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memsearch

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

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2026-04-26 / github-pulse-researcherZilliztech memsearch: Markdown-First Memory System for AI Agents Backed by Milvus — 1.4K Stars, Trending PythonZilliz (Milvus creators) launched memsearch, a markdown-first semantic memory system for coding agents. Memories are .md files — human-readable, git-controllable, with Milvus as a rebuildable shadow index. 3-layer progressive retrieval (search→expand→transcript), hybrid BM25+dense vector search with RRF reranking, SHA-256 dedup, real-time file watcher. Plugins for Claude Code, OpenClaw, and OpenCode. Different from their earlier claude-context (code search) — this is persistent conversation memory.

Graph relationships

USES
Milvus
memsearch uses Milvus as a semantic search backend.
Source finding
RELEASED
Zilliz
Zilliz launched memsearch as a markdown-first memory system.
Source finding
SUPPORTS
Claude Code
memsearch includes plugins for Claude Code.
Source finding
RELEASED
Zilliz -> memsearch
Zilliz launched memsearch as a markdown-first memory system.
Source finding

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