Agent 与会话技能

memsearch

zilliztech/memsearch

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

查看仓库项目主页

Stars: 2.5k
Forks: 235
Issues: 242
Update: 24 days

REVIEW SCORECARD

评测成绩单

8.7/10Excellent

detail.dimSecurity9.0

detail.dimQuality9.0

detail.dimContent8.0

detail.dimDeps7.0

detail.dimMaintenance9.0

✓ 无Risky检出 · 自动化扫描结果仅供参考，非官方背书

AI DEEP REVIEW

AI 深度评测

8.2/10Recommended

A mature, actively maintained cross-platform memory layer for AI agents with strong docs and a clean Markdown-plus-Milvu

Code quality8

README shows a CI test workflow badge, PyPI packaging, a documented Python API and CLI, and a modular plugin layout across five platforms, indicating solid engineering rigor.

Security7

Install is a standard package-manager command with no download-and-execute shell piping, but the Codex path clones and runs an install script and requires `codex --yolo` for ONNX model network access, which warrants mild caution.

Utility9

Persistent cross-agent semantic memory with hybrid search, dedup, and live sync addresses a real and common pain point for users juggling multiple coding agents.

Maintenance9

Last updated 2026-08-23, not archived, 2515 stars, and a 'What's New' section listing recent DSH support and skill distillation show active development.

Docs8

README provides per-platform install steps, verification commands, recall examples, and links to dedicated docs sites, though the excerpt is truncated mid-Codex section.

Generated by AI after reading the project README, as a decision aid; neutral scores are given when information is thin. Not an official endorsement.

PROJECT README项目说明展开Collapse

正在读取 GitHub README...

INSTALL REFERENCE

安装参考

待结构检查

dsh plugin --profile web add @zilliz/memsearch-dsh

Install in local DSH

This command passed the install-plan safety check and can be executed by a DSH host; verification status is not equivalent to a security audit or official背书。

PROJECT TOPICS

项目标签

agent agent-memory ai-agents claude-code claude-code-plugin codex deepseek deepseek-harness dsh dsh-plugin embeddings hybrid-search long-term-memory memory milvus openclaw opencode rag semantic-search skills

VALIDATION LADDER

验证进度

待结构检查

01市场发现Passed

02归类识别Passed

03结构检查Pending

04实机验证Pending

FAQ

Frequently Asked Questions

What is memsearch used for?

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

How popular is memsearch?

memsearch has 2,515 stars and 235 forks on GitHub, last updated 2026-08-23.

What license does memsearch use?

memsearch is distributed under the MIT license.

Is memsearch compatible with DeepSeek Harness?

memsearch is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.

CLASSIFICATION EVIDENCE

/10类依据

项目类型技能

功能/10类Agent 与会话

规则置信度High

System reads GitHub Topics first, then compares against the in-site category dictionary and word-root rules. Current match:skills、agent-memory、claude-code、claude-code-plugin、embeddings、hybrid-search、long-term-memory、memory、rag、semantic-search。