milvus-sdk-code-helper
milvus-sdk-code-helper is an MCP server, listed under memory & vectors. It reaches milvus and openai. It needs MILVUS_TOKEN and OPENAI_API_KEY to authenticate. Its repository has 2 GitHub stars and is licensed under MIT; we last read it on 2026-10-25.
Serves model context protocols to retrieve relevant code snippets or documents for generating pymilvus code.
Install
MCP servers are packaged differently from each other -- some run via npx, some as a Docker image, some as a plain script you clone and run. milvus-sdk-code-helper’s own README did not state one plainly enough for this page to quote it rather than guess, so it will not guess. The repository below states it.
What it reaches, and what it needs
Maintenance
A Model Context Protocol server that retrieves relevant code snippets or documents to help generating pymilvus code.
milvus-sdk-code-helper compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| milvus-sdk-code-helper (this page) | milvus, openai | MILVUS_TOKEN, OPENAI_API_KEY | 2 | 2025-08-11 | MIT |
| mem0-mcp | mem0, openai, supabase(1 shared) | MEM0_API_KEY, OPENAI_API_KEY, SUPABASE_KEY | 96 | 2026-10-21 | MIT |
| mcp-server-qdrant | qdrant | QDRANT_API_KEY | 1,553 | 2026-09-04 | Apache-2.0 |
| mcp-knowledge-graph | — | None listed | 886 | 2026-05-29 | MIT |
| chroma-mcp | chroma | CHROMA_API_KEY, CHROMA_CUSTOM_AUTH_CREDENTIALS | 601 | 2025-09-17 | Apache-2.0 |
| caura | — | None listed | 504 | 2026-10-25 | Apache-2.0 |
Ranked by services in common with milvus-sdk-code-helper, then by stars. Figures are from each repository when we last read it.
Common questions about milvus-sdk-code-helper
- What does milvus-sdk-code-helper do?
- Serves model context protocols to retrieve relevant code snippets or documents for generating pymilvus code.
- How do I install milvus-sdk-code-helper?
- Its README did not state an install command plainly enough for us to quote one, so we do not guess. The repository has the instructions: https://github.com/Shawnzheng011019/milvus-sdk-code-helper
- What does milvus-sdk-code-helper connect to, and what does it need?
- It reaches milvus and openai. The credentials we found in its source are MILVUS_TOKEN and OPENAI_API_KEY.
- Is milvus-sdk-code-helper official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 2 GitHub stars and its state in our directory is stale. Its last commit we recorded was on 2025-08-11.
- What licence does milvus-sdk-code-helper use?
- The repository declares the MIT licence.
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