N-Gram Frequency Engine MCP Server for WindsurfGive Windsurf instant access to 1 tools to Extract Ngram Frequencies

Name: N-Gram Frequency Engine
Price: 29 USD
Availability: InStock
Rating: 0.2 (1 reviews)
Author: Vinkius

GDPR Free for Subscribers

Windsurf brings agentic AI coding to a purpose-built IDE. Connect N-Gram Frequency Engine through Vinkius and Cascade will auto-discover every tool. ask questions, generate code, and act on live data without leaving your editor.

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The N-Gram Frequency Engine MCP Server for Windsurf is a standout in the Developer Tools category — giving your AI agent 1 tools to work with, ready to go from day one.

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Classic Setup·json

{
  "mcpServers": {
    "n-gram-frequency-engine": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}

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About N-Gram Frequency Engine MCP Server

Counting the most frequent 2-word or 3-word phrases (N-Grams) in a 100-page document is an expensive and inaccurate task for an LLM. Due to token limits, LLMs will approximate the counts or miss phrases entirely. The N-Gram Frequency Engine processes the text directly in native V8 JavaScript, delivering mathematically perfect frequency counts for bigrams, trigrams, and custom N-Grams in milliseconds.

Windsurf's Cascade agent chains multiple N-Gram Frequency Engine tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 1 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

The N-Gram Frequency Engine MCP Server exposes 1 tools through the Vinkius. Connect it to Windsurf in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

All 1 N-Gram Frequency Engine tools available for Windsurf

When Windsurf connects to N-Gram Frequency Engine through Vinkius, your AI agent gets direct access to every tool listed below — spanning nlp, text-processing, frequency-analysis, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.

extract

Extract ngram frequencies on N-Gram Frequency Engine

Extracts the top most frequent N-Grams (e.g. bigrams, trigrams) from a text deterministically

Connect N-Gram Frequency Engine to Windsurf via MCP

Follow these steps to wire N-Gram Frequency Engine into Windsurf. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

Open MCP Settings

Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"

Add the server

Paste the JSON configuration above into mcp_config.json

Save and reload

Windsurf will detect the new server automatically

Start using N-Gram Frequency Engine

Open Cascade and ask: "Using N-Gram Frequency Engine, help me...". 1 tools available

Why Use Windsurf with the N-Gram Frequency Engine MCP Server

Windsurf provides unique advantages when paired with N-Gram Frequency Engine through the Model Context Protocol.

Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention

Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively

JSON-based configuration means zero code changes: paste a URL, reload, and all 1 tools are immediately available

Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts

N-Gram Frequency Engine + Windsurf Use Cases

Practical scenarios where Windsurf combined with the N-Gram Frequency Engine MCP Server delivers measurable value.

Automated code generation: ask Cascade to fetch data from N-Gram Frequency Engine and generate models, types, or handlers based on real API responses

Live debugging: query N-Gram Frequency Engine tools mid-session to inspect production data while debugging without leaving the editor

Documentation generation: pull schema information from N-Gram Frequency Engine and have Cascade generate comprehensive API docs automatically

Rapid prototyping: combine N-Gram Frequency Engine data with Cascade's code generation to scaffold entire features in minutes

Example Prompts for N-Gram Frequency Engine in Windsurf

Ready-to-use prompts you can give your Windsurf agent to start working with N-Gram Frequency Engine immediately.

"Here is a 50-page PDF text. Find the top 10 most frequent trigrams (n=3) to help me understand the core topics."

"Combine all these customer reviews into one string and extract the top 5 bigrams (n=2)."

"Extract the exact frequencies of 4-grams from this competitor's article to map their SEO keyword strategy."

Troubleshooting N-Gram Frequency Engine MCP Server with Windsurf

Common issues when connecting N-Gram Frequency Engine to Windsurf through Vinkius, and how to resolve them.

Server not connecting

Check Settings → MCP for the server status. Try toggling it off and on.

N-Gram Frequency Engine + Windsurf FAQ

Common questions about integrating N-Gram Frequency Engine MCP Server with Windsurf.

How does Windsurf discover MCP tools?

Windsurf reads the mcp_config.json file on startup and connects to each configured server via Streamable HTTP. Tools are listed in the MCP panel and available to Cascade automatically.

Can Cascade chain multiple MCP tool calls?

Yes. Cascade is an agentic system. it can plan and execute multi-step workflows, calling several tools in sequence to accomplish complex tasks without manual prompting between steps.

Does Windsurf support multiple MCP servers?

Yes. Add as many servers as needed in mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.