---
title: "memsearch"
type: "tool"
slug: "zilliztech-memsearch"
canonical_url: "https://www.graphcanon.com/tools/zilliztech-memsearch"
github_url: "https://github.com/zilliztech/memsearch"
homepage_url: "https://zilliztech.github.io/memsearch/"
stars: 2228
forks: 194
primary_language: "Python"
license: "MIT"
archived: false
categories: ["llm-frameworks", "ai-agents", "vector-databases"]
tags: ["codex-cli", "embeddings", "codex", "claude-code-plugin", "claude-code", "agent", "ai-agents", "agent-memory"]
updated_at: "2026-07-11T11:29:32.515252+00:00"
---

# memsearch

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

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

## Facts

- Repository: https://github.com/zilliztech/memsearch
- Homepage: https://zilliztech.github.io/memsearch/
- Stars: 2,228 · Forks: 194 · Open issues: 224 · Watchers: 9
- Primary language: Python
- License: MIT
- Last pushed: 2026-07-10T08:59:50+00:00

## Trust & health

_Signals computed from public GitHub metadata. Not a security guarantee._

- Maintenance: Very active (computed 2026-07-11T11:29:30.498Z)
- Security scan: No lockfile (0 critical, 0 high, 0 medium, 0 low) · last scan 2026-07-11T11:29:31.336Z
- Full report: [trust report](/tools/zilliztech-memsearch/trust.md) · [JSON](https://www.graphcanon.com/api/graphcanon/tools/zilliztech-memsearch/trust)

## Categories

- [LLM Frameworks](/categories/llm-frameworks.md)
- [AI Agents](/categories/ai-agents.md)
- [Vector Databases](/categories/vector-databases.md)

## Tags

codex-cli, embeddings, codex, claude-code-plugin, claude-code, agent, ai-agents, agent-memory

## Category neighbours (exploratory)

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- [ECC](/tools/affaan-m-ecc.md) - The agent harness performance optimization system for AI agents (★ 228,395) [Very active]
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- [ollama](/tools/ollama-ollama.md) - Get up and running with various large language models using Ollama. (★ 175,936) [Very active]
- [prompts.chat](/tools/f-prompts-chat.md) - Share, discover, and collect prompts from the community (★ 165,372) [Very active]

_+ 2 more not listed._

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/tools/zilliztech-memsearch`](/api/graphcanon/tools/zilliztech-memsearch)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_