mcpbeat Sign in

amu-pgvector MCP Server

by sangaraju1988 Your server? Claim it
local only

amu-pgvector runs on your own machine — the client starts it, so there is no endpoint to ping. 137 installs a week from pypi. Last commit 18 Oct 2026.

Lineage-gated agent memory tools on Postgres + pgvector, enforced by row-level security.

Installs per day peak 2 896 · avg 131 · +30% w/w
a month agotoday
137
Installs / week
pypi · amu-pgvector
1
Stars
0 open issues
18 Oct 2026
Last commit
from GitHub
MIT
License
Python

Nothing serious here today

Today is the operative word: we check amu-pgvector every 15 minutes and re-read its code on every release. Watch it and you find out the day that stops being true.

Three servers free · no card

Connect this server

This server runs on your own machine — install it with the package manager and the client starts it for you. Package name taken from the official registry entry.

run in your terminal
claude mcp add amu-pgvector -e 'AMU_PGVECTOR_DSN=<AMU_PGVECTOR_DSN>' -- uvx amu-pgvector
~/Library/Application Support/Claude/claude_desktop_config.json
{
  "mcpServers": {
    "amu-pgvector": {
      "command": "uvx",
      "args": [
        "amu-pgvector"
      ],
      "env": {
        "AMU_PGVECTOR_DSN": "<AMU_PGVECTOR_DSN>"
      }
    }
  }
}
~/.codex/config.toml
[mcp_servers.amu-pgvector]
command = "uvx"
args = ["amu-pgvector"]
env = { AMU_PGVECTOR_DSN = "<AMU_PGVECTOR_DSN>" }
.cursor/mcp.json
{
  "mcpServers": {
    "amu-pgvector": {
      "command": "uvx",
      "args": [
        "amu-pgvector"
      ],
      "env": {
        "AMU_PGVECTOR_DSN": "<AMU_PGVECTOR_DSN>"
      }
    }
  }
}
.vscode/mcp.json
{
  "servers": {
    "amu-pgvector": {
      "type": "stdio",
      "command": "uvx",
      "args": [
        "amu-pgvector"
      ],
      "env": {
        "AMU_PGVECTOR_DSN": "<AMU_PGVECTOR_DSN>"
      }
    }
  }
}

Put your own value in place of <AMU_PGVECTOR_DSN> (Postgres DSN for the role this server runs as. Results are gated by row-level security under this exact role -- use an amu_writer-member role for amu_record/amu_check_conflict, or an amu_agent_base-member role for read-only amu_search). The author’s registry entry marks it as required.

Optional settings from the registry entry, left out of the block above: AMU_PGVECTOR_EMBEDDING_DIM (Embedding vector dimension, used only by the built-in deterministic fallback embedder when sentence-transformers (the amu-pgvector[st] extra) isn't installed. Must match the dimension sql/amu_pgvector.sql was installed with. Default: 1536).

Alternatives to amu-pgvector

same job, measured the same way
Engraphy
by devon-clarkk

Self-hosted MCP memory server: a typed knowledge graph on Postgres 16 and pgvector.

local only
Myco Brain
by thegoodguysla

Shared, source-backed memory for AI agents on your own Postgres, with an optional document engine.

131 installs/wk local only
rowstile
by rowstile

Check, test, prove and review a rowstile policy: access rules for Postgres row-level security

218 installs/wk local only
pgvector
by mittalpk

Similarity search, hybrid search, and index management for pgvector-backed PostgreSQL tables

96 installs/wk local only
Echo Memory
by ayushcodes10

Shared memory for AI agents, as a graph in your own Postgres. Writes never call an LLM.

629 installs/wk answering
Memory Vault
by mihaibuilds

Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT.

local only
Citadel
by citadeldb

Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools

619 installs/wk local only
SAME - Stateless Agent Memory Engine
by sgx-labs

Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

44 installs/wk local only

amu-pgvector — questions

Answers built from our own checks of this server.

Why is there no uptime for amu-pgvector?
amu-pgvector runs on your own machine over stdio — there is no network address to reach, so uptime cannot be measured for it by anyone. What can be measured is adoption: the pypi package amu-pgvector was installed 137 times last week.
How do I connect amu-pgvector?
Copy the ready config from this page. We generate it for Claude Code, Claude Desktop, Codex, Cursor and VS Code, each in the form that client actually reads. It runs locally, so the command pulls amu-pgvector straight from pypi; nothing to host, nothing to sign up for.
How many people use amu-pgvector?
The pypi package amu-pgvector was installed 137 times in the last week. Week over week that is +30%. We show installs rather than GitHub stars on purpose: a star is a bookmark, an install is someone actually running it.
Is amu-pgvector open source?
Yes — it is published under the MIT licence, written in Python and 1 stars on GitHub. The source link is on this page, so you can read exactly what it does with your data before you connect it.