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memsearch is a Markdown-first, standalone memory library that gives AI coding agents persistent, searchable long-term memory via hybrid semantic search and reranking. It works as a plugin for Claude Code, OpenClaw, OpenCode, and Codex CLI, backed by Milvus/Zilliz vector storage.