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Connect SQL Query Complexity Analyzer to ChatGPT and Claude

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Catch dangerous queries and audit join structures instantly.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

A futuristic MCP client docking bay
V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 2 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-02

2 capabilities in this set.

Part of 2 available through SQL Query Complexity Analyzer.

  1. 01

    Assess query safety

    This capability checks your SQL for dangerous patterns. It flags risky operations like unfiltered deletes or selects that pull too much data.

  2. 02

    Analyze join structure

    This capability breaks down the join logic in your query. It identifies the specific types of joins being used to help you understand query complexity.

Real work

What teams actually run

01

Pre-deployment Safety Checks

Run a query through your agent to ensure no dangerous DELETE or UPDATE statements slip through.

02

Query Optimization

Use the join analysis to find complex queries that need better indexing or restructuring.

03

Code Review Automation

Let your AI client audit SQL code during a review to catch inefficient join patterns.

04

Database Performance Audits

Analyze the relative computational cost of various queries to plan resource allocation.

One connector, every AI

SQL Query Complexity Analyzer works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put SQL Query Complexity Analyzer to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

688ms average. Fast in production.

SQL Query Complexity Analyzer is checked daily against the live service.

Daily averagePeak 863ms
Oct 3Today
Fastest day
531ms
Slowest day
863ms
14-day trend
Improving-15%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 2 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of SQL Query Complexity Analyzer, so you can see the experience inside your AI.

It does not authenticate your account with SQL Query Complexity Analyzer. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

SQL Query Complexity Analyzer Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_fOc2XGXsJT2gPnusVQN22TQugctVCqR9mKGKNkGe/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — SQL Query Complexity Analyzer capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "sql-query-complexity-analyzer-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_fOc2XGXsJT2gPnusVQN22TQugctVCqR9mKGKNkGe/mcp"
    }
  }
}
  • Claude
  • ChatGPT
  • Cursor
  • VS Code
  • Windsurf
  • Claude Code
  • JetBrains
  • Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up SQL Query Complexity Analyzer in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work SQL Query Complexity Analyzer owners hand off.

This MCP is built for technical professionals who need to validate SQL before execution.

  • 01

    Database Administrators

    They hand off complex queries to the agent to check for safety and optimization.

  • 02

    Backend Developers

    They use the agent to audit query structures during the development cycle.

  • 03

    Data Engineers

    They rely on the capability to evaluate the computational cost of large-scale data operations.

FAQ

Questions SQL Query Complexity Analyzer owners ask.

  • 01

    How does this MCP prevent data loss?

    It uses the assess_query_safety capability to detect unfiltered UPDATE and DELETE operations that lack a WHERE clause.

  • 02

    Can I use this with Claude or Cursor?

    Yes, you can connect this MCP to any MCP-compatible client including Claude, Cursor, and Windsurf.

  • 03

    What kind of joins can it analyze?

    The analyze_join_structure capability identifies INNER, LEFT, RIGHT, and FULL join types.

  • 04

    Does this capability suggest indexes?

    Yes, you can use the analysis to identify specific indexing opportunities to lower computational costs.

  • 05

    Why does it flag SELECT *?

    It flags SELECT * because it can cause over-fetching of unnecessary data, which impacts performance.

  • 06

    How can I check if my query has dangerous patterns?

    You can use the assess_query_safety capability. It will specifically flag if you are using SELECT * or if an UPDATE/DELETE statement is missing a WHERE clause.

  • 07

    Can this capability help with query optimization?

    Yes. By using analyze_join_structure, you can understand the complexity of your joins, which is a key step in optimizing database performance.

  • 08

    What kind of join types are detected?

    The analyze_join_structure capability detects INNER, LEFT, RIGHT, and FULL joins within your SQL query.

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