chalee-mcp-rag
chalee-mcp-rag is an MCP server, listed under model apis. It reaches openai. It needs OPENAI_API_KEY to authenticate. Its repository has 0 GitHub stars; we last read it on 2026-10-23.
This software provides a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities for processing and answering questions based on documents.
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. chalee-mcp-rag’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 (MCP) server with RAG (Retrieval-Augmented Generation) capabilities for intelligent document processing and question answering
chalee-mcp-rag compared with similar servers
| Server | Reaches | Needs | Stars | Last update | Licence |
|---|---|---|---|---|---|
| chalee-mcp-rag (this page) | openai | OPENAI_API_KEY | 0 | 2025-06-28 | — |
| paperbanana | atlascloud, google, openai(1 shared) | ATLASCLOUD_API_KEY, GOOGLE_API_KEY, OPENAI_API_KEY | 2,412 | 2026-09-17 | MIT |
| ms-365-mcp-server | ms365, openai(1 shared) | MS365_MCP_ATTACHMENT_URL_KEY, MS365_MCP_CLIENT_SECRET, MS365_MCP_OAUTH_TOKEN, OPENAI_API_KEY | 1,068 | 2026-10-23 | MIT |
| just-prompt | anthropic, deepseek, gemini, groq, openai(1 shared) | ANTHROPIC_API_KEY, DEEPSEEK_API_KEY, GEMINI_API_KEY, GROQ_API_KEY, OPENAI_API_KEY | 739 | 2025-08-10 | — |
| flama | anthropic, openai(1 shared) | None listed | 304 | 2026-10-13 | Apache-2.0 |
| mcp-ragdocs | openai, qdrant(1 shared) | OPENAI_API_KEY, QDRANT_API_KEY | 265 | 2025-07-18 | MIT |
Ranked by services in common with chalee-mcp-rag, then by stars. Figures are from each repository when we last read it.
Common questions about chalee-mcp-rag
- What does chalee-mcp-rag do?
- This software provides a Model Context Protocol (MCP) server with Retrieval-Augmented Generation (RAG) capabilities for processing and answering questions based on documents.
- How do I install chalee-mcp-rag?
- 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/PrettyKing/chalee-mcp-rag
- What does chalee-mcp-rag connect to, and what does it need?
- It reaches openai. The credentials we found in its source are OPENAI_API_KEY.
- Is chalee-mcp-rag official and is it maintained?
- We found nothing naming it as a vendor’s official server. Its repository has 0 GitHub stars and its state in our directory is stale. Its last commit we recorded was on 2025-06-28.
- What licence does chalee-mcp-rag use?
- The repository metadata we read does not state a licence, so check the repository before you rely on it.
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