Networking Agents Chatbot

An Ollama/LangGraph/Chainlit app showcasing networking-focused agents.

Agents

Each agent uses a custom LangGraph implementation to support lightweight "thinking" models.

data_retriever

A ReAct agent with two tools:

• whois: Queries bgp.tools for IP/ASN ownership info.
• iypchat: Natural language interface to the Internet Yellow Pages knowledge graph (powered by an LLM workflow).

Features:

• Dynamic context selection to explain Internet concepts:
  • Filtered explanations of Internet entities
  • Filtered knowledge graph schema
• Dynamic few-shot prompting using the CypherEval dataset

network_operator

A ReAct agent with built-in networking tools:

• ping
• traceroute
• get_routing_table

supervisor

A ReAct agent that delegates tasks to data_retriever and network_operator.

Features:

• Custom handoff messages between agents
• State injection to hide message history from other agents

UI

Features:

• Streaming responses
• Chat memory
• Live execution tree integrated with LangGraph
• Agent state display alongside the conversation

Demo: