# Keyword Intent Classifier MCP for AI Agents MCP

> Keyword Intent Classifier helps you sort through thousands of search terms to see what people actually want. It tags keywords by intent (like buying vs. just browsing), length (head, body, long-tail), and where they sit in your sales funnel (TOFU, MOFU, BOFU). It turns a messy list of words into a structured SEO roadmap.

## Overview
- **Category:** marketing
- **Price:** Free
- **Endpoint:** https://edge.vinkius.com/vk_preview_0HFyMr18a5SCMjbAcS51gRSMFKZCmAYoAP12SRCW/mcp
- **Tags:** keyword-research, search-intent, seo-tools, content-strategy, marketing-automation

## Description

Imagine you've just finished a massive keyword research session and you're staring at a spreadsheet with three thousand rows. You need to know which ones to write blog posts for and which ones deserve a hard-sell landing page. This tool handles that heavy lifting for you. Instead of manual tagging, your AI client can run your list through a rule-based engine that figures out if someone is looking for a quick answer, trying to find your specific website, or ready to pull out their credit card. It also breaks down the weight of the keywords, separating broad head terms from specific long-tail phrases. This helps you organize your content calendar by funnel stage, so you aren't wasting high-intent ads on people who are just looking for basic info. When you use this MCP through the Vinkius catalog, you're basically giving your agent a specialized marketing brain that understands the nuance of search behavior. It stops the guessing game and lets you focus on creating the right content for the right audience at the right time.

## Tools

### classify_keywords_batch
Send a huge list of keywords to get a bulk classification of intent, length, and funnel stage. This is great for processing large datasets quickly.

### classify_keyword
Check a single search term to see if it's informational, navigational, commercial, or transactional. Use this for quick, one-off queries.

## Prompt Examples

**Prompt:** 
```
What is the intent of 'how to fix a leaky faucet'?
```

**Response:** 
```
### Keyword Analysis

| Metric | Result |
| :--- | :--- |
| **Intent** | Informational |
| **Confidence** | 0.92 |
| **Length Category** | Body |
| **Funnel Stage** | TOFU |

*This query is looking for a tutorial or DIY solution, making it perfect for a blog post or helpful video.*
```

**Prompt:** 
```
Classify these: 'buy cheap shoes', 'running tips', 'nike store'
```

**Response:** 
```
**Analysis Results:**

*   **buy cheap shoes**: Transactional Intent | BOFU | Long-tail
*   **running tips**: Informational Intent | TOFU | Body
*   **nike store**: Navigational Intent | MOFU | Head
```

**Prompt:** 
```
Analyze the keyword 'best hiking boots for winter'
```

**Response:** 
```
**Keyword Profile:**

*   **Intent**: Commercial
*   **Confidence Score**: 0.88
*   **Length Category**: Long-tail
*   **Funnel Stage**: MOFU

*The user is in the consideration phase, comparing options before making a final purchase decision.*
```

## Capabilities

### Sort keywords by intent
Automatically tag terms as Informational, Navigational, Commercial, or Transactional.

### Identify long-tail terms
Distinguish between broad head terms and specific long-tail queries automatically.

### Map funnel stages
Assign keywords to TOFU, MOFU, or BOFU categories to guide your marketing strategy.

### Bulk process lists
Run thousands of keywords through the classifier in a single operation.

### Analyze single queries
Get an immediate breakdown of a single search term's intent and funnel position.

## Use Cases

### Competitor audit analysis
An SEO manager has 5,000 keywords from a competitor audit. They use `classify_keywords_batch` to group them by intent for a gap analysis.

### Ad spend prioritization
A growth lead needs to know which keywords to bid on. They use the MCP to filter for Transactional and Commercial intent only.

### Content pillar development
A content team is overwhelmed by 'how-to' queries. They use the MCP to identify TOFU informational terms for a blog series.

### Quick intent checking
A copywriter wants to know if 'best laptop' is a buying signal. They use `classify_keyword` to see its funnel stage before writing.

## Benefits

- Stop manual tagging by using `classify_keywords_batch` to sort thousands of terms in seconds.
- Build better funnels by automatically mapping keywords to TOFU, MOFU, and BOFU stages.
- Prioritize high-value content by identifying commercial and transactional intent immediately.
- Target the right audience by distinguishing between broad head terms and specific long-tail queries.
- Save hours of research time by letting your agent handle the heavy lifting of keyword categorization.
- Improve your content strategy by getting a clear picture of what your customers actually want.

## How It Works

The bottom line is you get a categorized SEO roadmap instead of a raw list of words.

1. Feed your list of keywords to your AI client.
2. The MCP runs each term through the classification engine.
3. Get a structured breakdown of intent, length, and funnel stage for every word.

## Frequently Asked Questions

**Can Keyword Intent Classifier sort my SEO keywords?**
Yes, it automatically categorizes your keywords by intent, length, and funnel stage. This helps you turn a raw list of terms into a structured SEO strategy.

**How does Keyword Intent Classifier help with content planning?**
It maps your keywords to TOFU, MOFU, and BOFU stages. This allows you to see exactly where your content fits in the buyer's journey so you can plan a balanced content mix.

**Does Keyword Intent Classifier work for long-tail keywords?**
Yes, it specifically identifies whether a term is a broad head term, a body term, or a long-tail query. This helps you target more specific, lower-competition search terms.

**Can I use Keyword Intent Classifier to find buying signals?**
Absolutely. It flags commercial and transactional intent, making it easy to identify which keywords are most likely to lead to a direct sale or conversion.

**How many keywords can Keyword Intent Classifier handle at once?**
You can process large lists of keywords in bulk. This makes it ideal for analyzing hundreds or thousands of terms from a competitor audit or a broad research session.

**What marketing funnel stages does Keyword Intent Classifier identify?**
It maps keywords to TOFU (Top of Funnel), MOFU (Middle of Funnel), and BOFU (Bottom of Funnel). This ensures your marketing efforts align with the user's level of readiness.

**How does the classification work?**
The engine uses a predefined lexicon of intent-signal modifiers like 'how to', 'buy', or 'best' to assign categories and confidence scores.

**What are the funnel stages?**
Keywords are mapped to TOFU (Informational), MOFU (Commercial/Navigational), or BOFU (Transactional) based on their detected intent.

**Can I process multiple keywords at once?**
Yes, you can use the `batch_classify_keywords_tool` to analyze an array of keywords and receive a summary of their distribution.