Live Demo

MCP Confluence Agent

Ask natural language questions and watch an AI agent call Confluence tools — searching pages, reading content, and composing answers — with every step visible in real time.

MCP Protocol Ollama Confluence Server Tool-Use Loop FastAPI

Ask the Agent

MCPDEMO

Sample questions

Space Contents MCPDEMO

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Agent Flow
User Question
Natural language input
↓
LLM (Ollama)
Decides which tool to call
↓
MCP Tool Call
search_pages / get_page / list_pages
↓
Confluence REST API
Real pages retrieved live
↓
LLM synthesises answer
Grounded in retrieved content
↓
Answer + Tool Trace
Fully transparent, inspectable

Agent Response

Type a question and click Ask Agent
to watch the tool-use loop in action.

MCP Protocol

Model Context Protocol defines a standard interface for AI models to call external tools. The agent decides autonomously which tools to invoke and in what order.

Confluence REST API

The agent reads real pages from Confluence Server using CQL search and content endpoints, authenticated via Personal Access Token — no page content is hardcoded.

Full Transparency

Every tool call, argument, and result is captured in the trace waterfall below the answer. Nothing is hidden — you see exactly how the agent reasoned to its conclusion.