### Run Examples Server

Source: https://deepwiki.com/axios/axios/7.2-contributing-and-release-process

Starts an HTTP server for running examples on localhost:3000. Ensure you have the project dependencies installed.

```bash
npm run examples
# Open http://127.0.0.1:3000

```

--------------------------------

### Local Development Setup

Source: https://deepwiki.com/kamranahmedse/developer-roadmap/8-community-and-contributions

Installs the project dependencies and starts the development server. Uses a dummy editor package during development.

```bash
git clone git@github.com:kamranahmedse/developer-roadmap.git --depth 1
cd developer-roadmap
pnpm add @roadmapsh/editor@npm:@roadmapsh/dummy-editor -w
pnpm install
pnpm dev
```

--------------------------------

### Development Workflow Example

Source: https://deepwiki.com/storybookjs/storybook/9-development-workflow

This example demonstrates a typical development session, starting from the repository root, installing dependencies, starting the development server, and making changes to a core package.

```bash
# 1. Start from the repository root
cd storybook

# 2. Install dependencies (first time only)
yarn i

# 3. Start development with React + Vite template
yarn start
# This runs: yarn task --task dev --template react-vite/default-ts --start-from=install

# Behind the scenes:
# - Starts Verdaccio registry at localhost:4873
# - Builds all packages in code/
# - Publishes packages to Verdaccio
# - Creates sandbox in sandbox/react-vite-default-ts/
# - Installs dependencies using Verdaccio
# - Starts Storybook dev server
# - Opens browser to http://localhost:6006

# 4. Make changes to core package
# Edit: code/core/src/preview-api/index.ts
```

--------------------------------

### Setup Development Container

Source: https://deepwiki.com/langflow-ai/langflow/2.3-makefile-commands

Prepares the environment for containerized development by installing dependencies and starting the application.

```bash
make setup_devcontainer
```

--------------------------------

### Start Strapi Example Application

Source: https://deepwiki.com/strapi/strapi/10.1-development-workflow

Starts the 'getstarted' example application, which includes sample content types for testing framework changes. This is useful for application-level testing.

```bash
cd ./examples/getstarted
yarn develop
```

--------------------------------

### Local Development Setup Commands

Source: https://deepwiki.com/ChatGPTNextWeb/NextChat/2-getting-started

Use these commands to clone the repository, install dependencies, configure environment variables, and start the development server for local development.

```bash
git clone https://github.com/ChatGPTNextWeb/NextChat
cd NextChat
yarn install
 
# Configure environment
echo "OPENAI_API_KEY=sk-xxxx" > .env.local
echo "CODE=your-password" >> .env.local
 
# Start development server (runs concurrently mask:watch and next dev)
yarn dev
```

--------------------------------

### Initial Setup Workflow with Docker Compose

Source: https://deepwiki.com/jackfrued/Python-100-Days/9.3-containerization-with-docker

Guides through the initial setup process for a Django project using Docker Compose, including starting services, running migrations, creating a superuser, and collecting static files.

```bash
# Start all services
docker-compose up -d

# Run migrations
docker-compose exec web python manage.py migrate

# Create superuser
docker-compose exec web python manage.py createsuperuser

# Collect static files
docker-compose exec web python manage.py collectstatic --noinput
```

--------------------------------

### Setup and Run Ollama Integration Tests

Source: https://deepwiki.com/meilisearch/meilisearch/9.4-testing-framework

Install Ollama, start the server, pull necessary models, and then run the integration tests with the Ollama server configured.

```bash
curl -fsSL https://ollama.com/install.sh | sh
ollama serve &
ollama pull nomic-embed-text
ollama pull all-minilm

export MEILI_TEST_OLLAMA_SERVER="http://localhost:11434"
cargo test --locked -p meilisearch --features test-ollama ollama
```

--------------------------------

### Install Dependencies and Start Website

Source: https://deepwiki.com/h5bp/Front-end-Developer-Interview-Questions/6-community-and-contribution

Use these npm commands to install project dependencies and start the local development server for previewing changes. The website will be available at http://localhost:9090.

```bash
# Install dependencies
npm install

# Run the website and watch for changes (http://localhost:9090)
npm start
```

--------------------------------

### Install and Run Frontend

Source: https://deepwiki.com/abi/screenshot-to-code/2-getting-started

Commands to install dependencies and start the React development server.

```bash
# Navigate to frontend directory
cd frontend
 
# Install dependencies
yarn
 
# Start development server
yarn dev
```

--------------------------------

### Quick Installation and Server Start

Source: https://deepwiki.com/langflow-ai/langflow/1-overview

Standard commands to install Langflow dependencies and launch the server.

```bash
# Install Langflow with all dependencies
uv pip install langflow
 
# Start the server
uv run langflow run
 
# Access at http://127.0.0.1:7860
```

--------------------------------

### Install Local Ollama Setup

Source: https://deepwiki.com/zylon-ai/private-gpt/2-installation-and-setup

Install the necessary components for a local setup using Ollama and Qdrant.

```bash
poetry install --extras "ui llms-ollama embeddings-ollama vector-stores-qdrant"
```

--------------------------------

### Clone and start development environment

Source: https://deepwiki.com/hakimel/reveal.js/1.1-getting-started

Use these commands to clone the repository, install dependencies, and start the local development server.

```bash
git clone https://github.com/hakimel/reveal.js.git
cd reveal.js
npm install
npm start
```

--------------------------------

### Install and Run vLLM

Source: https://deepwiki.com/openai/openai-cookbook/9-platform-integration

Install vLLM with GPT-OSS support and start the server. This is for high-throughput inference.

```bash
uv pip install --pre vllm==0.10.1+gptoss     --extra-index-url https://wheels.vllm.ai/gpt-oss/     --extra-index-url https://download.pytorch.org/whl/nightly/cu128

vllm serve openai/gpt-oss-20b
```

--------------------------------

### Start API Server

Source: https://deepwiki.com/firecrawl/firecrawl/13-development-and-operations

Install dependencies and start the API server and worker processes.

```bash
cd apps/api
pnpm install
pnpm start
```

--------------------------------

### Install and Run Backend

Source: https://deepwiki.com/abi/screenshot-to-code/2-getting-started

Commands to configure the environment, install dependencies via Poetry, and start the FastAPI server.

```bash
# Navigate to backend directory
cd backend
 
# Create environment file with API keys
echo "OPENAI_API_KEY=sk-your-key" > .env
echo "ANTHROPIC_API_KEY=your-key" >> .env
 
# Install Poetry if not already installed
pip install --upgrade poetry
 
# Install dependencies
poetry install
 
# Activate virtual environment
poetry shell
 
# Start the FastAPI server
poetry run uvicorn main:app --reload --port 7001
```

--------------------------------

### Default Netdata Kickstart Installation

Source: https://deepwiki.com/netdata/netdata

Installs Netdata using the default kickstart script. This is the most common method for quick setup.

```bash
wget -O /tmp/netdata-kickstart.sh https://get.netdata.cloud/kickstart.sh && sh /tmp/netdata-kickstart.sh
```

--------------------------------

### Start Test Server Example

Source: https://deepwiki.com/minio/minio/6.2-testing-infrastructure

Demonstrates how to start a test server for a specific backend type and defer its cleanup. Use this to set up a MinIO instance for integration tests.

```go
// Start a test server
testServer := StartTestServer(t, "Erasure")
defer testServer.Stop()
 
// Use the server
client := testServer.Server.Client()
// ... make HTTP requests ...

```

--------------------------------

### Tauri Setup Hook Example

Source: https://deepwiki.com/tauri-apps/tauri/2.2-application-lifecycle-%28app-and-apphandle%29

Example of a setup hook used to register plugins, manage state, and create windows before the event loop starts. This hook runs once during application initialization.

```rust
builder.setup(move |app| {
    // Register plugins
    handle.plugin(menu_plugin::init())?;
    
    // Manage state
    app.manage(AppMenu::<R>(Default::default()));
    
    // Create windows
    let webview = WebviewWindowBuilder::new(app, "main", WebviewUrl::default())
        .on_document_title_changed(|_window, title| {
            println!("document title changed: {title}");
        })
        .build()?;
    
    Ok(())
})
```

--------------------------------

### First-Time Setup Commands

Source: https://deepwiki.com/realworld-apps/realworld/5-build-system-and-workflows

Commands to initialize the repository and prepare the API and documentation environments.

```bash
# Clone repository
git clone https://github.com/realworld-apps/realworld.git
cd realworld
 
# Setup API
make reference-implementation-setup
 
# Setup documentation
make documentation-setup
```

--------------------------------

### Clone and Setup Repository

Source: https://deepwiki.com/ageitgey/face_recognition/6-development-and-contributing

Initial steps to clone the repository and prepare the local development environment.

```bash
git clone git@github.com:your_name_here/face_recognition.git
cd face_recognition/
```

--------------------------------

### Initialize and Run Development Environment

Source: https://deepwiki.com/dair-ai/Prompt-Engineering-Guide/1-overview

Install dependencies and start the local development server.

```bash
pnpm i next react react-dom nextra nextra-theme-docs
pnpm dev  # Starts on localhost:3000
```

--------------------------------

### Run the setup script

Source: https://deepwiki.com/webpack/webpack/9.3-cicd-pipeline-and-automation

Prepares the development environment by creating necessary symlinks.

```bash
yarn setup
```

--------------------------------

### Start Development Server

Source: https://deepwiki.com/facebook/docusaurus/1.1-monorepo-and-package-system

Launches the documentation site in development mode.

```bash
yarn workspace website start
```

--------------------------------

### Initial Repository Setup

Source: https://deepwiki.com/linshenkx/prompt-optimizer/1.4-development-workflow-and-build-system

Commands to install the required package manager, clone the repository, and build the core and UI packages.

```bash
# Install pnpm globally (if not already installed)
npm install -g pnpm@10.6.1
 
# Clone repository
git clone https://github.com/linshenkx/prompt-optimizer.git
cd prompt-optimizer
 
# Install all dependencies
pnpm install
 
# Build core and UI packages (required before development)
pnpm run build:core
pnpm run build:ui
```

--------------------------------

### Robust Docker and CI Environment Setup with NVM

Source: https://deepwiki.com/nvm-sh/nvm/5-advanced-topics

A Dockerfile example demonstrating how to install NVM, Node.js, and configure the environment for CI/CD jobs. It sets an ENTRYPOINT to reload the NVM environment.

```dockerfile
FROM ubuntu:latest
ARG NODE_VERSION=20
 
# install curl
RUN apt update && apt install curl -y
 
# install nvm
RUN curl -o- https://raw.githubusercontent.com/nvm-sh/nvm/v0.40.2/install.sh | bash
 
# set env
ENV NVM_DIR=/root/.nvm
 
# install node
RUN bash -c "source $NVM_DIR/nvm.sh && nvm install $NODE_VERSION"
 
# set ENTRYPOINT for reloading nvm-environment
ENTRYPOINT ["bash", "-c", "source $NVM_DIR/nvm.sh && exec \"$@\"", "--"]
 
# set cmd to bash
CMD ["/bin/bash"]
```

--------------------------------

### Example Deployment Configurations

Source: https://deepwiki.com/usememos/memos/2.1-application-architecture

Demonstrates various command-line arguments for deploying the application with different database backends and network configurations.

```bash
./memos --port 5230 --data ~/.memos
```

```bash
./memos --driver mysql --dsn "user:password@tcp(localhost:3306)/memos"
```

```bash
./memos --driver postgres --dsn "postgres://user:pass@/memos?host=/var/run/postgresql"
```

```bash
./memos --unix-socket /var/run/memos.sock
```

--------------------------------

### Clone and Setup Development Environment

Source: https://deepwiki.com/typicode/json-server/6-development

Initial steps to clone the repository and prepare the local development environment.

```bash
git clone https://github.com/typicode/json-server.git
cd json-server
```

--------------------------------

### Get Installation Endpoints Documentation

Source: https://deepwiki.com/OpenHands/OpenHands/12-external-integrations

Documentation for the GET /api/user/installations endpoint, which retrieves provider-specific installations like GitHub App installations, Bitbucket workspaces, or Azure DevOps organizations.

```http
GET /api/user/installations
```

--------------------------------

### Run Complete Setup Process

Source: https://deepwiki.com/realworld-apps/realworld/3.5-running-locally

Execute all setup phases sequentially using the Makefile. This includes installing dependencies, preparing the Nitro framework, and generating the Prisma client and database.

```bash
make reference-implementation-setup
```

--------------------------------

### Install Crawl4AI and Run Setup

Source: https://deepwiki.com/unclecode/crawl4ai/1.1-installation-and-setup

Installs the async version of Crawl4AI using Playwright and then runs the setup script to initialize the environment.

```bash
pip install crawl4ai
crawl4ai-setup
```

--------------------------------

### Start a Systemd Service

Source: https://deepwiki.com/bregman-arie/devops-exercises/2-linux-and-operating-systems

Use 'systemctl start' to start a systemd service. This example starts the 'nginx' service.

```bash
systemctl start nginx
```

--------------------------------

### Initial Setup and Execution

Source: https://deepwiki.com/realworld-apps/realworld/3.5-running-locally

Commands to initialize the project and start the development server for Postman testing.

```makefile
# Complete setup
make reference-implementation-setup
 
# Start development server
make reference-implementation-run-for-postman
```

--------------------------------

### Test ManimGL Installation

Source: https://deepwiki.com/3b1b/manim/1.1-installation-and-setup

After installing ManimGL, especially for development, test the installation by rendering an example scene. This confirms that the installation is functional.

```bash
manimgl example_scenes.py OpeningManimExample
# or
manim-render example_scenes.py OpeningManimExample
```

--------------------------------

### Setup Environment with uv

Source: https://deepwiki.com/rasbt/LLMs-from-scratch/8-development-infrastructure

Recommended fast installation method using uv for dependency management and virtual environment creation.

```bash
curl -LsSf https://astral.sh/uv/install.sh | sh
uv sync --dev  # Installs dependencies from pyproject.toml
source .venv/bin/activate
```

--------------------------------

### Install and Start Docusaurus Development Server

Source: https://deepwiki.com/langflow-ai/langflow/9-documentation-system

Commands to install dependencies and start the Docusaurus development server locally. This enables hot reloading for immediate feedback on changes.

```bash
cd docs
npm install
npm run start
```

--------------------------------

### Example Configuration File

Source: https://deepwiki.com/sharkdp/bat/7-configuration-system

A sample configuration file demonstrating how to set themes, styles, and pager options using command-line flags.

```text
# Set the theme to "Sublime Snazzy"
--theme="Sublime Snazzy"

# Always show line numbers and Git modifications
--style=numbers,changes

# Use a custom pager
--pager="less --RAW-CONTROL-CHARS --quit-if-one-screen"
```

--------------------------------

### Developer Setup Commands

Source: https://deepwiki.com/linshenkx/prompt-optimizer/1-overview

Initial commands to clone and start the development server.

```bash
git clone https://github.com/linshenkx/prompt-optimizer.git
cd prompt-optimizer
pnpm install
cp env.local.example .env.local
# Edit .env.local with your API keys
pnpm dev  # Starts web dev server at http://localhost:5173
```

--------------------------------

### Corporate Network Setup Example

Source: https://deepwiki.com/gin-gonic/gin/10.1-client-ip-and-trusted-proxies

Example configuration for a corporate network setup. It trusts a specific subnet and enables forwarding of client IP. The client IP is retrieved in a handler.

```go
engine := gin.New()
engine.SetTrustedProxies([]string{"10.0.1.0/24"})
engine.ForwardedByClientIP = true
engine.RemoteIPHeaders = []string{"X-Forwarded-For"}

// In handler:
clientIP := c.ClientIP() // Returns "203.0.113.5"
```

--------------------------------

### Install Editable Packages and Start Flask Dev Server

Source: https://deepwiki.com/apache/superset/5.1-docker-compose-development

Installs Superset core and the main application in editable mode, then starts the Flask development server with hot reloading enabled.

```bash
# Reinstall editable packages if DEV_MODE=true
uv pip install -e /app/superset-core
uv pip install -e .

# Start Flask development server
flask run -p 8088 --reload --debugger --without-threads --host=0.0.0.0
```

--------------------------------

### Development Quick Start Commands

Source: https://deepwiki.com/fatedier/frp/9-development-and-deployment

Standard commands for cloning the repository, building assets, and running tests.

```bash
# Clone repository
git clone https://github.com/fatedier/frp.git
cd frp
 
# Build web assets
make web
 
# Build binaries
make build
 
# Run tests
make test
 
# Run E2E tests
make e2e
```

--------------------------------

### Initialize Development Environment

Source: https://deepwiki.com/microsoft/autogen/8.1-python-workspace

Steps to clone the repository, install dependencies, and set up the virtual environment.

```bash
# Clone repository
git clone https://github.com/microsoft/autogen.git
cd autogen/python
 
# Install uv (if not using DevContainer)
curl -LsSf https://astral.sh/uv/install.sh | sh
 
# Sync dependencies
uv sync --locked --all-extras
 
# Activate virtual environment
source .venv/bin/activate
```

--------------------------------

### Skip VS Components Setup - PowerToys

Source: https://deepwiki.com/microsoft/PowerToys/7-development-guide

Run the setup script while skipping the Visual Studio component installation step. Useful if VS components are already installed or managed separately.

```powershell
.\tools\build\setup-dev-environment.ps1 -SkipVSComponents
```

--------------------------------

### Development Environment Setup

Source: https://deepwiki.com/langflow-ai/langflow/1-overview

Commands to clone the repository, initialize dependencies, and start the development server with hot reload.

```bash
# Clone repository
git clone https://github.com/langflow-ai/langflow.git
cd langflow
 
# Install all dependencies and build frontend
make init
 
# Run with hot reload
make run_cli
```

--------------------------------

### Windows Installer Creation

Source: https://deepwiki.com/ollama/ollama/8.6-release-process

Creates the installer package using the Inno Setup compiler.

```bash
ISCC.exe app/ollama.iss
```

--------------------------------

### Start the development server

Source: https://deepwiki.com/facebook/create-react-app/1.2-user-workflow

Navigate to the project directory and launch the local development server.

```bash
cd my-app
npm start
```

--------------------------------

### Non-Docker Node.js Installation

Source: https://deepwiki.com/louislam/uptime-kuma/1.1-installation-and-deployment

Steps to clone the repository, install dependencies, and start the server manually.

```bash
# Clone repository
git clone https://github.com/louislam/uptime-kuma.git
cd uptime-kuma
 
# Install dependencies
npm ci --omit=dev
 
# Start the server
node server/server.js
```

--------------------------------

### Setup Build Environment

Source: https://deepwiki.com/animate-css/animate.css/3.1-custom-builds

Commands to clone the repository and install necessary dependencies for custom builds.

```bash
git clone https://github.com/animate-css/animate.css.git
cd animate.css
npm install
```

--------------------------------

### Tool-Specific Installation Commands

Source: https://deepwiki.com/msitarzewski/agency-agents/2.1-installation

Examples of installing specific tools using the --tool flag.

```bash
# Install to Claude Code
./scripts/install.sh --tool claude-code
 
# Install to Cursor (project-scoped)
cd /your/project
./scripts/install.sh --tool cursor
 
# Install to Antigravity
./scripts/install.sh --tool antigravity
```

--------------------------------

### Verify SDK Installation

Source: https://deepwiki.com/anthropics/anthropic-sdk-python/2-installation-and-setup

Check the installed version of the Anthropic SDK to confirm successful setup.

```python
import anthropic
print(anthropic.__version__)
```

--------------------------------

### Setup Development Environment

Source: https://deepwiki.com/docling-project/docling/10-development-and-testing

Commands to clone the repository, install dependencies, and configure pre-commit hooks.

```bash
# Clone repository and install all dependencies
uv sync --frozen --all-extras
 
# Install system dependencies (Ubuntu/Debian) for OCR and document handling
sudo apt-get install -y ffmpeg tesseract-ocr tesseract-ocr-eng \
  tesseract-ocr-fra tesseract-ocr-deu tesseract-ocr-spa \
  libleptonica-dev libtesseract-dev libreoffice pkg-config
 
# Install pre-commit hooks for linting and type checking
uv run pre-commit install
```

--------------------------------

### Start JSON Server Globally

Source: https://deepwiki.com/typicode/json-server/2-getting-started

If installed globally, start the JSON Server directly from the command line.

```bash
json-server db.json
```

--------------------------------

### Specify HTTP Method (GET)

Source: https://deepwiki.com/spring-projects/spring-framework/4.3-webclient-reactive-http-client

Initiates a GET request. This is a common starting point for fetching resources.

```java
webClient.get()
```

--------------------------------

### Execute Quick Start Workflow

Source: https://deepwiki.com/msitarzewski/agency-agents/2-getting-started

Run the conversion and installation scripts sequentially to set up agents for detected tools.

```bash
# Step 1: Generate integration files
./scripts/convert.sh
 
# Step 2: Install (auto-detects your tools)
./scripts/install.sh
```

--------------------------------

### Mici Setup Script Snippet

Source: https://deepwiki.com/commaai/openpilot/8-glossary

Handles initial device setup and software installation for comma hardware.

```Python
import mici_setup

mici_setup.install_software()
```

--------------------------------

### Contribution Setup Instructions

Source: https://deepwiki.com/doocs/advanced-java/7-development-and-tooling

Instructions for setting up a local development environment for contributing to the repository. Requires Node.js.

```bash
# Install dependencies
npm install

# Start a local development server for previewing changes
npm run docs:dev

# Build the static site for production deployment
npm run docs:build

# Serve the built site locally for testing
npm run docs:preview

```

--------------------------------

### Install Embedding Dependencies with Poetry

Source: https://deepwiki.com/zylon-ai/private-gpt/3.2-embedding-component

Install specific embedding provider dependencies using Poetry extras. For example, to install HuggingFace embeddings, use `poetry install --extras embeddings-huggingface`.

```bash
poetry install --extras embeddings-huggingface
```

```bash
poetry install --extras embeddings-openai
```

```bash
poetry install --extras embeddings-ollama
```

--------------------------------

### Setup Using npm Scripts

Source: https://deepwiki.com/realworld-apps/realworld/3.5-running-locally

Perform the setup process by directly using npm scripts. This involves navigating to the API directory and running install, prepare, and db:generate commands.

```bash
cd apps/api

# Phase 1: Install dependencies
npm install

# Phase 2: Prepare Nitro
npm run prepare

# Phase 3: Generate Prisma client
npm run db:generate
```

--------------------------------

### README.md Entry Format Example

Source: https://deepwiki.com/codecrafters-io/build-your-own-x/3-contributing-to-the-repository

Example of how a tutorial entry should be formatted in the README.md file, including file reference, URL, and path.

```markdown
* <FileRef file-url="https://github.com/codecrafters-io/build-your-own-x/blob/76d1a261/**Language**#LNaN-LNaN" NaN  file-path="**Language**">Hii</FileRef>


```

```markdown
* <FileRef file-url="https://github.com/codecrafters-io/build-your-own-x/blob/76d1a261/**C++**#LNaN-LNaN" NaN  file-path="**C++**">Hii</FileRef>


```

--------------------------------

### Install Dependencies with Yarn

Source: https://deepwiki.com/reduxjs/redux/10-example-applications

Use this command to install project dependencies using Yarn. Ensure you are in the example directory.

```bash
yarn install
```

--------------------------------

### Local Development Initial Setup

Source: https://deepwiki.com/kamranahmedse/developer-roadmap/8.1-contribution-workflows

Clone the repository and install dependencies for local development. Use the dummy editor package to avoid a full editor build.

```bash
git clone git@github.com:kamranahmedse/developer-roadmap.git --depth 1
cd developer-roadmap

pnpm add @roadmapsh/editor@npm:@roadmapsh/dummy-editor -w

pnpm install
```

--------------------------------

### Start Multiple Workers

Source: https://deepwiki.com/celery/celery/9.4-multi-worker-management

Examples of starting worker groups using numeric ranges or specific node names.

```bash
# Start 3 workers named celery1@host, celery2@host, celery3@host
celery multi start 3 -c 3
 
# Start named workers
celery multi start image video data -c 3
```