qdrant 2 pydantic 2 model context protocol 1 mistral 1 mcp server 1 mcp protocol 1 mcp 1 llms 1 llama 1 large language models 1 information retrieval 1 hybrid search 1 huggingface 1 groq 1 grok 1 google 1 genai 1 framework 1 fastmcp 1 fastembed 1 extensible 1 voyageai 1 vector store 1 vector search 1 vector embeddings 1 vector database 1 vector 1 tree-sitter 1 sentence transformers 1 semantic search 1 search 1 retrieval 1 rerank 1 pydantic-ai 1 plugin architecture 1 platform 1 perplexity 1 openai 1 nlp 1 natural language processing 1 agents 1 weaviate 1 semantic-search 1 pytorch 1 protobuf 1 nearest-neighbor-search 1 multimodal 1 multi-modal 1 machine-learning 1 fastapi 1 elasticsearch 1 dataclass 1 data-structures 1 cross-modal 1 neural-search 1 nested-data 1 unstructured-data 1 data-structures cross-modal multi-modal 1 deep-learning 1 embeddings 1 embedding 1 cohere 1 codebase management 1 codebase analysis 1 codebase 1 code understanding 1 code search 1 code intelligence 1 code indexing 1 code embeddings 1 code analysis 1 claude 1 bedrock 1 azure 1 ast-grep 1 artificial intelligence 1 anthropic 1 ai 1