Why this server?
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.
-securityAlicense-qualityProvides 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.Last updated1116Apache 2.0Why this server?
A Model Context Protocol server that provides Claude and other LLMs with read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, spaces, papers, and collections through natural language.
AsecurityAlicenseBqualityA Model Context Protocol server that provides Claude and other LLMs with read-only access to Hugging Face Hub APIs, enabling interaction with models, datasets, spaces, papers, and collections through natural language.Last updated1070MITWhy this server?
Provides a standardized interface for interacting with Prem AI's language models, RAG capabilities, and document management features.
AsecurityFlicenseCqualityA Model Context Protocol server implementation that enables seamless integration with Claude and other MCP-compatible clients to access Prem AI's language models, RAG capabilities, and document management features.Last updated31Why this server?
A Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.
AsecurityAlicenseAqualityA Model Context Protocol server providing vector database capabilities through Chroma, enabling semantic document search, metadata filtering, and document management with persistent storage.Last updated641MITWhy this server?
A Machine Conversation Protocol server that enables AI agents to perform Retrieval-Augmented Generation by querying a FAISS vector database containing Sui Move language documents.
-securityFlicense-qualityA Machine Conversation Protocol server that enables AI agents to perform Retrieval-Augmented Generation by querying a FAISS vector database containing Sui Move language documents.Last updated7Why this server?
A Model Context Protocol server that enables LLMs to fetch and process web content in multiple formats (HTML, JSON, Markdown, text) with automatic format detection.
AsecurityFlicenseBqualityA Model Context Protocol server that enables LLMs to fetch and process web content in multiple formats (HTML, JSON, Markdown, text) with automatic format detection.Last updated55Why this server?
A Model Context Protocol server that automatically reads the Claude Desktop configuration file and presents all available MCP services in an easy-to-copy format at the top of the tools list.
AsecurityAlicenseBqualityA Model Context Protocol server that automatically reads the Claude Desktop configuration file and presents all available MCP services in an easy-to-copy format at the top of the tools list.Last updated1543MITWhy this server?
The Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service, which allows ingestion from various sources and then retrieval of relevant contents from the MCP client.

Graphlit MCP Serverofficial
AsecurityAlicense-qualityThe Model Context Protocol (MCP) Server enables integration between MCP clients and the Graphlit service. Ingest anything from Slack to Gmail to podcast feeds, in addition to web crawling, into a Graphlit project - and then retrieve relevant contents from the MCP client.Last updated81375MITWhy this server?
A basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.
Asecurity-licenseBqualityA basic implementation of persistent memory using a local knowledge graph. This lets Claude remember information about the user across chats.Last updated983,47483,665