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Feat:support nebular database#145

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tianxing02 wants to merge 35 commits intoMemTensor:devfrom
tianxing02:feat/nebular
Closed

Feat:support nebular database#145
tianxing02 wants to merge 35 commits intoMemTensor:devfrom
tianxing02:feat/nebular

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Description

Summary: (summary)

Fix: #(issue)

Docs Issue/PR: (docs-issue-or-pr-link)

Reviewer: @(reviewer)

Checklist:

  • I have performed a self-review of my own code | 我已自行检查了自己的代码
  • I have commented my code in hard-to-understand areas | 我已在难以理解的地方对代码进行了注释
  • I have added tests that prove my fix is effective or that my feature works | 我已添加测试以证明我的修复有效或功能正常
  • I have created related documentation issue/PR in MemOS-Docs (if applicable) | 我已在 MemOS-Docs 中创建了相关的文档 issue/PR(如果适用)
  • I have linked the issue to this PR (if applicable) | 我已将 issue 链接到此 PR(如果适用)
  • I have mentioned the person who will review this PR | 我已提及将审查此 PR 的人

fridayL and others added 26 commits July 11, 2025 20:27
Recent updates include:

Updated feature request template and documentation links/images
Added structure reorganizer and conflict resolver functionality
Implemented OpenAI memory integration with evaluation guide
Updated memory reader with bug fixes

Key changes: Template improvements, new conflict resolution tools,
memory system enhancements, and bug fixes.
## Description
Bug Fixes:

Fixed reorganizer bugs and argument errors
Resolved None issue in reorganizer queue
Updated Python version constraints

New Features:

Added support for multiple embedders (Ark/Volcengine, Universal API)
Introduced Neo4j database integration and sharing capabilities
Added evaluation pipeline (longmemeval)
Implemented multi-language support and customizable system prompts
Added MCP (Model Context Protocol) server support with client demo

Improvements:

Enhanced memory management with ID returns and clustering optimizations
Simplified user onboarding with basic memos
Expanded LLM API support and optimized dependency management
Added development tools (download examples, issue templates, stale
management)

Documentation & DevOps:

Updated issue/PR templates and workflows
Improved multi-user example implementations

with significant additions to embedding support, database backends, and
user experience improvements.
@tianxing02 tianxing02 closed this Jul 23, 2025
@tianxing02 tianxing02 reopened this Jul 23, 2025
@tianxing02 tianxing02 closed this Jul 23, 2025
@tianxing02 tianxing02 reopened this Jul 23, 2025
@tianxing02 tianxing02 closed this Jul 23, 2025
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3 participants