
Connect Character Appearance Counter 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. Track character presence and name variants across your entire manuscript.
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.
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.

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.
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.
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 · 4 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 4 available through Character Appearance Counter.
- 01
Get chapter summary
This capability provides a full breakdown of character presence across your chapters.
- 02
Get aggregate totals
Use this to calculate the total number of times characters appear throughout the entire book.
- 03
Get chapter counts
This capability counts how many times specific character names appear within a single chapter.
- 04
Verify name integrity
This capability checks if your list of name variants is ready for accurate processing.
Real work
What teams actually run
Pacing Audits
Check if a protagonist's presence drops too low during a specific subplot.
Character Arc Mapping
Track how character mentions change from the beginning to the end of a book.
Consistency Checks
Verify that name variants are being handled correctly across the text.
Narrative Balance
Compare the total appearances of different characters to ensure even distribution.
One connector, every AI
Character Appearance Counter 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put Character Appearance Counter 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
897ms average. Fast in production.
Character Appearance Counter is checked daily against the live service.
- Fastest day
- 816ms
- Slowest day
- 1024ms
- 14-day trend
- Stable+4%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 4 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 Character Appearance Counter, so you can see the experience inside your AI.
It does not authenticate your account with Character Appearance Counter. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
Character Appearance Counter Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_kn0N7eVsIrPeaUxiCIKak65HxGwsuW6Fl0oMdqtT/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 — Character Appearance Counter capabilities are ready to use.
{
"mcpServers": {
"character-appearance-counter-mcp": {
"url": "https://edge.vinkius.com/vk_preview_kn0N7eVsIrPeaUxiCIKak65HxGwsuW6Fl0oMdqtT/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 Character Appearance Counter in Claude and other AIs
Who it's for
Built for the work Character Appearance Counter owners hand off.
This MCP is built for writers and editors who need to quantify narrative elements.
- 01
Novelists
They hand off manuscript analysis to the AI to check character pacing.
- 02
Literary Analysts
They use the capability to extract data for structural studies of texts.
- 03
Editors
They use character counts to verify narrative balance in a draft.
FAQ
Questions Character Appearance Counter owners ask.
- 01
How does this MCP handle different names for the same person?
It uses name variant grouping to treat different versions of a name as a single entity, which keeps your counts accurate.
- 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
Does it work for a single chapter or a whole book?
It does both. You can get counts for specific chapters or aggregate totals for the entire book.
- 04
What if my character names are inconsistent?
You can use the verify_name_integrity capability to check if your name variants are suitable for processing.
- 05
Do I need to host this myself?
No, Vinkius hosts and manages the MCP for you, so it is ready to use immediately after connection.
- 06
How does the capability handle different names for the same character?
You can provide a list of name variants using get_chapter_counts. The capability will sum the occurrences of all provided variants to give you a single total for that character.
- 07
Can I get a summary of character presence across the whole book?
Yes, use get_chapter_summary to receive a detailed breakdown of counts per chapter and the overall total.
- 08
What should I do if my character names have extra spaces?
You can use verify_name_integrity to validate and sanitize your list of name variants before performing counts.
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Connect Character Appearance Counter to Claude, Cursor, ChatGPT & more
