# Examples

For more examples, visit our [examples repository](https://github.com/VoltAgent/voltagent/tree/main/examples).

- **[Airtable Agent](https://voltagent.dev/examples/guides/airtable-agent)** - React to new records and write updates back into Airtable with VoltOps actions.
- **[Slack Agent](https://voltagent.dev/examples/guides/slack-agent)** - Respond to channel messages and reply via VoltOps Slack actions.
- **[ChatGPT App With VoltAgent](https://voltagent.dev/examples/agents/chatgpt-app)** - Deploy VoltAgent over MCP and connect to ChatGPT Apps.
- **[WhatsApp Order Agent](https://voltagent.dev/examples/agents/whatsapp-ai-agent)** - Build a WhatsApp chatbot that handles food orders through natural conversation. ([Source](https://github.com/VoltAgent/voltagent/tree/main/examples/with-whatsapp))
- **[YouTube to Blog Agent](https://voltagent.dev/examples/agents/youtube-blog-agent)** - Convert YouTube videos into Markdown blog posts using a supervisor agent with MCP tools. ([Source](https://github.com/VoltAgent/voltagent/tree/main/examples/with-youtube-to-blog))
- **[AI Ads Generator Agent](https://voltagent.dev/examples/agents/ai-instagram-ad-agent)** - Generate Instagram ads using BrowserBase Stagehand and Google Gemini AI. ([Source](https://github.com/VoltAgent/voltagent/tree/main/examples/with-ad-creator))
- **[AI Recipe Generator Agent](https://voltagent.dev/examples/agents/recipe-generator)** - Create personalized cooking suggestions based on ingredients and preferences. ([Source](https://github.com/VoltAgent/voltagent/tree/main/examples/with-recipe-generator) | [Video](https://youtu.be/KjV1c6AhlfY))
- **[AI Research Assistant Agent](https://voltagent.dev/examples/agents/research-assistant)** - Multi-agent research workflow for generating comprehensive reports. ([Source](https://github.com/VoltAgent/voltagent/tree/main/examples/with-research-assistant) | [Video](https://youtu.be/j6KAUaoZMy4))

## VoltOps Console: LLM Observability - Automation - Deployment

VoltOps Console is the platform side of VoltAgent, providing observability, automation, and deployment so you can monitor and debug agents in production with real-time execution traces, performance metrics, and visual dashboards.

🎬 [Try Live Demo](https://console.voltagent.dev/demo)

📖 [VoltOps Documentation](https://voltagent.dev/voltops-llm-observability-docs/)

🚀 [VoltOps Platform](https://voltagent.dev/voltops-llm-observability/)

### Observability & Tracing

Deep dive into agent execution flow with detailed traces and performance metrics.

![Source image](https://github.com/user-attachments/assets/21c6d05d-f333-4c61-9218-8862d16110fd)

### Dashboard

Get a comprehensive overview of all your agents, workflows, and system performance metrics.

![Source image](https://github.com/user-attachments/assets/c88a5543-219e-4cf0-8f41-14a68ca297fb)

### Logs

Track detailed execution logs for every agent interaction and workflow step.

![VoltOps Logs](https://cdn.voltagent.dev/console/logs.png)

### Memory Management

Inspect and manage agent memory, context, and conversation history.

![VoltOps Memory Overview](https://cdn.voltagent.dev/console/memory.png)

### Traces

Analyze complete execution traces to understand agent behavior and optimize performance.

![VoltOps Traces](https://cdn.voltagent.dev/console/traces.png)

### Prompt Builder

Design, test, and refine prompts directly in the console.

![Source image](https://github.com/user-attachments/assets/fb6d71eb-8f81-4443-a494-08c33ec9bcc4)

### Deployment

Deploy your agents to production with one-click GitHub integration and managed infrastructure.

![Source image](https://github.com/user-attachments/assets/e329ab4b-7464-435a-96cc-90214e8a3cfa)

📖 [VoltOps Deploy Documentation](https://voltagent.dev/docs/deployment/voltops/)

### Triggers & Actions

Automate agent workflows with webhooks, schedules, and custom triggers to react to external events.

![Source image](https://github.com/user-attachments/assets/67e36934-2eb5-4cf1-94f8-3057d805ef65)

### Monitoring

Monitor agent health, performance metrics, and resource usage across your entire system.

![Source image](https://github.com/user-attachments/assets/1fd1151f-5ee4-4c7c-8ec7-29874e37c48f)

### Guardrails

Set up safety boundaries and content filters to ensure agents operate within defined parameters.

![Source image](https://github.com/user-attachments/assets/52bd51f0-944e-4202-9f54-7bb2e0e2d1f6)

### Evals

Run evaluation suites to test agent behavior, accuracy, and performance against benchmarks.

![Source image](https://github.com/user-attachments/assets/510cc180-2661-4973-a48f-074d4703d90b)

### RAG (Knowledge Base)

Connect your agents to knowledge sources with built-in retrieval-augmented generation capabilities.

![Source image](https://github.com/user-attachments/assets/a6c2f668-7ad1-4fb6-b67f-654335285f1e)