# SingleStore MCP for AI Agents AI Agent Connect

> SingleStore MCP gives your AI agent direct access to your SingleStore database. It lets your agent run raw SQL, perform semantic vector searches, and manage your workspaces or billing without you having to switch tabs. It turns your AI into a database admin that actually knows your schema, allowing you to query data and manage infrastructure directly from your chat window.

## Overview
- **Category:** ai-frontier
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_CWK0SovUKcPI3nav2853E8UUtd5snsstATtMZNpM/ai-agent-connect
- **Tags:** sql, semantic-search, real-time-analytics, database-administration, vector-embeddings, data-infrastructure

## Description

Imagine you're in the middle of a deep dev session and you need to know exactly how a specific table is structured or if a certain record exists. Usually, that means tab-hopping to a dashboard, copying a query, and waiting for a result. With this Connector, you just ask your AI agent to do it for you. It handles the heavy lifting of connecting to your SingleStore infrastructure so you can stay in your flow. You can have your agent write and run SQL, pull out specific metrics, or even perform complex vector searches to find relevant data points. It even handles the boring admin stuff, like checking your billing usage or listing your workspaces, so you don't have to hunt through the console. Because Vinkius makes it so easy to plug this into your existing setup, you get a unified way to manage your data and infrastructure. It's about moving from "I need to find this data" to "Here is the data" in a single turn. It bridges the gap between your high-level instructions and the low-level database commands required to get things done. Instead of being the middleman who carries data between tabs, you become the architect who directs the agent to do it.

## Tools

### get_billing_usage
Retrieve your latest billing and usage metrics instantly. This lets you monitor costs without opening the cloud console.

### list_databases
See all databases within a specific workspace. This is great for quickly verifying your schema structure.

### list_organizations
See all organizations linked to your account. Use this to manage multi-tenant setups and account access.

### list_workspaces
See every SingleStore workspace associated with your account in a single list. This helps you navigate different environments without switching tabs.

### vector_search
Perform a DOT_PRODUCT vector similarity search against your data. It's the primary way to find related items in your vector store.

### execute_sql
Run raw SQL statements directly on your SingleStore database. Use this for any standard read-only or write queries your agent needs to perform.

## Prompt Examples

**Prompt:** 
```
What databases do I have in my current workspace?
```

**Response:** 
```
I've checked your current workspace and found the following databases:

| Database Name | Status |
| :--- | :--- |
| **users_db** | Active |
| **logs_db** | Active |
| **archive_db** | Archived |
```

**Prompt:** 
```
Run a query to find the top 5 users by spend in the last 24 hours.
```

**Response:** 
```
I've executed that query for you. Here are the top 5 spenders from the last 24 hours:

* **User_882**: $1,240.50
* **User_104**: $980.20
* **User_331**: $850.00
* **User_092**: $720.15
* **User_442**: $690.00
```

**Prompt:** 
```
Check my current billing usage.
```

**Response:** 
```
Here is the current billing and usage summary for your account:

* **Monthly Spend**: $4,200.00
* **Query Volume**: 1.2M requests
* **Storage Used**: 450GB
* **Vector Ops**: 850k similarity checks
```

## Capabilities

### Run raw SQL queries
Have your agent execute complex SQL statements directly on your database.

### Perform vector searches
Find similar items using DOT_PRODUCT similarity in your vector data.

### List all workspaces
See every SingleStore workspace associated with your account at a glance.

### Check billing usage
Get a clear picture of your current costs and usage metrics instantly.

### List databases
See every database inside a specific workspace without opening the UI.

### View organizations
See all the different organizations connected to your account.

## Use Cases

### Checking Schema
A developer is stuck on a join and asks the agent to list databases and run a query to see the columns.

### Vector Retrieval
A product manager wants to find similar products and the agent uses vector_search to pull the top 5 matches.

### Billing Audit
An admin needs to know why the bill is high and asks the agent to pull get_billing_usage for the last month.

### Workspace Setup
A new user needs to see what's available and the agent runs list_workspaces to show all active environments.

## Benefits

- Skip the dashboard fatigue by using list_workspaces and list_databases to navigate your environment from your chat.
- Run complex data lookups instantly with execute_sql instead of manually writing and testing every single query.
- Build better RAG applications by performing semantic similarity searches with vector_search to find relevant data points.
- Keep your infrastructure costs in check by pulling usage metrics via get_billing_usage whenever you need a status update.
- Speed up multi-tenant management by quickly identifying all associated accounts with list_organizations in a single step.

## How It Works

The bottom line is you get a direct line from your chat interface to your production data and infrastructure.

1. Connect your SingleStore credentials to the Connector via the Vinkius dashboard.
2. Grant your AI client permission to access your specific workspace.
3. Ask your agent to run a query, search for vectors, or check your billing.

## Frequently Asked Questions

**Can the SingleStore MCP run my SQL queries?**
Yes, it can execute raw SQL statements directly on your database. This allows your AI client to pull specific records, perform joins, and run complex queries based on your natural language instructions.

**Does the SingleStore MCP support vector search?**
Yes, it includes a tool for DOT_PRODUCT vector similarity searches. You can use this to find relevant data points in your vector store using semantic similarity.

**Can I use SingleStore MCP to see my billing?**
Yes, you can ask your agent to pull your latest billing and usage metrics. It's a quick way to monitor your costs without having to log into the cloud console.

**Is SingleStore MCP good for managing multiple workspaces?**
It's perfect for that. It includes tools to list all your workspaces and organizations, making it easy to manage multi-tenant environments from a single chat interface.

**Can the SingleStore MCP list my databases?**
Yes, it can list all databases within a specific workspace. This helps you quickly verify your data structure or find specific tables during development.

**Does SingleStore MCP work with Cursor?**
Yes, it works with Cursor and other MCP-compatible clients. You can connect it via Vinkius to give your agent direct access to your SingleStore infrastructure.

**Can this execute a DROP TABLE query and delete my database?**
Yes! The `execute_sql` tool executes anything provided. Make sure to embed an API token that possesses read-only or strictly limited privileges to prevent accidental data destruction.

**Are semantic vector searches natively supported?**
Absolutely. By utilizing the `vector_search` tool, your agent can issue DOT_PRODUCT evaluations seamlessly without needing external drivers.

**Can I request my current billing and invoice costs?**
Yes. The `get_billing_usage` action explicitly pulls billing statements directly to the CLI interface for your specific cluster organization.