Hey n8n community! 
Just wanted to share talk2n8n - an agentic interface I’ve built that turns your n8n workflows into conversational tools.
What it does: Instead of hitting webhook URLs manually, you can now talk to your n8n workflows using natural language.
Example: You: “Send introduction email to John using john@gmail.com” Agent: Discovers your email workflow → extracts parameters → triggers webhook → returns results
The tech stack:
- LangGraph state machine for agent orchestration
- Claude/OpenAI for natural language understanding
- Dynamic tool conversion - automatically turns each n8n webhook into a callable tool
- Intelligent parameter extraction from user messages
How the agent works:
- Connects to your hosted n8n instance via API
- Discovers all webhook workflows and converts them into LLM tools
- When you make a request, the agent decides which tool (workflow) to call
- Extracts required parameters from your message
- Executes the webhook and returns results
Built for:
- Agentic automation workflows
- Making n8n accessible to non-technical users
- Tool-calling patterns with existing n8n infrastructure
Comes with Gradio chat UI and CLI. The agent maintains a tool registry of all your workflows and handles the execution flow automatically.
Star the repo if you find this interesting!
Would love to hear thoughts from the community - especially anyone working with agentic patterns or tool-calling workflows!