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… overview - Replaced old ai/ nav entries (mcp, agentic, mcp-quickstart) with the new ai-and-agents/ structure: Overview, API, FAQ, Deep Dive, and Managing sections - Updated integrations/overview.md links to point to the new paths - Added redirects for all renamed/removed pages to prevent 404s
Deleted mcp.md, agentic.md, and mcp-quickstart.md from the legacy ai/ folder — content migrated and expanded under the new ai-and-agents/ structure.
Added all screenshots for the new ai-and-agents/ documentation structure, covering add/update/remove integration, all conversation management flows (start, resume, rename, archive, restore, delete, search), and chat interface tips.
New section covering Agent Q and MCP integration with full content across three layers: - Overview: entry point with capabilities, interaction methods, and navigation - Deep Dive: MCP concepts, Agent Q in Action, Conversations & Context, Best Practices, Limits, and Agentic API - Managing: step-by-step guides for add/update/remove integration and all conversation management flows (start, resume, rename, archive, restore, delete, search, chat interface tips) - API reference and FAQ pages
Deleted auth-prompt.png and mcp-app-creation.png from the old ai/chatgpt/ folder — both images have been migrated to the new ai-and-agents/ structure.
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Overview
This PR restructures and significantly expands the AI & Agents documentation section of the Qualytics User Guide. The old
ai/pages (3 files) have been replaced by a comprehensive, multi-layered section underai-and-agents/with 20 content pages, 51 screenshots, updated navigation, and redirects to preserve all existing URLs.Key Changes
New Overview page: Entry point for the AI & Agents section — covers Agent Q capabilities, interaction methods (Full-Page Chat, Floating Chat, REST API, External MCP Clients), built-in intelligence features, and navigation tables linking to all reference and managing pages.
Deep Dive section (6 pages):
docs/assets/integrations/ai/chatgpt/auth-prompt.pngandmcp-app-creation.pngremoved — both migrated todocs/assets/integrations/ai-and-agents/managing/add-agent-q-integration/.API reference page: Full REST API reference for Agent Q — chat, sessions, specialized endpoints, and LLM configuration management.
FAQ page (expanded): Covers setup, usage, security, cost, and troubleshooting — including new questions on what happens when Agent Q makes a mistake, cost management, conversation sharing/storage, language support, LLM provider changes, empty smart suggestions, and off-topic request handling.
Managing section (11 pages): Step-by-step guides with screenshots for every user-facing action:
Screenshots: 51 new screenshots organized per page under
docs/assets/integrations/ai-and-agents/.Navigation & redirects:
mkdocs.ymlupdated with the full new nav tree. Redirects added for all old URLs (ai/mcp.md,ai/agentic.md,ai/mcp-quickstart.md, and previously renamed managing pages) to prevent 404s.Removed legacy pages:
ai/mcp.md,ai/agentic.md,ai/mcp-quickstart.md— content migrated and expanded into the new structure.Screenshots