Name	Name	Last commit message	Last commit date
parent directory ..
README.md	README.md
architecture.md	architecture.md
customization.md	customization.md
demo-prompts.md	demo-prompts.md
mcp-server.md	mcp-server.md
model-switching.md	model-switching.md
scripts.md	scripts.md
setup.md	setup.md
threads.md	threads.md
troubleshooting.md	troubleshooting.md

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Dev Docs

Deeper guides for the kit. Start with the root README for the project overview and quickstart.

Setup

Setup — prerequisites, Gemini key, Notion MCP, manual CLI alternative, Docker-free mode
Model switching — swap to a different Gemini tier, OpenAI, Anthropic, etc.
MCP server (Manufact / mcp-use) — run, tunnel, deploy, scaffold

Architecture — diagrams + why a separate BFF
Customization — add frontend tools, controlled / open / HITL generative UI, swap MCP servers, suggestion chips
Threads / Intelligence — durable thread walkthrough
Available scripts — npm run cheat sheet
Demo prompts — try each layer
Troubleshooting — known failure modes + fixes

CopilotKit: https://docs.copilotkit.ai
CopilotKit Intelligence: https://docs.copilotkit.ai/learn/intelligence-platform
CopilotKit Coding Agents: https://docs.copilotkit.ai/coding-agents
CopilotKit Skills (vibe coding): https://github.com/CopilotKit/skills
LangChain Deep Agents: https://github.com/langchain-ai/deepagents
Gemini API: https://ai.google.dev/gemini-api/docs
Notion MCP server: https://github.com/makenotion/notion-mcp-server
Model Context Protocol: https://modelcontextprotocol.io
Manufact / mcp-use: https://manufact.com/docs/typescript/getting-started/quickstart
Next.js: https://nextjs.org/docs