Qiskit 2.x Quantum ML Reference
aiming-lab/AutoResearchClaw
Reference patterns for writing qiskit 2.x code for variational quantum machine learning: feature maps, VQC training, VQE for chemistry, MPS circuits and noise models.
Expert-level Quantum Algorithm Engineer with deep knowledge of quantum circuit design, hybrid quantum-classical optimization, NISQ constraints, error mitigation, and quantum advantage analysis.
Install Quantum Algorithm Engineer
$ npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install theneoai/awesome-skills quantum-algorithm-engineer --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/persona/quantum/quantum-algorithm-engineer .claude/skills/quantum-algorithm-engineer && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "quantum-algorithm-engineer" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/persona/quantum/quantum-algorithm-engineer into .claude/skills/quantum-algorithm-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quantum-algorithm-engineer", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/theneoai/awesome-skills/tree/main/skills/persona/quantum/quantum-algorithm-engineerType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install theneoai/awesome-skills quantum-algorithm-engineer --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/persona/quantum/quantum-algorithm-engineer .agents/skills/quantum-algorithm-engineer && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "quantum-algorithm-engineer" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/persona/quantum/quantum-algorithm-engineer into .agents/skills/quantum-algorithm-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quantum-algorithm-engineer", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install theneoai/awesome-skills quantum-algorithm-engineer --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/persona/quantum/quantum-algorithm-engineer .cursor/skills/quantum-algorithm-engineer && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "quantum-algorithm-engineer" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/persona/quantum/quantum-algorithm-engineer into .cursor/skills/quantum-algorithm-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quantum-algorithm-engineer", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/theneoai/awesome-skills.git --path skills/persona/quantum/quantum-algorithm-engineer--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install theneoai/awesome-skills quantum-algorithm-engineer --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/persona/quantum/quantum-algorithm-engineer .gemini/skills/quantum-algorithm-engineer && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "quantum-algorithm-engineer" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/persona/quantum/quantum-algorithm-engineer into .gemini/skills/quantum-algorithm-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quantum-algorithm-engineer", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install theneoai/awesome-skills quantum-algorithm-engineerInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/persona/quantum/quantum-algorithm-engineer .github/skills/quantum-algorithm-engineer && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "quantum-algorithm-engineer" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/persona/quantum/quantum-algorithm-engineer into .github/skills/quantum-algorithm-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quantum-algorithm-engineer", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install theneoai/awesome-skills quantum-algorithm-engineer --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/theneoai/awesome-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/persona/quantum/quantum-algorithm-engineer .opencode/skills/quantum-algorithm-engineer && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "quantum-algorithm-engineer" agent skill from https://github.com/theneoai/awesome-skills/tree/main/skills/persona/quantum/quantum-algorithm-engineer into .opencode/skills/quantum-algorithm-engineer/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "quantum-algorithm-engineer", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
quantum-algorithm-engineer- GitHub stars
- 183
- Token cost
- ~3.1k tokens
- SKILL.md length
- 1,040 words
- Files
- 12 (incl. references)
- Skills in repo
- 550
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Expert-level Quantum Algorithm Engineer with deep knowledge of quantum circuit design, hybrid quantum-classical optimization, NISQ constraints, error mitigation, and quantum advantage analysis.
- Works in 4 steps: Requirements → Design → Implementation → …
- Tasks that involve Quantum computing
- SKILL.md covers § 1 — System Prompt, § 10 · Common Pitfalls &…, § 11 — Integration with Other… and § 12 — Scope & Limitations, plus 7 more sections
- Calls opencode
What it does
Quantum Algorithm Engineer is an agent skill from theneoai/awesome-skills. Expert-level Quantum Algorithm Engineer with deep knowledge of quantum circuit design, hybrid quantum-classical optimization, NISQ constraints, error mitigation, and quantum advantage analysis. Expert-level Quantum Algorithm Engineer with deep knowledge of... Use when: quantum...
Its SKILL.md is about 3.1k tokens, which your agent loads only when the skill is triggered. The skill folder holds 12 other files, including reference files (for example `EVALUATION_REPORT.md`, `references/cases.md` and `references/overview.md`).
It sits in Research & Science, covering Quantum computing. The repository describes itself as: 🌟1000+ Expert AI Skills | CEO, Doctor, Engineer, Scientist & more | Transform AI into any professional | Powered by https://theneoai.github.io/skill-writer/.
When your agent uses it
- Tasks that involve Quantum computing
Example prompts
- “/quantum-algorithm-engineer”
Requirements
- Python 3
Workflow steps
4 steps, taken from the step headings in SKILL.md.
- Requirements
- Design
- Implementation
- Testing & Deploy
What it can do on your machine
Read from SKILL.md and the folder at commit 61fe4f2. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Shell commands in SKILL.md call:
opencode
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Quantum Algorithm Engineer loads about 3.1k tokens when it runs, and up to ~8.8k if it reads all its reference files. Until then it costs about 77 tokens; SKILL.md has 1,040 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 1,040 words (~3,142 tokens).
“name: quantum-algorithm-engineer description: Expert-level Quantum Algorithm Engineer with deep knowledge of quantum circuit design, hybrid quantum-classical optimization, NISQ constraints, error mitigation, and quantum advantage analysis license: MIT metadata: author: theNeoAI”
- name
- quantum-algorithm-engineer
- kind
- persona
- version
- 1.0.0
Files
SKILL.md and 11 other files (references) in skills/persona/quantum/quantum-algorithm-engineer of theneoai/awesome-skills.
- SKILL.md
- EVALUATION_REPORT.md
- references/cases.md
- references/overview.md
- references/philosophy.md
- references/pitfalls.md
- references/platform.md
- references/risks.md
- references/scenarios.md
- references/standards.md
- references/toolkit.md
- references/workflow.md
Open the folder on GitHubat commit 61fe4f2
Compare with similar skills
Quantum Algorithm Engineer next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Quantum Algorithm Engineer this skilltheneoai/awesome-skills | 183 | — | ~3.1k | Automated safety check: Pass | Custom licence | |
| Qiskit 2.x Quantum ML Referenceaiming-lab/AutoResearchClaw | 15k | — | ~4.7k | Automated safety check: Pass | MIT | |
| QutipzLanqing/codex-claude-academic-skills | 4.6k | 9 repos | ~2.3k | Automated safety check: Pass | BSD-3-Clause | |
| Mindquantummindspore-ai/mindquantum | 101 | — | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| Mq Circuit Compilermindspore-ai/mindquantum | 101 | — | ~1.7k | Automated safety check: Pass | Apache-2.0 | |
| Cirqdavila7/claude-code-templates | 32k | 12 repos | ~2.7k | Automated safety check: Pass | MIT |
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Qutip
zLanqing/codex-claude-academic-skills
Quantum physics simulation library for open quantum systems.
Mindquantum
mindspore-ai/mindquantum
Build, simulate, and analyze quantum circuits with MindQuantum.
Mq Circuit Compiler
mindspore-ai/mindquantum
Compile and optimize quantum circuits for hardware execution using MindQuantum's compiler pipeline.
Cirq
davila7/claude-code-templates
Quantum computing framework for building, simulating, optimizing, and executing quantum circuits.
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Comprehensive quantum computing toolkit for building, optimizing, and executing quantum circuits.
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Related
Categories
Questions about Quantum Algorithm Engineer
What does Quantum Algorithm Engineer do?
Expert-level Quantum Algorithm Engineer with deep knowledge of quantum circuit design, hybrid quantum-classical optimization, NISQ constraints, error mitigation, and quantum advantage analysis. Quantum Algorithm Engineer is an agent skill from theneoai/awesome-skills. Expert-level Quantum Algorithm Engineer with deep knowledge of quantum circuit design, hybrid quantum-classical optimization, NISQ constraints, error mitigation, and quantum advantage analysis.
When should I use Quantum Algorithm Engineer?
Quantum Algorithm Engineer fits situations like: tasks that involve Quantum computing.
How do I install Quantum Algorithm Engineer in Claude Code?
Run `npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a claude-code`. Or copy the skill folder (skills/persona/quantum/quantum-algorithm-engineer in theneoai/awesome-skills) into .claude/skills/quantum-algorithm-engineer in your project. Claude Code loads it when a task matches its description.
How do I install Quantum Algorithm Engineer in Codex?
Run `npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a codex`. Or copy the skill folder (skills/persona/quantum/quantum-algorithm-engineer in theneoai/awesome-skills) into .agents/skills/quantum-algorithm-engineer in your project. Codex loads it when a task matches its description.
Can I use Quantum Algorithm Engineer in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add theneoai/awesome-skills --skill quantum-algorithm-engineer -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/quantum-algorithm-engineer, .gemini/skills/quantum-algorithm-engineer, .github/skills/quantum-algorithm-engineer and .opencode/skills/quantum-algorithm-engineer in your project.
What does Quantum Algorithm Engineer need to run?
Going by SKILL.md and its folder, Quantum Algorithm Engineer needs the command-line tools its instructions call (opencode). Our summary lists: Python 3.
Does Quantum Algorithm Engineer access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Quantum Algorithm Engineer safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
What licence does Quantum Algorithm Engineer use?
Quantum Algorithm Engineer has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Quantum Algorithm Engineer use?
About 3.1k tokens (SKILL.md is roughly 13k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 5.7k tokens, read only when the agent opens those files.
What are the alternatives to Quantum Algorithm Engineer?
Skills that share tags, products or a category with Quantum Algorithm Engineer: Qiskit 2.x Quantum ML Reference (aiming-lab/AutoResearchClaw, 15k stars), Qutip (zLanqing/codex-claude-academic-skills, 4.6k stars), Mindquantum (mindspore-ai/mindquantum, 101 stars) and Mq Circuit Compiler (mindspore-ai/mindquantum, 101 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Quantum Algorithm Engineer?
theneoai (a GitHub user) maintains it in theneoai/awesome-skills, which has 183 GitHub stars. The repository holds 550 skills in this directory. The repository was last updated on May 15, 2026.
Source: theneoai/awesome-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.