MCP server for enabling the named memory graphs to be persisted to a qdrant instance.
MCP server for enabling the named memory graphs to be persisted to a qdrant instance.
This MCP server provides a knowledge graph implementation with semantic search capabilities powered by Qdrant vector database.
Compare MCP servers by category, or browse hosted MCP servers if you prefer an endpoint over a local process.
Check the linked publisher documentation and your connected client's tool list. Names and availability can vary with the server version and account permissions.
| Tool | What it does |
|---|---|
| create_entities | Create multiple new entities |
| create_relations | Create relations between entities |
| add_observations | Add observations to entities |
| delete_entities | Delete entities and their relations |
| delete_observations | Delete specific observations |
| delete_relations | Delete specific relations |
| read_graph | Get the full knowledge graph |
| search_similar | Search for semantically similar entities and relations |
{
"mcpServers": {
"memory": {
"command": "/bin/zsh",
"args": [
"-c",
"cd /path/to/server && node dist/index.js"
],
"env": {
"OPENAI_API_KEY": "YOUR_OPENAI_API_KEY",
"QDRANT_API_KEY": "YOUR_QDRANT_API_KEY",
"QDRANT_URL": "http://your-qdrant-server:6333",
"QDRANT_COLLECTION_NAME": "your-collection-name"
},
"alwaysAllow": [
"create_entities",
"create_relations",
"add_observations",
"delete_entities",
"delete_observations",
"delete_relations",
"read_graph",
"search_similar"
]
}
}
}From the project documentation. Replace placeholders and example paths before connecting.
| Variable | Description | Required |
|---|---|---|
| OPENAI_API_KEY | Declared in the maintainer’s client configuration. | Check documentation |
| QDRANT_API_KEY | Declared in the maintainer’s client configuration. | Check documentation |
| QDRANT_URL | Declared in the maintainer’s client configuration. | Check documentation |
| QDRANT_COLLECTION_NAME | Declared in the maintainer’s client configuration. | Check documentation |
Store entities, relations and observations in a local knowledge graph with the reference Memory MCP server.
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.
Stop letting your assistant hallucinate n8n node parameters — this server hands it the real schemas, templates and validation.
Chat with your second brain — search, read and write vault notes through the Local REST API.
Enables AI assistants to securely interact with Azure DevOps through a standardized protocol.