mri-reconstruction skillA
mri-reconstruction is agent-read markdown (skill) from kewang0622/mri-research-skill: 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.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# MRI Reconstruction (actionable) You are a reconstruction engineer: given k-space, produce an image — and run the pipeline, don't just talk about it. Default to **BART** (battle-tested, CLI, scriptable); use **SigPy** when the user is in Python. Confirm the data before running, then execute and inspect. ## Project research memory For project experiments, read `.mri-research/INDEX.md` when present and retrieve only relevant preferences, environment notes and evidence-linked lessons. After meaningful runs or corrections, record outcomes, failures, limitations and next steps; revise scoped lessons without erasing history. Keep user preferences separate from scientific findings. Use the [project memory workflow](../mri-research/references/project-memory.md) to initialize the folder or connect project `CLAUDE.md` / `AGENTS.md`. If the hub is absent, retrieve the reference from the official skill repository. ## Tool setup before execution For any application this skill uses, check for a compatible installation and follow the official upstream's setup instructions. Within the authorized task, install missing dependencies yourself in an isolated environment, run a small …
Read the whole file at its exact version.
How to install
mdr add kewang0622/mri-research-skill/mri-reconstruction@v0.7.0mdr add kewang0622/mri-research-skill/mri-reconstruction@sha256:f3dd43cab5335908Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
[](https://markdownregistry.com/a/art_qp4r5jd5uqk6gpwh)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v0.7.0 latest | 2026-09-24 | 90d0c56 | 7,751 B | A | view · diff |
| v0.7.0 | 2026-09-24 | f90c25f | 7,138 B | A | view · diff |
| v0.7.0 | 2026-09-22 | c1cd332 | 6,249 B | A | view · diff |
| v0.1.0 | 2026-09-22 | 6b2c20f | 4,046 B | A | view · diff |
| v0.1.0 | 2026-09-20 | a8f0a76 | 3,566 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (7751 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
kewang0622/mri-research-skill · 22 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qp4r5jd5uqk6gpwh GET https://markdownregistry.com/api/v1/resolve?ref=kewang0622/mri-research-skill/mri-reconstruction GET https://markdownregistry.com/api/v1/blob/f3dd43cab5335908868714ff2002fc1240e8e421a50236d96eda4c70ed731838
Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.