SERVER

RAG Document Search

Rank #28642

pulsemcp/nsantra-rag-document-search

Provides document embedding, semantic search, and citation generation using ChromaDB vector storage with PDF ingestion, configurable chunking, cross-encoder reranking, and automatic source attribution for building knowledge bases and research assistants.

First listed
Oct 22, 2025
Last publish date
OVERVIEW

RAG Document Search is a Model Context Protocol (MCP) server published by nsantra. It ranks #28642 of 58,900 servers tracked on MCP Toplist, and its repository has 2 GitHub stars. RAG Document Search is listed on PulseMCP, and ships as a single rolling release with no explicit version metadata. It was first listed on Oct 22, 2025.

STANDING
#28,642of 58,900 tracked serversTop 50%

Ranks ahead of 30,258 of 58,900 servers on MCP Toplist.

CONNECT

Use RAG Document Search

RAG Document Search doesn’t publish a machine-readable install config. Follow the setup instructions in its repository ↗, or open one of its registry listings above.

REGISTRIES

Listed on 1 registry

ORGANIZATION

nsantra

Organization
Total servers
1
Total versions
0
VERSIONS

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.

FAQ

Frequently asked questions

What is RAG Document Search?
Provides document embedding, semantic search, and citation generation using ChromaDB vector storage with PDF ingestion, configurable chunking, cross-encoder reranking, and automatic source attribution for building knowledge bases and research assistants.
Who maintains RAG Document Search?
RAG Document Search is maintained by nsantra, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
Is RAG Document Search an official MCP server?
RAG Document Search is not on the Official MCP Registry. It is listed on PulseMCP.
How many versions does RAG Document Search have?
RAG Document Search ships as a single rolling release with no explicit version metadata.
Where can I find the source code for RAG Document Search?
The source code for RAG Document Search is hosted at github.com/nsantra/rag-mcp-server.
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