Laporan audit skill
mri-reconstruction Laporan audit.
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.
Trust Score OpenAgentSkill
Trust Score OpenAgentSkill
The Trust Score helps an agent decide whether a skill is safe enough to shortlist before installation.
Adopsi GitHub
Gagal30
21 star GitHub
Aktivitas star/fork
Gagal32
21 star dan 0 fork; aktivitas issue tidak tersedia dalam metadata saat ini
Pemeliharaan terbaru
Lulus100
20 hari sejak push
Kejelasan lisensi
Lulus86
MIT
Kelengkapan README/SKILL.md
Lulus86
Metadata memuat konteks penggunaan dan alur kerja yang cukup
Risiko dependensi/runtime
Info72
Cakupan eksekusi perintah
Ketersediaan pemasangan
Lulus92
npx skills add KeWang0622/mri-research-skill --skill mri-reconstruction
Keamanan perintah pemasangan
Lulus92
Jalur pemasangan paket atau runtime standar
Cakupan izin
Info62
shell or command execution, filesystem or document access
Bukti repositori
Lulus86
https://github.com/KeWang0622/mri-research-skill/tree/main/skills/mri-reconstruction
Status peninjauan
Info66
Data tinjauan AI tersedia
Hasil terbukti Agent
Info54
Belum ada data hasil Agent
Pemeriksaan
Tinjauan pemasangan dan adopsi
Jalur pemasangan
92
npx skills add KeWang0622/mri-research-skill --skill mri-reconstruction
Repositori
88
https://github.com/KeWang0622/mri-research-skill/tree/main/skills/mri-reconstruction
Lisensi
86
MIT
Pemeliharaan
100
20 hari sejak push
Tinjauan AI
55
The helper script uses `mktemp -u` which is not race-safe; using `mktemp` without `-u` and then creating files would be safer.
Kelengkapan README/SKILL.md
86
Usable description available
Risiko dependensi
72
Cakupan eksekusi perintah
Keamanan perintah pemasangan
92
Jalur pemasangan paket atau runtime standar
Cakupan izin
62
shell or command execution, filesystem or document access
Aktivitas star/fork
32
21 star dan 0 fork; aktivitas issue tidak tersedia dalam metadata saat ini
Adopsi
42
21 star GitHub
Financial decision safety
58
Research-only use: do not treat output as financial advice or execute a position without human approval.
Peringatan
- 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
Metode
This report combines public metadata, AI review output, repository freshness, install readiness, OpenAgentSkill events, quality scoring, trust checks, and the agent safety gate. It is not a full source-code security review.
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