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Summary: (summary)

  • add optional api-key parameter for Qdrant

Tested with:

  • pytest -q MemOS/tests/configs/test_vec_db.py::test_qdrant_vec_db_config
  • pytest -q MemOS/tests/vec_dbs/test_qdrant.py::test_client_receives_api_key

Checklist:

  • [Y] I have performed a self-review of my own code
  • [Y] I have commented my code in hard-to-understand areas
  • [Y] I have added tests that prove my fix is effective or that my feature works
  • I have created related documentation issue/PR in MemOS-Docs (if applicable)
  • I have linked the issue to this PR (if applicable)
  • I have mentioned the person who will review this PR

@fridayL fridayL requested review from CaralHsi and Ki-Seki September 1, 2025 08:04
alex-16rd and others added 4 commits September 2, 2025 08:50
## This PR introduces multiple major updates across MemOS, focusing on
evaluation, request context/logging, graph DB backends,
retrieval/quoting, API capabilities, and prompts/templates.

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请在下方填写更改的摘要;
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Summary:

- **Evaluation**: Added LoCoMo RAG & LongMemEval scripts with
reproducible run commands.

- **API & Middleware**: Introduced request context and middleware for
trace IDs and multi-user support; added non-streaming Chat Complete and
“further questions” generation.

- **Logging & Observability**: Implemented custom logger with trace ID,
and asynchronous handling for logs, notifications, and memory writes.

- **Graph Backends**: Improved NebulaGraph session pool management and
stability; fixed Neo4j Community bug.

- **Retrieval & References**: Enabled memos_cube-scoped retrieval,
adjusted reference display/format, and added reject-answer path.

- **Prompts & Templates**: Added multilingual templates and refined Mem
Reader prompt.

- **LLM & Examples**: Updated vLLM adapter, fixed multi-user example,
added user_id field to general_text.

- **Testing**: Added/updated tests for request context, memory reader,
searcher, and logging.

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](https://github.com/MemTensor/MemOS-Docs) (if applicable) |
我已在 [MemOS-Docs](https://github.com/MemTensor/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
@alex-16rd
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2 participants