qutip SKILL.md skillA
qutip from k-dense-ai/scientific-agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add k-dense-ai/scientific-agent-skills/qutip@v1.4Pins v1.4 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- k-dense-ai/scientific-agent-skills
- Path
skills/qutip/SKILL.md- Versions recorded
- 6
- Latest version
- v1.4, committed Oct 1, 2026
- First version recorded
- May 27, 2026
- Size
- 14,760 bytes
- Repository stars
- 56,497
- License
- MIT
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.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# QuTiP 5 ## Scope Use QuTiP for finite-dimensional quantum mechanics, quantum optics, Lindblad dynamics, trajectories, weak-coupling Bloch-Redfield models, and specialized Floquet, HEOM, and permutational-invariance methods. It is not a hardware execution SDK. Circuit and control functionality moved to separate QuTiP family packages. This skill targets **QuTiP 5.3.1**, released 2026-08-04. QuTiP 5.3 requires Python 3.11 or newer. Its required distributions are NumPy (`>=1.23.2`), SciPy (`>=1.9.2`, excluding `1.16.0` and `1.17.0`), and `packaging`. ## Reproducible uv snapshot Create a dedicated environment and pin every direct distribution: ```bash uv venv --python 3.11 uv pip install "qutip==5.3.1" ``` For plots: ```bash uv pip install "qutip[graphics]==5.3.1" ``` Optional QuTiP family packages are independently versioned: ```bash uv pip install "qutip-qip==0.4.2" uv pip install "qutip-qtrl==0.2.0" uv pip install "qutip-jax==0.1.1" ``` - `qutip-qip` 0.4.2 (2026-06-23) is the production/stable circuit, gate, and noisy-device simulation package. Import from `qutip_qip`, not `qutip.qip`. - `qutip-qtrl` 0.2.0 (2026-06-23) provides GRAPE and CRAB **quantum optimal …
Read the whole file at its exact version.
How to install
mdr add k-dense-ai/scientific-agent-skills/qutip@sha256:6b93a95eb586147bThe line at the top of this page pins the label v1.4, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_ii7fka7nc5sspr6r)
6 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between May 27, 2026 and Oct 1, 2026, about one every 25 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.4 latest | 2026-10-01 | a92663a | 14,760 B | A | view · diff |
| v1.3 | 2026-09-30 | ce9e6e9 | 14,231 B | A | view · diff |
| v1.2 | 2026-09-02 | 1e5eeff | 13,804 B | A | view · diff |
| v1.1 | 2026-07-24 | f7b918d | 12,846 B | A | view · diff |
| git:20260611.1b8fae3 | 2026-06-11 | 1b8fae3 | 9,068 B | A | view · diff |
| v1.0 | 2026-05-27 | 0936740 | 9,063 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 (14760 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
k-dense-ai/scientific-agent-skills · 56,497 stars · license MIT · pushed 2026-11-02 · 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/6b93a95eb586147b2f1639f7e669dece3182ab4ddd70b1200291073cfd533902
Your AI assistant 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.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.