Understanding RAG (Retrieval-Augmented Generation or related topics)

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Understanding RAG (Retrieval-Augmented Generation or related topics)

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Why this server?
Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings.
RagDocs MCP Server
heltonteixeira
-
security
A
license
-
quality
Provides RAG capabilities for semantic document search using Qdrant vector database and Ollama/OpenAI embeddings, allowing users to add, search, list, and delete documentation with metadata support.
5
4
TypeScript
Apache 2.0
Why this server?
Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.
mcp-apple-notes
RafalWilinski
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security
F
license
-
quality
Enables semantic search and RAG (Retrieval Augmented Generation) over your Apple Notes.
158
TypeScript
Why this server?
Provides vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
Chroma MCP Server
privetin
-
security
A
license
-
quality
A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
17
Python
MIT License
Why this server?
Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.
MCP-summarization-functions
Braffolk
A
security
A
license
A
quality
Provides intelligent summarization capabilities through a clean, extensible architecture. Mainly built for solving AI agents issues on big repositories, where large files can eat up the context window.
5
10
24
TypeScript
MIT License
Why this server?
An open standard server implementation that implements Anthropic's Model Context Protocol to enable seamless integration between LLM applications and RAG data sources using Sionic AI's Storm Platform.
Storm MCP Server
sionic-ai
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security
F
license
-
quality
An open protocol server that implements Anthropic's Model Context Protocol to enable seamless integration between LLM applications and RAG data sources using Sionic AI's Storm Platform.
27
Python
Why this server?
🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
mcp-omnisearch
spences10
Verified
A
security
A
license
A
quality
🔍 A Model Context Protocol (MCP) server providing unified access to multiple search engines (Tavily, Brave, Kagi), AI tools (Perplexity, FastGPT), and content processing services (Jina AI, Kagi). Combines search, AI responses, content processing, and enhancement features through a single interface.
15
47
30
TypeScript
MIT License
Why this server?
A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.
MCP GitHub Repository Server
loglmhq
-
security
A
license
-
quality
A server that allows AI assistants to browse and read files from specified GitHub repositories, providing access to repository contents via the Model Context Protocol.
3
JavaScript
MIT License
Why this server?
A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
MCP File Context Server
bsmi021
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security
A
license
-
quality
A Model Context Protocol server that enables LLMs to read, search, and analyze code files with advanced caching and real-time file watching capabilities.
5
JavaScript
MIT License