki |
所用输入
| topics | quantum-circuit, quantum-compiler, reinforcement-learning, supervised-machine-learning |
| has_wiki | 否 |
| homepage | — |
| has_readme | 是 |
| has_docs_dir | 是 |
| has_description | 是 |
安全
可见的安全与供应链实践是否稳固，且不存在未解决的高风险司法辖区暴露？
77
安全态势
71良好
评分方式
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — 无数据 |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 1.5/7.5 | Code-Review — Found 6/26 approved changesets -- score normalized to 2 |
| 2.5/2.5 | Contributors — project has 6 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 7.5/7.5 | Dependency-Update-Tool — update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | 许可证 — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10 |
| 5/5 | Packaging — packaging workflow detected |
| 5/5 | Pinned-Dependencies — all dependencies are pinned |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — 无数据 |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
所用输入
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 7.1 |
已排除计分（无数据或不适用）：branch_protection, signed_releases。 其余权重已重新归一化。
依赖安全公告
100优秀
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 |
| 0/25 | 间接依赖不含已知公告 — 在此范围内，传递依赖集合无法与开发和测试依赖区分 |
| 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
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 200 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
已排除计分（无数据或不适用）：间接依赖不含已知公告, 没有长期未处理的公告。 其余权重已重新归一化。 已将 200 个已解析依赖与 OSV 比对。 该仓库未发布任何索引可解析的软件包，因此改为评估仓库依赖图。该图将开发与测试版本固定同交付的依赖混在一起，因此仅对声明的运行时依赖计分；传递性发现仅作为背景信息列出，不计入评分。 未对可达性进行分析。
AI 就绪度
该仓库在多大程度上具备与 AI 编码代理协同开发与维护的条件？这是一枚独立的实验性徽章——权重为 0.0，因此单独呈现，不影响总体健康评分。
88
AI 代理上下文与指引
75良好
评分方式
| 45/45 | 代理指令 — 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 | 否 |
| legible_history_share | — |
| agent_instruction_files | AGENTS.md |
| agent_instruction_max_bytes | 4,396 |
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。
验证循环（构建 / 测试 / 类型检查）
100优秀
评分方式
| 18/18 | 一条命令的引导启动 — noxfile.py |
| 22/22 | 自动化测试 |
| 11/11 | Lint / 格式化配置 |
| 11/11 | 静态类型检查 — src/mqt/predictor/py.typed |
| 10/10 | 可复现环境 — lockfile |
| 0/10 | 已体现的代理实践 — 无数据 |
| 0/8 | 自动化维护 — 无数据 |
| 10/10 | OpenSSF Scorecard：Pinned-Dependencies — all dependencies are pinned |
所用输入
| has_nix | 否 |
| has_tests | 是 |
| lockfiles | uv.lock |
| has_dockerfile | 否 |
| typed_language | 否 |
| bootstrap_files | noxfile.py |
| has_devcontainer | 否 |
| has_linter_config | 是 |
| typecheck_configs | src/mqt/predictor/py.typed |
| 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。
面向模型的代码可读性
82良好
评分方式
| 27/45 | 可类型检查的代码 — Python，已配置类型检查（src/mqt/predictor/py.typed） |
| 55/55 | 可控的文件大小 — 采样的 30 个源文件中有 0 个超过 60KB |
所用输入
| primary_language | Python |
| largest_source_bytes | 26,944 |
| source_files_sampled | 30 |
| oversized_source_files | 0 |
关键数据
86GitHub 星标
13贡献者
286最近 12 个月提交数
0距最近推送天数
14发布版本数
2巴士系数（bus factor）
18开放议题
PyPI软件包生态系统数
数据采集警告
- deps.dev does not index pypi:mqt.predictor@2.4.0; advisories assessed against the repository dependency graph instead
更多细节
Star 与 Fork 历史 86 ★ / 0 ⇿
86Star
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。
每个点涵盖 4 天。
OpenSSF Scorecard 7.1 / 10
7.1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）。
| 10 | Binary-Artifacts | no binaries found in the repo |
| 不适用 | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 2 | Code-Review | Found 6/26 approved changesets -- score normalized to 2 |
| 10 | Contributors | project has 6 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 10 | Dependency-Update-Tool | update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 15 issue activity found in the last 90 days -- score normalized to 10 |
| 10 | Packaging | packaging workflow detected |
| 10 | Pinned-Dependencies | all dependencies are pinned |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 不适用 | Signed-Releases | no releases found |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
直接依赖 15
| 注册表 | 软件包 | 版本约束 | 清单文件 |
|---|---|---|---|
| PyPI | mqt.bench | >=2.0.0 | pyproject.toml |
| PyPI | qiskit | >=1.3.3 | pyproject.toml |
| PyPI | pytket | >=1.29.0 | pyproject.toml |
| PyPI | pytket_qiskit | >=0.61.0 | pyproject.toml |
| PyPI | qiskit-ibm-runtime | >=0.30.0 | pyproject.toml |
| PyPI | sb3_contrib | >=2.0.0 | pyproject.toml |
| PyPI | tqdm | >=4.66.0 | pyproject.toml |
| PyPI | rich | >=12.6.0 | pyproject.toml |
| PyPI | scikit-learn | >=1.5.1 | pyproject.toml |
| PyPI | tensorboard | >=2.17.0 | pyproject.toml |
| PyPI | bqskit | >=1.2.0 | pyproject.toml |
| PyPI | numpy | >=2.1 | pyproject.toml |
| PyPI | numpy | >=1.26 | pyproject.toml |
| PyPI | numpy | >=1.24 | pyproject.toml |
| PyPI | numpy | >=1.22 | pyproject.toml |
全部依赖 200
来自 GitHub 依赖图的完整解析依赖集合：15 个直接依赖与 185 个间接（传递）软件包。仓库提交锁文件时，传递闭包才是完整的。
| 注册表 | 软件包 | 版本 | 关系 |
|---|---|---|---|
| PyPI | bqskit | 1.2.1 | 直接 |
| PyPI | mqt-bench | 2.2.3 | 直接 |
| PyPI | numpy | 2.2.6 | 直接 |
| PyPI | numpy | 2.4.6 | 直接 |
| PyPI | numpy | 2.5.1 | 直接 |
| PyPI | pytket | 2.18.1 | 直接 |
| PyPI | pytket-qiskit | 0.77.0 | 直接 |
| PyPI | qiskit | 2.5.0 | 直接 |
| PyPI | qiskit-ibm-runtime | 0.48.0 | 直接 |
| PyPI | rich | 15.0.0 | 直接 |
| PyPI | sb3-contrib | 2.9.0 | 直接 |
| PyPI | scikit-learn | 1.7.2 | 直接 |
| PyPI | scikit-learn | 1.9.0 | 直接 |
| PyPI | tensorboard | 2.21.0 | 直接 |
| PyPI | tqdm | 4.69.0 | 直接 |
| PyPI | absl-py | 2.5.0 | 间接 |
| PyPI | accessible-pygments | 0.0.5 | 间接 |
| PyPI | alabaster | 1.0.0 | 间接 |
| PyPI | annotated-types | 0.7.0 | 间接 |
| PyPI | antlr4-python3-runtime | 4.13.2 | 间接 |
| PyPI | appnope | 0.1.4 | 间接 |
| PyPI | argcomplete | 3.7.0 | 间接 |
| PyPI | astroid | 4.1.2 | 间接 |
| PyPI | asttokens | 3.0.2 | 间接 |
| PyPI | attrs | 26.1.0 | 间接 |
| PyPI | babel | 2.18.0 | 间接 |
| PyPI | beautifulsoup4 | 4.15.0 | 间接 |
| PyPI | bqskitrs | 0.4.1 | 间接 |
| PyPI | certifi | 2026.6.17 | 间接 |
| PyPI | cffi | 2.1.0 | 间接 |
| PyPI | charset-normalizer | 3.4.9 | 间接 |
| PyPI | click | 8.4.2 | 间接 |
| PyPI | cloudpickle | 3.1.2 | 间接 |
| PyPI | colorama | 0.4.6 | 间接 |
| PyPI | colorlog | 6.11.0 | 间接 |
| PyPI | comm | 0.2.3 | 间接 |
| PyPI | coverage | 7.15.2 | 间接 |
| PyPI | cryptography | 49.0.0 | 间接 |
| PyPI | cuda-bindings | 13.3.1 | 间接 |
| PyPI | cuda-pathfinder | 1.5.6 | 间接 |
| PyPI | cuda-toolkit | 13.0.3.0 | 间接 |
| PyPI | debugpy | 1.8.21 | 间接 |
| PyPI | decorator | 5.3.1 | 间接 |
| PyPI | dependency-groups | 1.3.1 | 间接 |
| PyPI | dill | 0.4.1 | 间接 |
| PyPI | distlib | 0.4.3 | 间接 |
| PyPI | docutils | 0.21.2 | 间接 |
| PyPI | docutils | 0.22.4 | 间接 |
| PyPI | exceptiongroup | 1.3.1 | 间接 |
| PyPI | executing | 2.2.1 | 间接 |
| PyPI | farama-notifications | 0.0.6 | 间接 |
| PyPI | fastjsonschema | 2.21.2 | 间接 |
| PyPI | filelock | 3.31.1 | 间接 |
| PyPI | fsspec | 2026.6.0 | 间接 |
| PyPI | furo | 2025.12.19 | 间接 |
| PyPI | graphviz | 0.21 | 间接 |
| PyPI | greenlet | 3.5.3 | 间接 |
| PyPI | grpcio | 1.82.1 | 间接 |
| PyPI | gymnasium | 1.3.0 | 间接 |
| PyPI | humanize | 4.16.0 | 间接 |
| PyPI | ibm-cloud-sdk-core | 3.26.0 | 间接 |
| PyPI | ibm-platform-services | 0.76.0 | 间接 |
| PyPI | ibm-quantum-schemas | 0.9.20260612 | 间接 |
| PyPI | idna | 3.18 | 间接 |
| PyPI | imagesize | 2.0.0 | 间接 |
| PyPI | importlib-metadata | 9.0.0 | 间接 |
| PyPI | iniconfig | 2.3.0 | 间接 |
| PyPI | ipykernel | 7.3.0 | 间接 |
| PyPI | ipython | 8.39.0 | 间接 |
| PyPI | ipython | 9.15.0 | 间接 |
| PyPI | ipython-pygments-lexers | 1.1.1 | 间接 |
| PyPI | jedi | 0.20.0 | 间接 |
| PyPI | jinja2 | 3.1.6 | 间接 |
| PyPI | joblib | 1.5.3 | 间接 |
| PyPI | jsonschema | 4.26.0 | 间接 |
| PyPI | jsonschema-specifications | 2025.9.1 | 间接 |
| PyPI | jupyter-cache | 1.0.1 | 间接 |
| PyPI | jupyter-client | 8.9.1 | 间接 |
| PyPI | jupyter-core | 5.9.1 | 间接 |
| PyPI | lark | 1.3.1 | 间接 |
| PyPI | latexcodec | 3.0.1 | 间接 |
| PyPI | markdown | 3.10.2 | 间接 |
| PyPI | markdown-it-py | 3.0.0 | 间接 |
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依赖安全公告 0
该仓库未发布可被索引解析的包，因此评估的是其自身的依赖图——共 200 个包，其中也包含从不交付的开发与测试版本固定：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
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