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zilliztech / Subagents

memsearch

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

  • 2.8k stars
  • 272 forks
  • 253 open issues
  • Language: Python
  • License: MIT
  • updated

Install

Terminal
git clone https://github.com/zilliztech/memsearch && cp memsearch/*.md ~/.claude/agents/
  1. Clone the repository and copy the agent .md definitions into ~/.claude/agents (or .claude/agents inside a project).
  2. Start a new Claude Code session to load the agents.
  3. Delegate work to them with the Task/Agent tool or by name.
Installable items

3 items in this repository

Diagnose and configure MemSearch memory behavior. Use when the user asks about MemSearch configuration, plugin summarization, PROJECT.md/USER.md maintenance, memory directories, index health, provider routing, prompt files, or migration/compatibility questions.

Install

Search and recall relevant memories from past sessions via memsearch. Use when the user's question could benefit from historical context, past decisions, debugging notes, previous conversations, or project knowledge -- especially questions like 'what did I decide about X', 'why did we do Y', or 'have I seen this before'. Also use when you see `[memsearch] Memory available` hints injected via SessionStart or UserPromptSubmit. Typical flow: search for 3-5 chunks, expand the most relevant, optionally deep-drill into original transcripts via the anchor format. Skip when the question is purely about current code state (use Read/Grep), ephemeral (today's task only), or the user has explicitly asked to ignore memory.

Install

Turn workflows from your MemSearch memory into reusable skills. Use when the user asks to make/create/extract/distill a skill from what they just did or from past work, review skill candidates, install a distilled skill, or 'turn this into a skill'. Manages MemSearch procedural-memory candidates under .memsearch/skill-candidates/, not the host agent's own skills system.

Install
README

Subagents overview

README preview not available. Visit the repo on GitHub for full documentation.
Topics
agentagent-memoryclaude-codeclaude-code-plugincodexdeepseekdeepseek-harnessdshdsh-pluginembeddingshybrid-searchjevlong-term-memorymemorymilvusopenclawopencoderagsemantic-searchskills
Frequently asked

What people ask about memsearch

What is zilliztech/memsearch?

zilliztech/memsearch is subagents for the Claude AI ecosystem. A persistent, unified memory layer for all your AI agents (e.g. Claude Code, Codex, DSH), backed by Markdown and Milvus. It has 2.8k GitHub stars and its last recorded update is dated 2026-10-23.

How do I install memsearch?

You can install memsearch by cloning the repository (https://github.com/zilliztech/memsearch) or following the README instructions on GitHub. ClaudeWave also provides quick install blocks on this page.

Is zilliztech/memsearch safe to use?

Our security agent has analyzed zilliztech/memsearch and assigned a Trust Score of 97/100 (tier: Verified). See the full breakdown of passed checks and flags on this page.

Who maintains zilliztech/memsearch?

zilliztech/memsearch is maintained by zilliztech. The last recorded GitHub activity is dated 2026-10-23, with 253 open issues.

Are there alternatives to memsearch?

Yes. On ClaudeWave you can browse similar subagents at /categories/agents, sorted by popularity or recent activity.