Persistent graph-backed conversational memory for AI agents.
Connect Runs on your machine
claude mcp add waggle-mcp -e WAGGLE_TRANSPORT=<WAGGLE_TRANSPORT> -e WAGGLE_BACKEND=<WAGGLE_BACKEND> -e WAGGLE_DB_PATH=<WAGGLE_DB_PATH> -e WAGGLE_DEFAULT_TENANT_ID=<WAGGLE_DEFAULT_TENANT_ID> -e WAGGLE_MODEL=<WAGGLE_MODEL> -- uvx waggle-mcp==0.1.8{
"mcpServers": {
"waggle-mcp": {
"command": "uvx",
"args": [
"waggle-mcp==0.1.8"
],
"env": {
"WAGGLE_TRANSPORT": "<WAGGLE_TRANSPORT>",
"WAGGLE_BACKEND": "<WAGGLE_BACKEND>",
"WAGGLE_DB_PATH": "<WAGGLE_DB_PATH>",
"WAGGLE_DEFAULT_TENANT_ID": "<WAGGLE_DEFAULT_TENANT_ID>",
"WAGGLE_MODEL": "<WAGGLE_MODEL>"
}
}
}
}{
"mcpServers": {
"waggle-mcp": {
"command": "uvx",
"args": [
"waggle-mcp==0.1.8"
],
"env": {
"WAGGLE_TRANSPORT": "<WAGGLE_TRANSPORT>",
"WAGGLE_BACKEND": "<WAGGLE_BACKEND>",
"WAGGLE_DB_PATH": "<WAGGLE_DB_PATH>",
"WAGGLE_DEFAULT_TENANT_ID": "<WAGGLE_DEFAULT_TENANT_ID>",
"WAGGLE_MODEL": "<WAGGLE_MODEL>"
}
}
}
}{
"servers": {
"waggle-mcp": {
"type": "stdio",
"command": "uvx",
"args": [
"waggle-mcp==0.1.8"
],
"env": {
"WAGGLE_TRANSPORT": "<WAGGLE_TRANSPORT>",
"WAGGLE_BACKEND": "<WAGGLE_BACKEND>",
"WAGGLE_DB_PATH": "<WAGGLE_DB_PATH>",
"WAGGLE_DEFAULT_TENANT_ID": "<WAGGLE_DEFAULT_TENANT_ID>",
"WAGGLE_MODEL": "<WAGGLE_MODEL>"
}
}
}
}Replace the values in angle brackets with your own. Keys stay on your machine; we never see them.
Tools
This server runs locally, so its tools are listed by your MCP client once it starts.
Environment variables
| Name | Description |
|---|---|
WAGGLE_TRANSPORTOptional | Transport mode for the MCP server. |
WAGGLE_BACKENDOptional | Backend database type: sqlite for local use or neo4j for service deployments. |
WAGGLE_DB_PATHOptional | Path to the SQLite memory database when WAGGLE_BACKEND is sqlite. |
WAGGLE_DEFAULT_TENANT_IDOptional | Default tenant ID for local or shared memory isolation. |
WAGGLE_MODELOptional | Sentence-transformers model used for local embeddings. |
Details
| Package | [email protected] (PYPI, stdio) |
| First published | 21 Apr 2026 |
| Last updated | 21 Apr 2026 |
| Registry name | io.github.Abhigyan-Shekhar/Waggle-mcp |
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