Graph-based MCP memory server for AI coding agents with intelligent relationship tracking and multi-backend support
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# MemoryGraph MCP Server Graph-based [Model Context Protocol (MCP)](https://modelcontextprotocol.io) server that gives AI coding agents persistent memory. Store patterns, track relationships, retrieve knowledge across sessions. ## Installation ### Docker ```bash docker pull tai040502/memorygraph:latest ``` ### uv (pip) ```bash uv tool install memorygraph-mcp-tai040502 ``` ## MCP Configuration ### Docker (stdio) ```json { "mcpServers": { "memorygraph": { "command": "docker", "args": [ "run", "--rm", "-i", "-v", "memory-data:/data", "tai040502/memorygraph" ] } } } ``` ### uv ```json { "mcpServers": { "memorygraph": { "command": "uv", "args": [ "tool", "run", "memorygraph-mcp-tai040502" ] } } } ``` ### CLI Options ```bash memorygraph # Core mode (default, 9 tools) memorygraph --profile extended # Extended mode (12 tools) memorygraph --backend neo4j # Use Neo4j backend memorygraph --version # Show version ``` ## Backends | Backend | Type | Zero-Config | |---------|------|-------------| | **sqlite** (default) | Embedded | ✅ | | **falkordblite** | Embedded | ✅ | | **ladybugdb** | Embedded | ✅ | | **falkordb** | Client-server | ❌ | | **neo4j** | Client-server | ❌ | | **memgraph** | Client-server | ❌ | | **turso** | Cloud | ❌ | ## Environment Variables | Variable | Description | Default | |----------|-------------|---------| | `MEMORY_BACKEND` | Backend type | `sqlite` | | `MEMORY_SQLITE_PATH` | SQLite DB path | `~/.memorygraph/memory.db` | | `MEMORY_TOOL_PROFILE` | Tool profile (`core`/`extended`) | `core` | | `MEMORY_LOG_LEVEL` | Log level | `INFO` | ## License MIT License
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