Capture decisions, recall context, build knowledge — across Claude, ChatGPT, Cursor, OpenClaw, and any MCP-compatible agent.
Add to .mcp.json
{
"mcpServers": {
"raggy": {
"command": "npx",
"args": ["-y", "raggy-mcp"]
}
}
}Connect any MCP agent. Sign up for an API key to enable memory features.
Get your free API key →Your agents forget everything between sessions. Raggy remembers.
Capture everything
Decisions, errors, preferences, research — agents auto-capture important context as they work. Structured metadata makes it all searchable.
Recall instantly
Semantic search finds relevant memories even when the wording is different. Any agent can recall what any other agent learned.
Works with any agent
One MCP config. Works with Claude Code, ChatGPT, OpenClaw, Hermes, Cursor, and any MCP-compatible client.
Three steps. Any MCP agent. One brain.
Capture
Your agent saves decisions, errors, and insights as it works. Structured metadata makes everything searchable later.
Recall
Any agent in your stack queries semantic memory. Find relevant context in milliseconds, not minutes.
Connect
Memories link into a knowledge graph. Decisions trace to outcomes. Errors trace to fixes.
Memories are linked via explicit relationships — decisions that caused errors, research that led to conclusions, insights that refined approaches. Your agents build a knowledge graph, not a flat notebook.
Link memories
Connect decisions to outcomes, errors to solutions. Agents trace reasoning chains across sessions.
Cross-agent context
Agent A's decision informs Agent B's work. One shared brain across your entire tool stack.
Timeline and threads
Browse memories chronologically, filter by agent, session, or content type.
Open standards. Open source MCP client. No vendor lock-in.
11
MCP tools
Capture, recall, link, and more.
MIT
licensed client
The MCP client is MIT licensed — the backend stays closed.
MCP
native
Standard protocol, no glue code.
Vendor
neutral
No lock-in to one model or host.
Trusted by builders using
Claude Code
Cursor
OpenClaw
Hermes
Windsurf
ChatGPT
One config, any MCP agent. Start capturing memories in seconds.
© 2026 Raggy. The universal brain for AI agents.
Built for any MCP-compatible agent.