Local-first memory and knowledge graph for coding agents. Compact retrieval, no network.
Connect Runs on your machine
claude mcp add turbo-quant-memory -e TQMEMORY_FTS_LANGUAGE=<TQMEMORY_FTS_LANGUAGE> -e TQMEMORY_EMBEDDING_BACKEND=<TQMEMORY_EMBEDDING_BACKEND> -e TQMEMORY_MIGRATE_ON_STARTUP=<TQMEMORY_MIGRATE_ON_STARTUP> -e TQMEMORY_SECRETS_PASSPHRASE=<TQMEMORY_SECRETS_PASSPHRASE> -- uvx turbo-quant-memory==0.36.1{
"mcpServers": {
"turbo-quant-memory": {
"command": "uvx",
"args": [
"turbo-quant-memory==0.36.1"
],
"env": {
"TQMEMORY_FTS_LANGUAGE": "<TQMEMORY_FTS_LANGUAGE>",
"TQMEMORY_EMBEDDING_BACKEND": "<TQMEMORY_EMBEDDING_BACKEND>",
"TQMEMORY_MIGRATE_ON_STARTUP": "<TQMEMORY_MIGRATE_ON_STARTUP>",
"TQMEMORY_SECRETS_PASSPHRASE": "<TQMEMORY_SECRETS_PASSPHRASE>"
}
}
}
}{
"mcpServers": {
"turbo-quant-memory": {
"command": "uvx",
"args": [
"turbo-quant-memory==0.36.1"
],
"env": {
"TQMEMORY_FTS_LANGUAGE": "<TQMEMORY_FTS_LANGUAGE>",
"TQMEMORY_EMBEDDING_BACKEND": "<TQMEMORY_EMBEDDING_BACKEND>",
"TQMEMORY_MIGRATE_ON_STARTUP": "<TQMEMORY_MIGRATE_ON_STARTUP>",
"TQMEMORY_SECRETS_PASSPHRASE": "<TQMEMORY_SECRETS_PASSPHRASE>"
}
}
}
}{
"servers": {
"turbo-quant-memory": {
"type": "stdio",
"command": "uvx",
"args": [
"turbo-quant-memory==0.36.1"
],
"env": {
"TQMEMORY_FTS_LANGUAGE": "<TQMEMORY_FTS_LANGUAGE>",
"TQMEMORY_EMBEDDING_BACKEND": "<TQMEMORY_EMBEDDING_BACKEND>",
"TQMEMORY_MIGRATE_ON_STARTUP": "<TQMEMORY_MIGRATE_ON_STARTUP>",
"TQMEMORY_SECRETS_PASSPHRASE": "<TQMEMORY_SECRETS_PASSPHRASE>"
}
}
}
}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 |
|---|---|
TQMEMORY_FTS_LANGUAGEOptional | Snowball stemmer for the BM25 lane. Use Russian for Cyrillic-dominant corpora. |
TQMEMORY_EMBEDDING_BACKENDOptional | Embedder backend. Default fastembed (ONNX); sentence-transformers needs the [torch] extra. |
TQMEMORY_MIGRATE_ON_STARTUPOptional | Set to 1 to apply pending schema migrations automatically on startup. |
TQMEMORY_SECRETS_PASSPHRASEOptional, secret | Argon2id passphrase for the secrets vault on headless hosts. Omit to use the OS keyring. |
Details
| Package | [email protected] (PYPI, stdio) |
| First published | 9 Nov 2026 |
| Last updated | 9 Nov 2026 |
| Registry name | io.github.Lexus2016/turbo-quant-memory |
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