Chalk Labs
Need help deploying cirq?
Chalk Labs sets up agents like this inside real teams: connected to your tools, tested on your data, with a human in the loop where it matters.
Install
Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.
npx agentmarket install skill/mkurman-cirq
Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.
Get the weekly diff
The weekly diff: one email a week with new agent tools, notable updates and grade changes, plus security alerts for tools you follow. Double opt-in, one-click unsubscribe.
About
Use cases: design, ml, research
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions: not checked yet.
What's inside
- Skill name
cirq- Description
- Google quantum computing framework. Use when targeting Google Quantum AI hardware, designing noise-aware circuits, or running quantum characterization experiments. Best for Google hardware, noise modeling, and low-level circuit design. For IBM hardware use qiskit; for quantum ML with autodiff use pennylane; for physics simulations use qutip.
- License
- MIT
- Metadata
- skill-author: K-Dense Inc.
- Instructions
- 338 lines in SKILL.md · view on GitHub
Files (7)
- SKILL.md
- building.md · references/
- experiments.md · references/
- hardware.md · references/
- noise.md · references/
- simulation.md · references/
- transformation.md · references/
SKILL.md (first lines)
# Cirq - Quantum Computing with Python
Cirq is Google Quantum AI's open-source framework for designing, simulating, and running quantum circuits on quantum computers and simulators.
## Installation
```bash
uv pip install cirq
```
For hardware integration:
```bash
# Google Quantum Engine
uv pip install cirq-google
# IonQ
uv pip install cirq-ionq
# AQT (Alpine Quantum Technologies)
uv pip install cirq-aqt
# Pasqal
uv pip install cirq-pasqal
# Azure Quantum
uv pip install azure-quantum cirq
```
## Quick Start
### Basic Circuit
```python
import cirq
import numpy as np
# Create qubits
q0, q1 = cirq.LineQubit.range(2)
# Build circuit
circuit = cirq.Circuit(
cirq.H(q0), # Hadamard on q0
cirq.CNOT(q0, q1), # CNOT with q0 control, q1 target
cirq.measure(q0, q1, key='result')
)
print(circuit)
# Simulate
simulator = cirq.Simulator()
result = simulator.run(circuit, repetitions=1000)
# Display results
print(result.histogram(key='result'))
```
### Parameterized Circuit
```python
import sympy
# Define symbolic parameter
theta = sympy.Symbol('theta')
# Create parameterized circuit
circuit = cirq.Circuit(
cirq.ry(theta)(q0),
cirq.measure(q0, key='m')
)
# Sweep over parameter values
sweep = cirq.Linspace('theta', start=0, stop=2*np.pi, length=20)
results = simulator.run_sweep(circuit, params=sweep, repetitions=1000)
# Process results
for params, result in zip(sweep, results):
theta_val = params['theta']
counts = result.histogram(key='m')
print(f"θ={theta_val:.2f}: {counts}")
```
## Core Capabilities
### Circuit Building
For comprehensive information about building quantum circuits, including qubits, gates, operations, custom gates, and circuit patterns, see:
- **[references/building.md](references/building.md)** - Complete guide to circuit construction
Common topics:
- Qubit types (GridQubit, LineQubit, NamedQubit)
- Single and two-qubit gates
- Parameterized gates and operations
- Custom gate decomposition
- Circuit organization with moments
- Standard circuit patterns (Bell states, GHZ, QFT)
- Import/export (OpenQASM, JSON)
- Working with qudits and observables
### Simulation
For detailed information about simulating quantum circuits, including exact simulation, noisy simulation, parameter sweeps, and the Quantum Virtual Machine, see:
- **[references/simulation.md](references/simulation.md)** - Complete guide to quantum simulation
Common topics:
- Exact simulation (state vector, density matrix)
- Sampling and measurements
- Parameter sweeps (single and multiple parameters)
- Noisy simulation
- State histograms and visualization
- Quantum Virtual Machine (QVM)
- Expectation values and observables
- Performance optimization
### Circuit Transformation
For information about optimizing, compiling, and manipulating quantum circuits, see:
- **[references/transformation.md](references/transformation.md)** - Complete guide to circuit transformations
Common topics:
- Transformer framework
- Gate decomposition
- Circuit optimization (merge gates, eject Z gates, drop negligible operations)From mkurman/zorai, MIT.
More from mkurman/zorai
- 0.798score
best-practices
web-quality-skills
Apply modern web development best practices for security, compatibility, and code quality.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
video-analyzer
mkurman
Use this skill when analyzing existing video files using FFmpeg and AI vision, extracting frames for design system generation, detecting scene boundaries…
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
internal-docs
mkurman
Use this skill when writing, reviewing, or improving internal engineering documents - RFCs, design docs, post-mortems, runbooks, and knowledge base articles.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
proposal-writing
mkurman
Use this skill when writing proposals, responding to RFPs, drafting SOWs, or developing pricing strategies.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
budgeting-planning
mkurman
Use this skill when building budgets, conducting variance analysis, implementing rolling forecasts, or allocating costs.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
create-workflow
mkurman
Conversational guide for creating valid YAML workflow definitions.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
product-strategy
mkurman
Use this skill when defining product vision, building roadmaps, prioritizing features, or choosing frameworks like RICE, ICE, or MoSCoW.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
brand-strategy
mkurman
Use this skill when defining brand positioning, voice and tone guidelines, brand architecture, or storytelling frameworks.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
social-media-strategy
mkurman
Use this skill when planning social media strategy, creating platform-specific content, scheduling posts, or analyzing engagement metrics.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
compensation-strategy
mkurman
Use this skill when benchmarking compensation, designing equity plans, building leveling frameworks, or structuring total rewards.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
account-management
mkurman
Use this skill when managing key accounts, planning expansions, running QBRs, or mapping stakeholders.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
video-audio-design
mkurman
Use this skill when adding audio to programmatic videos - generating narration with ElevenLabs TTS, sourcing royalty-free background music, creating SFX with…
SkillAFreshness: A★ 325Claude Code +9
Signals
- Stars
- 325
- Forks
- 24
- Open issues
- 0
- Last commit (this folder)
- May 4, 2026 (6 months ago)
- Last release
- Oct 23, 2026 (8 days ago)
From GitHub (fetched Oct 24, 2026).
Details
- License
- MIT
- Repository
- github.com/mkurman/zorai
- Website
- zorai.app/
- First seen
- Oct 24, 2026
- Last checked
- Oct 24, 2026
- Source
- GitHubgithub-graphql
Same skill elsewhere
Copies of this SKILL.md published by others; search shows only one of them.
- 0.699score
cirq
K-Dense-AI
Google quantum computing framework.
SkillAFreshness: A★ 54.4KClaude Code +9 - 0.334score
cirq
LUNARTECH-X
Google quantum computing framework.
SkillCFreshness: C★ 17Claude Code +9 - 0.327score
cirq
tassiovale
Google quantum computing framework.
SkillCFreshness: C★ 12Claude Code +9 - 0.320score
cirq
shushuzn
Google quantum computing framework.
SkillCFreshness: C★ 5Claude Code +9 - 0.302score
cirq
Zaoqu-Liu
Google quantum computing framework.
SkillDFreshness: D★ 60Claude Code +9 - 0.269score
cirq
lamm-mit
Google quantum computing framework.
SkillCFreshness: C★ 250Claude Code +9 - 0.236score
cirq
agent-skills-hub
Google quantum computing framework.
SkillDFreshness: D★ 123Claude Code +9
More from mkurman
- 0.597score
compensation-strategy
mkurman
Use this skill when benchmarking compensation, designing equity plans, building leveling frameworks, or structuring total rewards.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
account-management
mkurman
Use this skill when managing key accounts, planning expansions, running QBRs, or mapping stakeholders.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
brand-strategy
mkurman
Use this skill when defining brand positioning, voice and tone guidelines, brand architecture, or storytelling frameworks.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
budgeting-planning
mkurman
Use this skill when building budgets, conducting variance analysis, implementing rolling forecasts, or allocating costs.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
create-workflow
mkurman
Conversational guide for creating valid YAML workflow definitions.
SkillAFreshness: A★ 325Claude Code +9 - 0.597score
internal-docs
mkurman
Use this skill when writing, reviewing, or improving internal engineering documents - RFCs, design docs, post-mortems, runbooks, and knowledge base articles.
SkillAFreshness: A★ 325Claude Code +9
Done for you
Rather not set it up yourself?
Chalk Labs scopes, builds and runs agents for your team: the task audit, the eval harness, the integrations and the weekly ops report. Fixed scope, priced before we start.
See how we build AI agents →Read the case studies
Chalk Labs is a two-founder AI and growth studio. We build AI agents, CRMs and MVPs for Web3 and AI companies, and have shipped 50+ product and token launches.
- launches shipped
- 50+
- launches shipped
- media placements
- 500+
- media placements
- founders on every account
- 2
- founders on every account
Press we've placed: Forbes · CoinDesk · Decrypt · Cointelegraph · The Block
Rahil Jain, Co-founder, Chalk Labs. Ex-Goldman Sachs engineer. You talk to the person who builds it.
Get cirq running in your business
Tell us what you want to automate. A founder replies within one working day with a plan, not a pitch deck.
Cite this page
cirq skill. Agent Mart. https://agentmart.dev/skills/mkurman-cirq (last updated 2026-10-24)