{"repo":"zilliztech/memsearch","free":true,"listed":false,"github":"https://github.com/zilliztech/memsearch","clone":"git clone https://github.com/zilliztech/memsearch.git","description":"A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex), backed by Markdown and Milvus.","language":"Python","stars":2485,"topics":["agent-memory","claude-code","claude-code-plugin","memory","openclaw","progressive-disclosure","rag","agent","embeddings","milvus"],"license":"MIT","category":"ai-agents","readme_excerpt":"  memsearch Cross-platform semantic memory for AI coding agents. 📰 What's New - Skills from memory — MemSearch now distills the workflows you repeat into reusable, installable agent skills (a third \"procedural memory\" layer) and keeps them up to date in the background. See Skills from Memory. - Advanced memory maintenance — optional background tasks keep durable PROJECT.md and USER.md notes current across sessions. See Advanced Memory Maintenance. --- Why memsearch? - 🌐 All Platforms, One Memory — memories flow across Claude Code, OpenClaw, OpenCode, and Codex CLI. A conversation in one agent becomes searchable context in all others — no extra setup - 👥 For Agent Users , install a plugin and get persistent memory with zero effort; for Agent Developers , use the full CLI and Python API to build memory and harness engineering into your own agents - 📄 Markdown is the source of truth — inspired by OpenClaw. Your memories are just .md files — human-readable, editable, version-controllable. Milvus is a \"shadow index\": a derived, rebuildable cache - 🔍 Progressive retrieval, hybrid search, smart dedup, live sync — 3-layer recall (search → expand → transcript); dense vector + BM25 sparse + RRF reranking; SHA-256 content hashing skips unchanged content; file watcher auto-indexes in real time --- 🧑‍💻 For Agent Users Pick your platform, install the plugin, and you're done. Each plugin captures conversations automatically and provides semantic recall with zero configuration. F","default_branch":null,"files":null,"tree":[],"storefront":"/r/zilliztech","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/zilliztech/memsearch/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}