k-dense-ai/scientific-agent-skills · skills/qutip/SKILL.md

qutip skillA

qutip is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: Simulate and audit closed and open quantum-system models with QuTiP 5, including deterministic, trajectory, steady-state, spectral, and phase-space workflows. Use for local quantum-dynamics work where physical assumptions, dimensions, and numerical convergence must be explicit..

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.

How to install

Latest version
mdr add k-dense-ai/scientific-agent-skills/qutip@v1.2
Exact content
mdr add k-dense-ai/scientific-agent-skills/qutip@sha256:df46feb9e92ce808

Pin 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ii7fka7nc5sspr6r.svg)](https://markdownregistry.com/a/art_ii7fka7nc5sspr6r)

0 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
v1.2 latest2026-09-02 1e5eeff 13,804 BA view · diff
v1.12026-07-24 f7b918d 12,846 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 9,068 BA view · diff
v1.02026-05-27 0936740 9,063 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (13804 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

GitHub

k-dense-ai/scientific-agent-skills · 45,352 stars · license MIT · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ii7fka7nc5sspr6r
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/qutip
GET https://markdownregistry.com/api/v1/blob/df46feb9e92ce8088e27de3d39afbb5cb559fc131630b1b028d593aeebdef23b

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.