Give Cursor project memory that persists across sessions. MCP-native. Two-minute install.
Cursor is great inside a session. Between sessions, context is gone. Architectural decisions, past refactors, who owned what - all lost to the window. Graphory gives Cursor a persistent graph that remembers every decision, every fix, and every thread.
Works with Cursor's MCP server slot out of the box. No extensions, no wrappers.
Every decision, every fix, every discussion, kept in a typed graph that survives restarts.
A typed graph of the people, companies, activities, documents, accounts, and conversations in your business. Cursor can traverse real context.
No vectors, no hallucinated recall, no embedding costs. Exact queries, exact results.
Every memory carries a timestamp, a source, and an audit trail. Answer when and why, not just what.
Install the SDK, log in, register Graphory in Cursor's MCP settings.
Step 1 - Install and authenticate
pip install graphory graphory login
Step 2 - Add Graphory in Cursor Settings - MCP
{
"mcpServers": {
"graphory": {
"url": "https://api.graphory.io/mcp",
"headers": {
"Authorization": "Bearer gs_ak_your_key"
}
}
}
}Open Cursor Settings, find the MCP section, and paste the server config. Restart Cursor and Graphory tools will appear in your agent panel.
Cross-session project questions Cursor can answer once Graphory is connected.
"Why did we switch this service off Redis in March? Show me the discussion."
"List every refactor touching the billing module this quarter and who owned each one."
"What decisions did I make about auth across all my Cursor sessions on this repo?"
Deterministic extraction and retrieval, benchmarked against public datasets.
0.9107 accuracy
LongMemEval (agent + MCP)
0.8667 accuracy
LoCoMo-MC10 (agent + MCP)
0.900 F1
BizLineItemBench