Windsurf has Cascade Memories and a .windsurfrules file, but they're local to Windsurf and session-scoped. Daiton gives Windsurf one persistent, sourced memory over MCP: it remembers across sessions, shares the same facts with Claude Code, Cursor and Copilot, and keeps receipts on every fact.
Windsurf provides Windsurf Memories + .windsurfrules. Check its scope before adding another service:
Daiton connects company knowledge to Windsurf over MCP. Confirm your client supports the required connection and agree which sources the agent can access:
| Compare | Native | With Daiton |
|---|---|---|
| Persists across sessions | Check the tool and configuration | Shared company memory |
| Sharing across tools | Depends on your workflow | Across connected, authorized agents |
| Sources and corrections | Check the tool and configuration | Source-linked facts and corrections |
| Setup | Windsurf Memories + .windsurfrules | MCP connection and access configuration |
Windsurf has Cascade Memories and a .windsurfrules file for standing context, but they're local to Windsurf and largely session-scoped. Daiton adds persistent, sourced memory over MCP that survives sessions and is shared with your other agents.
Connect Daiton's MCP server to Windsurf. It recalls sourced facts and writes back what it learns to one shared company brain — so context persists and your other agents can use it too.
Point them all at Daiton over MCP. They read and write the same sourced memory, so a fact learned in Windsurf is available in Cursor and Claude Code — no handoff file.
Explore the connection for each tool: Daiton for Claude Code · Daiton for Cursor · Daiton for GitHub Copilot · Daiton for Cline · Daiton for Aider · Daiton for ChatGPT · Daiton for Gemini · see the full comparison →
Use the pilot to test shared context against the questions your team actually needs to answer.