Skill 审计报告
mri-reconstruction 审计报告.
Actionable MRI image reconstruction — turn raw k-space into an image, and actually run it. Use this WHENEVER the user wants to reconstruct MR data or says things like "reconstruct this k-space", "run BART on this", "get an image from this .cfl / .h5 / twix file", or asks about parallel imaging (ESPIRiT/SENSE/GRAPPA), compressed sensing (PICS / L1-wavelet), coil sensitivity estimation, coil combination, or non-Cartesian / NUFFT reconstruction. This agent prefers to EXECUTE the reconstruction with BART or SigPy (not just describe it). It covers classical/analytic reconstruction — for anything TRAINED (unrolled networks, VarNet, self-supervised, diffusion priors, fastMRI models) hand off to the deep-learning-recon skill. Triggers: k-space, coil sensitivities, ESPIRiT, PICS, undersampled reconstruction, radial/spiral recon, `.cfl`/`.hdr`, ISMRMRD, Siemens twix, GE P-file.
OpenAgentSkill 信任评分
OpenAgentSkill 信任评分
Trust Score 帮助 Agent 在安装前判断一个 Skill 是否足以进入候选清单。
GitHub 采用度
失败30
21 个 GitHub Stars
Star/Fork 活跃度
失败32
21 个 Star，0 个 Fork; 当前元数据中没有议题活跃度信息
近期维护
通过100
距上次推送 21 天
许可证清晰度
通过86
MIT
README/SKILL.md 完整度
通过86
元数据包含足够的用法与工作流上下文
依赖与运行时风险
信息72
命令执行范围
安装可用性
通过92
npx skills add KeWang0622/mri-research-skill --skill mri-reconstruction
安装命令安全性
通过92
标准软件包或运行时安装路径
权限范围
信息62
shell or command execution, filesystem or document access
仓库证据
通过86
https://github.com/KeWang0622/mri-research-skill/tree/main/skills/mri-reconstruction
审查状态
信息66
可用 AI 审查数据
Agent 验证结果
信息54
暂未有 Agent 结果数据
检查项
安装与采用审查
安装路径
92
npx skills add KeWang0622/mri-research-skill --skill mri-reconstruction
仓库
88
https://github.com/KeWang0622/mri-research-skill/tree/main/skills/mri-reconstruction
许可证
86
MIT
维护
100
距上次推送 21 天
AI 审查
55
The helper script uses `mktemp -u` which is not race-safe; using `mktemp` without `-u` and then creating files would be safer.
README/SKILL.md 完整度
86
Usable description available
依赖风险
72
命令执行范围
安装命令安全性
92
标准软件包或运行时安装路径
权限范围
62
shell or command execution, filesystem or document access
Star/Fork 活跃度
32
21 个 Star，0 个 Fork; 当前元数据中没有议题活跃度信息
采用度
42
21 个 GitHub Stars
Financial decision safety
58
Research-only use: do not treat output as financial advice or execute a position without human approval.
警告
- Financial research output is not financial advice; require human review before any live investment decision
- The helper script uses `mktemp -u` which is not race-safe; using `mktemp` without `-u` and then creating files would be safer.
- The script does not verify that the input k-space is actually Cartesian or non-Cartesian; it relies on the user to pass a trajectory only for non-Cartesian data, which could lead to silent errors if misused.
- Low GitHub adoption signal
- Financial research output is not financial advice; require human review before any live investment decision.
- Quality score needs review
- GitHub adoption: 21 GitHub stars
- Stars/forks activity: 21 stars, 0 forks; issue activity unavailable in current metadata
方法
本报告综合公开元数据、AI 审查输出、仓库活跃度、安装就绪度、OpenAgentSkill 事件、质量评分、信任检查和 Agent 安全门槛；它不是完整的源代码安全审计。
对比相近选项