#Vector Search MCP Servers
Discover 21 MCP servers tagged with Vector Search on the Vinkius App Catalog.
Amazon Bedrock KB MCP
Connect your AI agent to AWS Bedrock Knowledge Bases. Execute semantic searches, managed RAG, and sync vector datasources natively.
Elasticsearch Vector MCP
Empower vector search via Elasticsearch. Perform dense vector kNN searches, handle index mappings, and index embedding documents directly from any AI agent.
MongoDB Atlas Vector Search MCP
Manage vector storage via MongoDB Atlas. Perform similarity searches, query MQL documents, and audit collections.
Chroma (Vector DB) MCP
Manage vector embeddings via Chroma. List collections, query embeddings, and audit document counts directly from any AI agent.
Couchbase (Vector & NoSQL) MCP
Manage vector search and NoSQL via Couchbase. Execute N1QL queries, perform KNN vector searches, and audit documents directly from any AI agent.
LanceDB (Serverless Vector DB) MCP
Manage vectorized data via LanceDB. Perform similarity searches, create tables, and manage multi-modal embeddings.
Qdrant MCP
Empower your AI to interact directly with your Qdrant vector database. Query clusters, perform similarity searches, and manage collections effortlessly.
Redis Vector MCP
Equip your AI to autonomously manage embeddings, run KNN similarity searches, and administrate vector indexes natively inside your Redis stack.
Vertex AI Vector Search MCP
Bring Google's massive vector matching power to your AI agent. Search billions of semantic embeddings and administer Vertex Index endpoints directly in chat.
DataStax Astra DB Vector MCP
Manage Astra DB collections, documents, and perform vector similarity searches via DataStax directly from your AI agent.
Lucidworks Fusion (AI Search & Discovery) MCP
Manage AI-powered search via Lucidworks Fusion. Execute semantic queries, index documents, and monitor ML training jobs.
Milvus (Open-Source Vector Database) MCP
Manage vector storage via Milvus. Perform ANN searches, query scalar entities, and audit collections.
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.
Cognita (RAG Framework) MCP
Manage modular RAG via Cognita. List collections, ingest data sources, and perform AI-driven Q&A directly from any AI agent.
Stemmer & Lemmatizer Engine MCP
Porter and Lancaster local text stemming. Reduce vocabulary size exactly and deterministically before feeding text to a vector database.
Vald MCP
Power your agent with Vald. Query, insert, and manage dense vectors on a highly scalable, distributed nearest-neighbor engine.
Xata MCP
Automate your serverless database workflows with Xata. Manage organizations, projects, and branches directly from your AI agent.
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.
Voyage AI (AI Embeddings API) MCP
Generate high-quality text, multimodal, and contextualized embeddings, plus high-precision reranking for RAG workflows.
New
Vector Index Recall Estimator MCP
Estimate ANN search performance, memory footprint, and optimal parameters.