Memory Vault: MCP server, setup and security

What Memory Vault does

According to its repository: “Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT.”

An MCP server gives an AI agent extra tools it calls during the conversation: the agent reads their description, decides to use them and gets the result back. Memory Vault is listed under Databases, a category of 138 servers in the directory, where it ranks #91 by stars.

Topics declared by the repository: ai-memory, claude, hybrid-search, knowledge-graph, open-source, pgvector.

Installing and connecting Memory Vault

Distribution modes declared in the official MCP registry:

• Docker (OCI) image

Like any MCP server, you declare it in your client's configuration (Claude Desktop, Claude Code, Cursor, VS Code, Codex…): a name, the command that starts it or its URL, and any environment variables. The client then starts it and lists its tools. Project language: Python.

The registry lists one secret variable to provide (API key, access token). Keep them in the client's environment variables, never in a shared file or a repository.

Security: what to check

An MCP server runs code with the rights you give it, and the model reads its tool descriptions: a malicious or compromised server can hijack the agent. Read the code, or pick a maintained and widely used server, before connecting it.

Points found for Memory Vault:

• Secrets: the server acts with your credentials. Create a dedicated key with minimum rights and an expiry date.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on March 21, 2026, the MihaiBuilds/memory-vault repository has 65 stars and 14 forks, with 5 open issues. It has more stars than 57% of the servers in the directory. It received changes this month. Version published in the registry: 1.6.1 (October 9, 2026).

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.