Skip to main content
Glama
tofunori

scientific-papers-mcp

by tofunori

Server Configuration

Describes the environment variables required to run the server.

NameRequiredDescriptionDefault
JINA_MODELNoJina embedding modeljina-embeddings-v4
CHROMA_PATHYesPath to ChromaDB storage directory (required)
JINA_API_KEYNoJina API key (required if using Jina API)
USE_JINA_APINoWhether to use Jina API for embeddingsfalse
DOCUMENTS_PATHYesPath to Zotero storage directory (required)
RERANKER_MODELNoCross-encoder reranker modelcross-encoder/ms-marco-MiniLM-L-6-v2
USE_VOYAGE_APINoWhether to use Voyage AI API for embeddingstrue
VOYAGE_API_KEYNoVoyage AI API key (required if using Voyage AI)
EMBEDDING_MODELNoLocal embedding model name (fallback)Qwen/Qwen3-Embedding-0.6B
VOYAGE_TEXT_MODELNoVoyage AI text embedding modelvoyage-context-3
BATCH_INDEXING_SIZENoBatch size for indexing50
ENABLE_DEDUPLICATIONNoEnable deduplicationtrue
VOYAGE_MULTIMODAL_MODELNoVoyage AI multimodal embedding modelvoyage-multimodal-3
ENABLE_INCREMENTAL_INDEXINGNoEnable incremental indexingtrue

Capabilities

Server capabilities have not been inspected yet.

Tools

Functions exposed to the LLM to take actions

NameDescription

No tools

Prompts

Interactive templates invoked by user choice

NameDescription

No prompts

Resources

Contextual data attached and managed by the client

NameDescription

No resources

Latest Blog Posts

MCP directory API

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/tofunori/scientific-papers-mcp'

If you have feedback or need assistance with the MCP directory API, please join our Discord server