What transport does the MCP server use?

It uses stdio transport as indicated in the server metadata.

Can I run SaC without Claude Code?

Yes, it also supports Codex, OpenClaw skills and a standalone Python SDK.

SaC — Software as Content

Verified

Let agents reply with live, evolving interactive apps instead of text.

MCP ServerAI & KnowledgeLocal (stdio) 3

View on GitHub

Updated 2026-06-16

What is the SaC — Software as Content MCP server?

SaC plugs into existing agents through the MCP protocol, letting Claude Code or similar clients call it to produce dynamic interfaces for tasks like trip planning or data dashboards. Users interact by clicking or chatting; both inputs loop back to the agent so the UI updates in place.

The package also ships a standalone HTTP server and Python SDK, but the MCP integration specifically registers SaC as a tool-capable server inside Claude Code after running sac setup claude-code.

Install & connect

Add this to your MCP client config. Pick your client below and copy.

{
  "mcpServers": {
    "sac": {
      "command": "uvx",
      "args": [
        "sac-sdk"
      ],
      "env": {
        "SAC_API_KEY": "<YOUR_SAC_API_KEY>",
        "SAC_API_BASE": "<SAC_API_BASE>",
        "SAC_MODEL": "<SAC_MODEL>",
        "SAC_SEARCH_API_KEY": "<YOUR_SAC_SEARCH_API_KEY>"
      }
    }
  }
}

Package: sac-sdk (pypi)

Example prompts

Once connected, try asking your AI client:

“Help me understand this codebase using a visualized and interactive app using SaC MCP.

“Create a 3-day Tokyo trip planner with budget controls as a live SaC app.

“Build an interactive dashboard for comparing these three investment options.

“Turn our project plan into a clickable timeline that we can adjust together.

Configuration

Environment variables this server needs.

Variable	Required	Description
`SAC_API_KEY`secret	Yes	API key for the LLM provider (OpenRouter, Anthropic, OpenAI, etc.)
`SAC_API_BASE`	No	Custom API endpoint for OpenAI-compatible providers
`SAC_MODEL`	No	Override the default generation model
`SAC_SEARCH_API_KEY`secret	No	Tavily API key for web search in generated apps

Security & permissions

Runs locally over stdio and needs the SAC_API_KEY, SAC_API_BASE, SAC_MODEL and SAC_SEARCH_API_KEY environment variables to call external LLM and search services.

What you can do with SaC — Software as Content

Trip planning

Generate an interactive itinerary that users can modify by clicking dates or budget sliders while the agent refines the plan live.

Data dashboards

Create explorable visualizations of analysis results that evolve when the user asks follow-up questions or filters data.

Decision aids

Build comparison tools or financial models that update instantly as the conversation uncovers new constraints or preferences.

How to use SaC — Software as Content

1pip install sac-sdk
2sac setup claude-code to register the MCP server
3Restart Claude Code
4Ask the agent to use SaC for interactive tasks
5Keep sac serve running if using the HTTP viewer