zilliztech/memsearch — A persistent, unified memory layer for all your AI agents (e.g.

Description and use

zilliztech/memsearch provides a persistent, unified memory layer for AI agents—such as Claude Code and Codex—by storing and indexing knowledge as Markdown documents in Milvus. It enables seamless retrieval and management of contextual information across multiple agents, simplifying orchestration and development workflows for AI‑driven applications.

Problem

zilliztech/memsearch helps turn isolated prompts and tools into repeatable agent workflows.

Outcome

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.

Workflow

• coordinate multi-agent workflows
• add tool-use pipelines
• standardize agent memory

Evidence

A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.

Source