MemoryGraph MCP Server
Graph-based Model Context Protocol (MCP) server that gives AI coding agents persistent memory. Store patterns, track relationships, retrieve knowledge across sessions.
Installation
Docker
docker pull tai040502/memorygraph:latest
uv (pip)
uv tool install memorygraph-mcp-tai040502
MCP Configuration
Docker (stdio)
{
"mcpServers": {
"memorygraph": {
"command": "docker",
"args": [
"run",
"--rm",
"-i",
"-v",
"memory-data:/data",
"tai040502/memorygraph"
]
}
}
}
uv
{
"mcpServers": {
"memorygraph": {
"command": "uv",
"args": [
"tool",
"run",
"memorygraph-mcp-tai040502"
]
}
}
}
CLI Options
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
1 maintainer
Metadata
1 maintainer
Release files for memorygraph-mcp-tai040502 0.12.5
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| memorygraph_mcp_tai040502-0.12.5.tar.gz | 155.7 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| memorygraph_mcp_tai040502-0.12.5-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 353.6 kB
Release files / memorygraph_mcp_tai040502-0.12.5.tar.gz
| Download URL | memorygraph_mcp_tai040502-0.12.5.tar.gz |
|---|---|
| Size | 155.7 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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| Uploaded via |
uv/0.11.2 {"installer":{"name":"uv","version":"0.11.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":null,"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
|
Release files / memorygraph_mcp_tai040502-0.12.5-py3-none-any.whl
| Download URL | memorygraph_mcp_tai040502-0.12.5-py3-none-any.whl |
|---|---|
| Size | 197.9 kB |
| Tags | Python 3 |
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SHA-256 checksum How to use checksums |
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uv/0.11.2 {"installer":{"name":"uv","version":"0.11.2","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":null,"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
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