mcp-brain-server
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Brain Server is a powerful MCP server designed for managing knowledge embeddings and vector search.
Brain Server is an advanced Model Context Protocol (MCP) server that specializes in managing knowledge embeddings and facilitating vector search. It is designed to generate high-quality vector embeddings for knowledge content, enabling semantic search capabilities that go beyond simple keyword matching. The server is compliant with MCP standards, ensuring seamless integration with AI systems. It allows users to organize knowledge into domain-specific 'brains' and supports context-aware retrieval for enhanced understanding. Additionally, Brain Server offers real-time progress tracking for long-running operations, making it a robust tool for managing and retrieving knowledge efficiently.
Features
- Vector Embeddings: Generate high-quality embeddings for knowledge content.
- Semantic Search: Find knowledge based on meaning, not just keywords.
- MCP Compliance: Follows Model Context Protocol for AI integration.
- Brain Management: Organize knowledge into domain-specific brains.
- Context-Aware Retrieval: Includes surrounding context for better understanding.
Tools
addKnowledge
Add new knowledge to the vector database.
searchSimilar
Find semantically similar content.
updateKnowledge
Update existing knowledge entries.
deleteKnowledge
Remove knowledge entries.
batchAddKnowledge
Add multiple knowledge entries in a batch.
getEmbedding
Generate embeddings for text content.