pgvector

A local MCP server that gives AI assistants tools for searching similar or related data in pgvector, a PostgreSQL extension for vector search.

In plain words
What is it for?
Use it to run similarity searches, hybrid searches, and manage search indexes in a PostgreSQL database, with an optional read-only setting.
Why use it?
It lets an assistant use database-backed similarity and combined text-and-vector searches instead of relying only on exact keyword matches.

MCP server for Claude CodeCodexCursor

Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

agentmods
npx agentmods add mcp/mittalpk/mcp-server-pgvector/pgvector
Clone the repo
git clone --depth 1 https://github.com/mittalpk/mcp-server-pgvector

Made for: Claude Code, Codex, Cursor.

Per session not measured What this adds to a session before it is invoked.
When invoked not measured Not applicable: nothing here is loaded into a session.
Security scan A 0 findings. Scan, not verified.
Origin original No closer match found in the catalogue.
Security

Grade A, and why

pgvector scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

server.json · 12 lines

What it actually says

{
  "pgvector": {
    "command": "uvx",
    "args": [
      "mcp-server-pgvector"
    ],
    "env": {
      "DATABASE_URL": "",
      "MCP_PGVECTOR_READ_ONLY": ""
    }
  }
}
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2d ago First seen · 12 lines scan A f11641fd62a4

Subscribe to this mod's changes

pgvector is an MCP server published in the GitHub repository mittalpk/mcp-server-pgvector (0 stars, last pushed 1mo ago), licensed MIT. Its token cost is not measured: an MCP server costs its tool schemas, not its config file. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.