Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.
Connect Runs on your machine
claude mcp add memwright -e PG_CONNECTION_STRING=<PG_CONNECTION_STRING> -e NEO4J_PASSWORD=<NEO4J_PASSWORD> -e OPENROUTER_API_KEY=<OPENROUTER_API_KEY> -e OPENAI_API_KEY=<OPENAI_API_KEY> -- uvx memwright==0.1.3
{
"mcpServers": {
"memwright": {
"command": "uvx",
"args": [
"memwright==0.1.3"
],
"env": {
"PG_CONNECTION_STRING": "<PG_CONNECTION_STRING>",
"NEO4J_PASSWORD": "<NEO4J_PASSWORD>",
"OPENROUTER_API_KEY": "<OPENROUTER_API_KEY>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>"
}
}
}
}
{
"mcpServers": {
"memwright": {
"command": "uvx",
"args": [
"memwright==0.1.3"
],
"env": {
"PG_CONNECTION_STRING": "<PG_CONNECTION_STRING>",
"NEO4J_PASSWORD": "<NEO4J_PASSWORD>",
"OPENROUTER_API_KEY": "<OPENROUTER_API_KEY>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>"
}
}
}
}
{
"servers": {
"memwright": {
"type": "stdio",
"command": "uvx",
"args": [
"memwright==0.1.3"
],
"env": {
"PG_CONNECTION_STRING": "<PG_CONNECTION_STRING>",
"NEO4J_PASSWORD": "<NEO4J_PASSWORD>",
"OPENROUTER_API_KEY": "<OPENROUTER_API_KEY>",
"OPENAI_API_KEY": "<OPENAI_API_KEY>"
}
}
}
}
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 |
|---|---|
PG_CONNECTION_STRINGOptional | PostgreSQL connection string for pgvector (default: postgresql://memwright:memwright@localhost:5432/memwright) |
NEO4J_PASSWORDOptional, secret | Neo4j database password (default: memwright) |
OPENROUTER_API_KEYOptional, secret | OpenRouter API key for embeddings (required for semantic search) |
OPENAI_API_KEYOptional, secret | OpenAI API key for embeddings (alternative to OpenRouter) |
Details
| Package | [email protected] (PYPI, stdio) |
| First published | 9 Mar 2026 |
| Last updated | 9 Mar 2026 |
| Registry name | io.github.bolnet/memwright |
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