Marqo AI (Vector Search & Embeddings) MCP Server
Manage semantic search via Marqo — execute tensor queries, index JSON documents, and audit vector indices.
Vinkius AI Gateway soporta streamable HTTP y SSE.
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Funciona con todos los agentes de IA que ya usas
…y cualquier cliente compatible con MCP


















Marqo AI MCP Server: mira tu AI Agent en acción
Capacidades integradas (6)
add_documents
Write new documents into Marqo
create_index
Create an explicitly bounded new vector index
delete_documents
Delete specific documents from Marqo by targeting their IDs
get_index_stats
Get configuration and stats for an index
list_indexes
Crucial before writing queries hitting arbitrary collections. List all Marqo vector indexes
tensor_search
Perform natural language tensor search on Marqo
Lo que este conector desbloquea
Connect your Marqo instance to any AI agent and take full control of your semantic search infrastructure, vector embeddings, and real-time document indexing through natural conversation.
What you can do
- Tensor Search Orchestration — Execute dense semantic similarity searches against your indices using natural language queries, with Marqo handling embedding extraction automatically
- Dynamic Document Ingestion — Write new JSON records into your vector indices directly from your agent, allowing for instant searchability of fresh data mappings
- Index Lifecycle Management — Create explicitly bounded new vector indices with custom model settings and dimension constraints to optimize your search architecture
- Vector Audit & Stats — Retrieve detailed configuration metrics for your indices, including document counts, embedding model types, and underlying schema mappings
- Precision Deletion — Physically eradicate vectorized representations by targeting specific scalar identifiers to maintain a clean and relevant search index
- Resource Inventory — List all available vector indices on your Marqo instance to identify collection boundaries before executing search queries
How it works
1. Subscribe to this server
2. Enter your Marqo API URL and API Key
3. Start optimizing your semantic search from Claude, Cursor, or any MCP-compatible client
Who is this for?
- Search Architects — test semantic relevance and verify index configurations through natural conversation without manual API tools
- Machine Learning Engineers — monitor vector index stats and verify document embedding results directly from your workspace
- Software Developers — integrate AI-powered search results into applications and manage document lifecycles across multiple Marqo environments efficiently
Preguntas frecuentes
Dale a tus agentes de IA el poder de Marqo AI
Accede a Marqo AI y a más de 2.000 servidores MCP — listos para que tus agentes los usen, ahora mismo. Sin código pegamento. Sin integraciones personalizadas. Solo conecta el Vinkius AI Gateway y deja que tus agentes trabajen.
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