Use Content Gap Identifier with your AI.
Connect your account once and let the AI you already use work with it, without building another integration. Identify missing keywords and topics by comparing your content against competitors using TF density analysis.
Developed, maintained, and hosted by Vinkius.
MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED
Waiting for input…
Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.
Complete set · 3 capabilities
The complete Content Gap Identifier capability set.
These are the exact actions your AI can choose when you ask it to work with Content Gap Identifier.
01-03
3 capabilities in this set.
Part of 3 available through Content Gap Identifier.
- 01
Extract text essence
Identify the most significant keywords within a single piece of text
- 02
Evaluate topic importance
Determine how much more weight a specific topic carries in competitor content
- 03
Identify content gaps
Detect keywords and topics present in competitor content that are missing or weak in your own
Observed, not estimated
732ms average. Fast in production.
Content Gap Identifier is checked daily against the live service.
- Fastest day
- 524ms
- Slowest day
- 918ms
- 14-day trend
- Improving-28%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 3 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 Content Gap Identifier, so you can see the experience inside your AI.
It does not authenticate your account with Content Gap Identifier. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Content Gap Identifier Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_ZweicKLtz1nCna08Je5NkvEYl5FDu8C0JiLM63JZ/mcpClaude Desktop
Follow the steps below to connect in seconds.
- 1In Claude Desktop, open Settings → Connectors.
- 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
- 3Click Add and start a new chat — Content Gap Identifier capabilities are ready to use.
{
"mcpServers": {
"content-gap-identifier-mcp": {
"url": "https://edge.vinkius.com/vk_preview_ZweicKLtz1nCna08Je5NkvEYl5FDu8C0JiLM63JZ/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
FAQ
Questions Content Gap Identifier owners ask.
- 01
How does the capability identify a content gap?
The capability performs a comparative density analysis. It calculates the relative frequency of words in both your text and the competitor's text. A 'gap' is identified when a word has high density in the competitor's content but low or zero density in yours.
- 02
What is the difference between missing keywords and underrepresented topics?
Missing keywords are terms that appear in the competitor's text but are entirely absent from your content. Underrepresented topics are keywords that exist in both texts but have a significantly lower relative density in your version.
- 03
Can I evaluate the importance of a specific phrase?
Yes, by using the evaluate_topic_importance capability, you can provide your text, the competitor's text, and a target topic to see the difference in density and determine the gap severity.
Explore
More in SEO
MinHash Text Deduplicator AI Connector
Detect near-duplicate texts using MinHash signatures and Jaccard similarity.
Viewrag-chunk-boundary-optimizer AI Connector
Analyzes text chunking strategies for RAG pipelines by measuring overlap, sentence integrity, and semantic con
ViewCompaction Control Test AI Connector
Analyzes soil compaction quality by comparing field test results against laboratory standards.
ViewSerialization Size Comparator AI Connector
Compare storage and token efficiency between JSON, YAML, and CSV formats.
View
Suggestions
Diff & Patch Calculator AI Connector
Compute line-level and word-level diffs, generate unified patches, and calculate text similarity.
ViewString Metrics Analyzer AI Connector
Bypass LLM tokenization blindness. Get exact character counts, word counts, and specific string occurrences de
ViewMarkdown Semantic Chunker AI Connector
A deterministic engine for splitting Markdown text into semantically coherent chunks based on header hierarchy
ViewMarkdown Semantic Chunker AI Connector
A deterministic engine for splitting Markdown text into semantically coherent chunks based on header hierarchy
View
