scholar-mcp
Rank #103,322glama/unlomtrois/little-librarian
MCP server for local semantic retrieval over a library of ebooks, using pplx-embed-context-v1 embeddings stored in Qdrant, enabling an LLM agent like Gemma 4 to search and retrieve relevant passages for answering questions.
scholar-mcp is a Model Context Protocol (MCP) server published by unlomtrois. It ranks #103,322 of 137,492 servers tracked on MCP Toplist. scholar-mcp is listed on Glama, and ships as a single rolling release with no explicit version metadata. It was first listed on Apr 22, 2026.
Ranks ahead of 34,170 of 137,492 servers on MCP Toplist.
Use scholar-mcp
Requires user-supplied configuration before first use — typically an API key, token or connection string set via environment variables.
This server doesn't publish a machine-readable install config — see the repository README for install instructions.
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[](https://mcptoplist.com/server/glama%2Funlomtrois%2Flittle-librarian)<a href="https://mcptoplist.com/server/glama%2Funlomtrois%2Flittle-librarian"><img src="https://mcptoplist.com/badge/glama%2Funlomtrois%2Flittle-librarian.svg" alt="MCP Toplist: #103,322 of 137,492" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Listed on 1 registry
unlomtrois
Not versioned
This server is published through a registry that does not expose explicit version metadata, and no GitHub release tags were found on the linked repository. The listing tracks a single rolling release.
Frequently asked questions
- Who maintains scholar-mcp?
- scholar-mcp is maintained by unlomtrois, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
- Is scholar-mcp listed on the Official MCP Registry?
- scholar-mcp is not on the Official MCP Registry. It is listed on Glama.
- How many versions does scholar-mcp have?
- scholar-mcp ships as a single rolling release with no explicit version metadata.
- Where can I find the source code for scholar-mcp?
- The source code for scholar-mcp is hosted at github.com/unlomtrois/little-librarian.
Do you run this server?
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