<strong>Graph-based Memory CLI for AI Coding Agents</strong>
If you already use Memory Graph, the memory graph mcp server is the piece that lets your assistant work with it directly. Graph-based Memory CLI for AI Coding Agents.
The toolset is worth reading before you wire it up, because it tells you what the integration is really for:
Troubleshooting — The Troubleshooting tool exposed by this serverIntelligence — The Intelligence tool exposed by this serverAnalytics — The Analytics tool exposed by this serverProactive — The Proactive tool exposed by this serverIntegration — The Integration tool exposed by this serverTemporal — The Temporal tool exposed by this serverBuilding — The Building tool exposed by this serverConfiguration is passed through the environment: MEMORY_FALKORDBLITE_PATH, MEMORY_FALKORDB_HOST, MEMORYGRAPH_API_KEY, MEMORY_SQLITE_PATH, MEMORYGRAPH_API_URL. Treat anything key-shaped as a real credential — scope it to the minimum the server needs, and rotate it if it ever lands in a shared config.
Installation goes through your MCP client rather than a global install: point it at tsc on npm and it is fetched when the client starts. The copy-paste blocks for Claude Desktop, Claude Code and Cursor are further down this page.
Among the knowledge and memory options, the useful question is rarely "what can it do" but "what does it cost you to run" — permissions, credentials, and how much of your context its toolset consumes. Memory Graph's toolset — Troubleshooting, Intelligence, Analytics and 4 more — is a fair guide to whether it matches your workflow. It is maintained by gregorydickson; worth a glance at recent repository activity before you build anything load-bearing on it.
SyncDev reviews every entry in this directory against the project's own documentation before publishing, and revisits them as servers change.
| Tool | What it does |
|---|---|
| Troubleshooting | The Troubleshooting tool exposed by this server. |
| Intelligence | The Intelligence tool exposed by this server. |
| Analytics | The Analytics tool exposed by this server. |
| Proactive | The Proactive tool exposed by this server. |
| Integration | The Integration tool exposed by this server. |
| Temporal | The Temporal tool exposed by this server. |
| Building | The Building tool exposed by this server. |
{
"mcpServers": {
"memory-graph": {
"command": "npx",
"args": ["-y", "tsc"],
"env": {
"MEMORY_FALKORDBLITE_PATH": "your-value",
"MEMORY_FALKORDB_HOST": "your-value",
"MEMORYGRAPH_API_KEY": "your-value",
"MEMORY_SQLITE_PATH": "your-value",
"MEMORYGRAPH_API_URL": "your-value"
}
}
}
}Add to claude_desktop_config.json, then restart Claude Desktop.
| Variable | Description | Required |
|---|---|---|
| MEMORY_FALKORDBLITE_PATH | Filesystem location the server is allowed to use. | Optional |
| MEMORY_FALKORDB_HOST | Endpoint or connection string the server talks to. | Optional |
| MEMORYGRAPH_API_KEY | Credential the server authenticates with. | Yes |
| MEMORY_SQLITE_PATH | Filesystem location the server is allowed to use. | Optional |
| MEMORYGRAPH_API_URL | Endpoint or connection string the server talks to. | 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.