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

pennylane skillA

pennylane is agent-read markdown (skill) from k-dense-ai/scientific-agent-skills: Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or needing device portability across IBM/Google/Rigetti/IonQ. Best for variational algorithms (VQE, QAOA), quantum neural networks, and integration with PyTorch or JAX. For hardware-specific optimizations use qiskit (IBM) or cirq (Google); for open quantum systems use qutip..

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/pennylane@v1.2
Exact content
mdr add k-dense-ai/scientific-agent-skills/pennylane@sha256:1d24f143290a3b21

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_jo6a3m53g3vn2xxg.svg)](https://markdownregistry.com/a/art_jo6a3m53g3vn2xxg)

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Versions

versioncommittedcommitsizeaudit
v1.2 latest2026-09-02 1e5eeff 9,295 BA view · diff
v1.12026-07-26 b085e11 8,338 BA view · diff
git:20260611.1b8fae32026-06-11 1b8fae3 8,355 BA view · diff
v1.12026-06-04 b2a969e 8,350 BA view · diff
v1.02026-05-27 0936740 7,412 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 (9295 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 · 43,600 stars · license MIT · pushed 2026-09-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_jo6a3m53g3vn2xxg
GET https://markdownregistry.com/api/v1/resolve?ref=k-dense-ai/scientific-agent-skills/pennylane
GET https://markdownregistry.com/api/v1/blob/1d24f143290a3b2115853308873a5297af64b0343b09472062fc288b49201f84