Integrate Vald with Claude, Cursor, Chatbots & AI Agents MCP Server

Q: How do I ensure my Vald cluster is healthy right from my CLI?

Skip complex diagnostics loops. Instruct your agent to get Vald internal engine info. It will interface directly via gRPC/REST and pull down cluster metrics including operational status, agent versions, and basic diagnostic health. This is vital for MLOps managing production RAG pipelines needing constant reassurance.

Power your agent with Vald — query, insert, and manage dense vectors on a highly scalable, distributed nearest-neighbor engine.

GDPR Free for Subscribers

Compatible with every major AI agent and IDE

Claude

ChatGPT

Cursor

Gemini

Windsurf

VS Code

JetBrains

Vercel

+ other MCP clients

delete

Delete vector on Vald

This action is irreversible. Permanently removes a vector from the Vald index

get

Get engine info on Vald

Retrieves operational information and health of the Vald engine

get

Get vector details on Vald

Retrieves the raw vector data for a specific ID

insert

Insert vector on Vald

Provide a unique ID and the vector as a JSON array. Inserts a new vector into the Vald index

Search vectors on Vald

Provide a query vector as a JSON array of floats. Performs a nearest neighbor vector similarity search

update

Update vector on Vald

Provide the existing ID and new vector array. Updates an existing vector in the Vald index

Security & Code Integrity Audit

Every tool in the Vald MCP Server is continuously audited by the Vinkius Security Engine. We guarantee zero-trust payload isolation, strict data boundaries, and deterministic execution for enterprise-grade AI agents.

A+Score: 100

How Vinkius protects your data

Can I audit what my AI agents are doing with this integration?

Yes, Vinkius provides an immutable, HMAC-chained audit log. Every tool execution, payload, and response is tracked in real-time on your dashboard, giving you complete visibility into your agent's actions.

How do I ensure my Vald cluster is healthy right from my CLI?

Skip complex diagnostics loops. Instruct your agent to get Vald internal engine info. It will interface directly via gRPC/REST and pull down cluster metrics including operational status, agent versions, and basic diagnostic health. This is vital for MLOps managing production RAG pipelines needing constant reassurance.

How does the AI access my passwords and credentials?

It simply doesn't. On Vinkius, your passwords, API keys, and login details are kept in a secure vault. The AI (like ChatGPT or Claude) merely "asks" Vinkius to perform the task. Vinkius opens the door, does the work, and hands the result back to the AI. Your credentials are never seen, read, or learned by the artificial intelligence.

What if the AI ends up reading customer data or confidential information?

We have a built-in digital "bodyguard" called DLP (Data Loss Prevention). If a tool fetches data and the response contains social security numbers, credit cards, or personal customer info, Vinkius magically blocks and erases that information before it is delivered to the AI. The AI works only with what is strictly necessary, and your sensitive data never leaks.

Triggering Vald via Natural Language

This integration supports direct MCP execution, enabling your chatbots to query and modify data within these specific environments.

Mastering vector search with Agents

The Vald server supports direct MCP connections for vector search. This provides Claude with the required permissions to execute databases functions.

Intelligent ann Management

The Vald toolkit translates Claude's commands into ann operations. The MCP server ensures accurate delivery within the databases ecosystem.