How to Use the N-Gram Frequency Engine MCP in Cursor
Inject precise linguistic data into your codebase with Cursor. The N-Gram Frequency Engine provides exact counts for your project files.
Works with every AI agent you already use
…and any MCP-compatible client
Connect N-Gram Frequency Engine MCP to Cursor
Create your Vinkius account to connect N-Gram Frequency Engine to Cursor and route execution through our secure gateway. The platform manages server hosting, runtime updates, and security layers. Configuration requires no manual server provisioning.
Automated code-base analysis
Point the `extract_ngram_frequencies` tool at your documentation or comment blocks to extract common phrases. Cursor then injects this data directly into your active coding session. You can use these frequency distributions to identify redundant terminology in your code comments. It helps you keep your technical writing consistent across the entire project.
Deterministic analysis for Cursor
The `extract_ngram_frequencies` tool gives you hard numbers for phrase occurrence. You can feed these counts to Cursor to generate cleaner, more concise documentation based on real usage patterns. Reliability is the priority here. The tool avoids the probabilistic errors common in standard LLM parsing, giving you a ground-truth dataset to work with inside your editor.
Integrated token tracking
Cursor users need to keep context lean. Use the N-Gram Frequency Engine to identify which phrases appear most frequently across your codebase. Once you know the common patterns, you can optimize your prompts to refer to these phrases efficiently. It is the fastest way to reduce token waste while maintaining high-quality output.
Set up N-Gram Frequency Engine MCP in Cursor
Prerequisites
- Cursor installed (macOS, Windows, or Linux)
- Active Vinkius subscription with a valid endpoint token
- 1
Open MCP Settings
Go to Cursor Settings → MCP or open the Command Palette (
Cmd+Shift+P/Ctrl+Shift+P) and search for "MCP: Add Server". - 2
Add the N-Gram Frequency Engine MCP
Cursor will create or open
.cursor/mcp.jsonin your project root. Paste the JSON snippet on the right. Replace[YOUR_TOKEN_HERE]with your endpoint token from cloud.vinkius.com. - 3
Enable Agent mode
Open Composer (
Cmd+I/Ctrl+I) and switch to Agent mode using the dropdown at the top. MCP tools are only available in Agent mode. - 4
Verify the connection
Ask Cursor something like "List my recent N-Gram Frequency Engine transactions." If the MCP tools are loaded correctly, Cursor will call the N-Gram Frequency Engine tools automatically. You can also check Settings → MCP for a green status indicator.
{
"mcpServers": {
"n-gram-frequency-engine-mcp": {
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}
}
}Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by natural. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.
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Common questions about N-Gram Frequency Engine MCP in Cursor
Use it with your favorite AI tools
Connect this server to Cursor, Claude, VS Code, and more.
Start using the N-Gram Frequency Engine MCP today
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