Memory System for Cursor using MCP - Provides persistent context awareness for Claude
Cursor10x MCP becomes available to MCP clients through the cursor10x mcp mcp server. Memory System for Cursor using MCP - Provides persistent context awareness for Claude.
🧠 Project-Centric 📊 Relationship Graphs ⚡ High Performance One database per project Intelligent code connections Minimal resource needs
The Cursor10x Memory System creates a persistent memory layer for AI assistants (specifically Claude), enabling them to retain and recall:
Once connected, the assistant can call these 14 tools directly:
Prerequisites — The Prerequisites tool exposed by this servermcp_cursor10x_initConversation — Initializes a conversation by storing the user message, generating a banner, and retrieving context in one operation. This unified tool replaces the need formcp_cursor10x_endConversation — Ends a conversation by combining multiple operations in one call: storing the assistant's final message, recording a milestone for what was accomplished, andmcp_cursor10x_checkHealth — Checks the health of the memory system and its database connectionmcp_cursor10x_getMemoryStats — The mcp_cursor10x_getMemoryStats tool exposed by this servermcp_cursor10x_getComprehensiveContext — Retrieves a unified context from all memory subsystems, combining short-term, long-term, and episodic memorymcp_cursor10x_storeUserMessage — The mcp_cursor10x_storeUserMessage tool exposed by this servermcp_cursor10x_storeAssistantMessage — Stores an assistant message in the short-term memory systemmcp_cursor10x_trackActiveFile — Tracks an active file being accessed or modified by the usermcp_cursor10x_getRecentMessages — The mcp_cursor10x_getRecentMessages tool exposed by this servermcp_cursor10x_getActiveFiles — The mcp_cursor10x_getActiveFiles tool exposed by this servermcp_cursor10x_storeMilestone — The mcp_cursor10x_storeMilestone tool exposed by this servermcp_cursor10x_storeDecision — The mcp_cursor10x_storeDecision tool exposed by this servermcp_cursor10x_storeRequirement — The mcp_cursor10x_storeRequirement tool exposed by this serverSetup follows the standard MCP pattern: clone or install the server, then register it in your client's configuration file and restart the client. The configuration snippets on this page cover Claude Desktop, Claude Code and Cursor.
Before the server will start you need to supply 2 environment variables: TURSO_DATABASE_URL, TURSO_AUTH_TOKEN. Keep credentials in your client's env block or a secrets manager rather than committing them.
Knowledge and memory servers address the most frustrating trait of language models — walking into every conversation with no recollection of the last one. Cursor10x MCP sits in that group, and the shape of its toolset — Prerequisites, mcp_cursor10x_initConversation, mcp_cursor10x_endConversation among others — tells you what it is really for. Worth comparing against the other knowledge memory servers in this directory before you commit to one, since several overlap in scope but differ sharply in setup cost and permissions.
| Tool | What it does |
|---|---|
| Prerequisites | The Prerequisites tool exposed by this server. |
| mcp_cursor10x_initConversation | Initializes a conversation by storing the user message, generating a banner, and retrieving context in one operation. This unified tool replaces the need for separate generateBanner, getComprehensiveContext, and storeUse |
| mcp_cursor10x_endConversation | Ends a conversation by combining multiple operations in one call: storing the assistant's final message, recording a milestone for what was accomplished, and logging an episode in the episodic memory. This unified tool r |
| mcp_cursor10x_checkHealth | Checks the health of the memory system and its database connection. |
| mcp_cursor10x_getMemoryStats | The mcp_cursor10x_getMemoryStats tool exposed by this server. |
| mcp_cursor10x_getComprehensiveContext | Retrieves a unified context from all memory subsystems, combining short-term, long-term, and episodic memory. |
| mcp_cursor10x_storeUserMessage | The mcp_cursor10x_storeUserMessage tool exposed by this server. |
| mcp_cursor10x_storeAssistantMessage | Stores an assistant message in the short-term memory system. |
| mcp_cursor10x_trackActiveFile | Tracks an active file being accessed or modified by the user. |
| mcp_cursor10x_getRecentMessages | The mcp_cursor10x_getRecentMessages tool exposed by this server. |
| mcp_cursor10x_getActiveFiles | The mcp_cursor10x_getActiveFiles tool exposed by this server. |
| mcp_cursor10x_storeMilestone | The mcp_cursor10x_storeMilestone tool exposed by this server. |
| mcp_cursor10x_storeDecision | The mcp_cursor10x_storeDecision tool exposed by this server. |
| mcp_cursor10x_storeRequirement | The mcp_cursor10x_storeRequirement tool exposed by this server. |
| Variable | Description | Required |
|---|---|---|
| TURSO_DATABASE_URL | Endpoint or connection string the server talks to. | Yes |
| TURSO_AUTH_TOKEN | Credential the server authenticates with. | Yes |
A knowledge graph your assistant keeps between sessions — entities, relations and observations that persist.
Kill hallucinated APIs — version-accurate, up-to-date library documentation injected straight into context.
Your workspace, on speaking terms with AI — search, read and write Notion pages and databases.
A structured scratchpad for hard problems — stepwise reasoning with revisions, branches and visible logic.
Symbol-level code navigation, refactoring and memory for coding agents — the IDE brain your assistant has been missing.
Chat with your second brain — search, read and write vault notes through the Local REST API.