SERVER

MCP RAG

Rank #13441

glama/kalicyh/mcp-rag

Provides cloud-based document management and semantic search using OpenAI embeddings with in-memory vector storage, enabling retrieval-augmented generation workflows through document ingestion, metadata filtering, and cosine similarity search.

First listed
Oct 28, 2025
Last publish date
OVERVIEW

MCP RAG is a Model Context Protocol (MCP) server published by kalicyh. It ranks #13441 of 58,900 servers tracked on MCP Toplist, and its repository has 5 GitHub stars. MCP RAG is listed across 2 registries — Glama and PulseMCP, and ships as a single rolling release with no explicit version metadata. It was first listed on Oct 28, 2025.

STANDING
#13,441of 58,900 tracked serversTop 25%

Ranks ahead of 45,459 of 58,900 servers on MCP Toplist.

CONNECT

Use MCP RAG

MCP RAG 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 2 registries

ORGANIZATION

kalicyh

Organization
Total servers
1
Total versions
0
VERSIONS

Not versioned

This server is published through registries that do 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 MCP RAG?
Provides cloud-based document management and semantic search using OpenAI embeddings with in-memory vector storage, enabling retrieval-augmented generation workflows through document ingestion, metadata filtering, and cosine similarity search.
Who maintains MCP RAG?
MCP RAG is maintained by kalicyh, which publishes 1 MCP server (0 total versions) tracked on MCP Toplist.
Is MCP RAG an official MCP server?
MCP RAG is not on the Official MCP Registry. It is listed on Glama and PulseMCP.
How many versions does MCP RAG have?
MCP RAG ships as a single rolling release with no explicit version metadata.
Where can I find the source code for MCP RAG?
The source code for MCP RAG is hosted at github.com/kalicyh/mcp-rag.
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