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Vectara

Vectara MCP Server

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Empower your agent with Vectara's RAG capabilities. Search corpora natively, execute grounded chats, and manage indexed datasets easily.

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Vectara
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What is the Vectara MCP Server?

The Vectara MCP Server gives AI agents like Claude, ChatGPT, and Cursor direct access to Vectara via 7 tools. Empower your agent with Vectara's RAG capabilities. Search corpora natively, execute grounded chats, and manage indexed datasets easily. Powered by the Vinkius - no API keys, no infrastructure, connect in under 2 minutes.

Built-in capabilities (7)

delete_corpus_documentexecute_rag_chatget_corpus_detailslist_chat_sessionslist_corporalist_corpus_documentsperform_semantic_search

Tools for your AI Agents to operate Vectara

Ask your AI agent "List all configured knowledge corpora I have in Vectara." and get the answer without opening a single dashboard. With 7 tools connected to real Vectara data, your agents reason over live information, cross-reference it with other MCP servers, and deliver insights you would spend hours assembling manually.

Works with Claude, ChatGPT, Cursor, and any MCP-compatible client. Powered by the Vinkius - your credentials never touch the AI model, every request is auditable. Connect in under two minutes.

Why teams choose Vinkius

One subscription gives you access to thousands of MCP servers - and you can deploy your own to the Vinkius Edge. Your AI agents only access the data you authorize, with DLP that blocks sensitive information from ever reaching the model, kill switch for instant shutdown, and up to 60% token savings. Enterprise-grade infrastructure and security, zero maintenance.

Build your own MCP Server with our secure development framework →

Vinkius works with every AI agent you already use

…and any MCP-compatible client

CursorClaudeOpenAIVS CodeCopilotGoogleLovableMistralAWSCursorClaudeOpenAIVS CodeCopilotGoogleLovableMistralAWS

Vectara MCP Server capabilities

7 tools
delete_corpus_document

This action is irreversible. Permanently removes a document from a corpus

execute_rag_chat

Provide corpus keys and the user query to get a summarized AI response with citations. Executes a RAG-powered chat completion

get_corpus_details

Retrieves metadata and configuration for a specific corpus

list_chat_sessions

Lists previous RAG chat sessions

list_corpora

Lists all corpora (searchable datasets) in the Vectara account

list_corpus_documents

Lists all indexed documents within a specific corpus

perform_semantic_search

Provide one or more comma-separated corpus keys and the query text. Executes a semantic search across one or more corpora

What the Vectara MCP Server unlocks

Connect your Vectara environment to any AI agent to unlock enterprise-grade Retrieval-Augmented Generation (RAG) and semantic search directly inside your conversational IDE or workspace.

What you can do

  • Semantic Search — Query your indexed private corpora naturally and return highly relevant, grounded documents without traditional keyword matching limitations.
  • Conversational RAG — Execute fully-fledged interactive chats leveraging Vectara's backend to provide detailed, cited answers strictly based on your secure documents.
  • Corpus Management — List all available data corpora, retrieve unique keys, and discover the shape of your indexed data environment on the fly.
  • Document Auditing — Monitor specific document indexes within a corpus, verify correct ingestions, or permanently delete obsolete files avoiding polluted search results.

How it works

1. Subscribe to this server
2. Enter your Vectara API Key and Customer ID
3. Start retrieving knowledge from Claude, Cursor, or any MCP-compatible client

Your AI agent becomes an elite cognitive search gateway to all your internal data.

Who is this for?

  • Software Engineers — debug RAG implementation challenges by directly testing query responses via chat instead of writing disposable test scripts.
  • Data Engineers — securely remove stale database context arrays manually inserted into Vectara via quick conversational text commands.
  • Product Leads — ask questions against internal product manuals stored as a Vectara corpus without waiting for the frontend UI development.
  • Technical Writers — locate specific passages traversing across thousands of embedded documents effortlessly leveraging contextual semantic queries.

Frequently asked questions about the Vectara MCP Server

01

Can I query my internal documents directly using just conversational chat?

Yes. If your data is indexed in a Vectara corpus, simply ask your agent: search the 'employee-handbook' corpus for remote work policies. The agent uses the queryTool to pass your question to Vectara's semantic engine, effortlessly bringing back precisely matching paragraph citations instantly.

02

How do I remove outdated context files destroying the accuracy of my RAG model?

You don't need to rebuild APIs or use cURL. Tell your AI: delete document ID 'doc-992a' from my Sales corpus. It automatically formats the mutation and wipes the poisoned embedding from Vectara's nodes permanently, restoring high accuracy.

03

Will the RAG Chat tool provide accurate source citations?

Yes. When you instruct the agent to run execute_rag_chat, Vectara processes the query against its internal LLM and index, returning a synthesized natural language answer appended solidly with exact document citations, proving the AI isn't hallucinating facts.

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