#Rag MCP Servers
Discover 27 MCP servers tagged with Rag on the Vinkius App Catalog.
Mistral AI (Frontier LLMs & Embeddings) MCP
Manage AI inference via Mistral. Execute chat completions, generate RAG embeddings, and audit frontier models.
Oracle Vector DB MCP
Run vector similarity searches on Oracle 23ai. Execute VECTOR_DISTANCE queries, inspect schemas, list vector indexes, and query tables from any AI agent.
Azure AI Search MCP
Execute RAG queries against Azure AI Search natively. Search vectors, full-text documents, and audit cloud indexes directly from your AI agent.
Amazon Bedrock KB MCP
Connect your AI agent to AWS Bedrock Knowledge Bases. Execute semantic searches, managed RAG, and sync vector datasources natively.
Cohere (Embed & Rerank) MCP
Empower RAG via Cohere. Generate high-quality text embeddings, rerank documents for better accuracy, and perform AI classification directly from any AI agent.
Jina AI (Search Foundation & LLM Grounding) MCP
Power your RAG and search via Jina AI. Generate embeddings, rerank documents, read URLs, and perform semantic web search.
LlamaIndex (AI Data Framework & RAG) MCP
Query and manage RAG pipelines via LlamaIndex. Execute natural language searches, audit indexed files, and monitor data pipelines.
Mistral AI MCP
Build with European open-weight language models that deliver strong reasoning, multilingual capability, and efficient inference.
LanceDB (Serverless Vector DB) MCP
Manage vectorized data via LanceDB. Perform similarity searches, create tables, and manage multi-modal embeddings.
LlamaCloud (Managed RAG & Parsing) MCP
Manage RAG pipelines and document parsing via LlamaCloud. Orchestrate LlamaParse jobs and audit data ingestion.
Open WebUI MCP
Manage your Open WebUI instance. List models, handle chat completions, and manage RAG collections directly from any AI agent.
R2R MCP
Equip your AI with direct access to your R2R engine. Execute vector searches, run precise RAG queries, and manage your documents.
Typesense Vector Search MCP
Automate vector similarity searches via Typesense. Index documents, manage collections, and execute semantic queries directly from your AI agent.
Unstructured MCP
Process and transform complex unstructured data into AI-ready inputs by managing sources, destinations, and workflows directly from your AI agent.
Vectara MCP
Empower your agent with Vectara's RAG capabilities. Search corpora natively, execute grounded chats, and manage indexed datasets easily.
Cody AI MCP
Enable your AI agent to manage knowledge-base bots, import documents, and query trained AI assistants via the Cody AI API.
Linkup (AI Search & RAG) MCP
Power your AI agents with real-time web search via Linkup. Execute semantic queries and extract RAG-ready content.
Ragas MCP
Equip your AI with Ragas to create datasets, run RAG evaluations, and track experiment metrics directly from your workflow.
Botsonic MCP
Train custom AI chatbots on your own data to deliver instant, accurate support that learns from your knowledge base.
Verba MCP
Connect your Verba RAG platform to your AI agent. Search your documents, retrieve semantic answers, and manage your Weaviate knowledge base directly.
MyScale (SQL Vector Database API) MCP
Manage MyScale vector databases via SQL. Execute queries, perform vector searches, and manage indices directly from any AI agent.
VectorShift (AI Workflow & RAG Automation) MCP
Automate AI workflows and RAG via VectorShift. Manage pipelines, query knowledge bases, and deploy chatbots directly from any AI agent.
Voyage AI (AI Embeddings API) MCP
Generate high-quality text, multimodal, and contextualized embeddings, plus high-precision reranking for RAG workflows.
Writer (AI Enterprise LLM) MCP
Access Writer's enterprise-grade LLMs and Knowledge Graph capabilities to generate content, manage files, and query RAG-based data.
New
RAG Chunk Size Optimizer MCP
Evaluate RAG chunking strategies by calculating segmentation metrics, embedding costs, and context viability.
New Vector Similarity Threshold Enforcer MCP
Compute exact vector similarity scores and enforce strict relevance thresholds for RAG pipelines.
New BM25 Context Relevance Scorer MCP
Deterministic BM25 relevance scoring engine for RAG optimization.