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Connect Annotation Extractor and Tracker to your AI

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. Know exactly what needs fixing before deployment.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

ChatGPTClaudeCursorPerplexityGeminiMicrosoft CopilotRaycastMeta AI

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.

A futuristic MCP client docking bay
V8 Isolate01

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.

Kill Switch02

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.

FinOps per User03

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 · 2 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-02

2 capabilities in this set.

Part of 2 available through Annotation Extractor and Tracker.

  1. 01

    Process annotations

    Compares annotations across multiple files. Use this to track changes, identify which markers were resolved since a previous scan, or get a density report for a directory.

  2. 02

    Scan file

    Scans a single file for specific annotations like TODO, FIXME, HACK, or XXX. You pass it a file path, and it returns a list of all markers found within that file.

Real work

What teams actually run

01

Pre-Merge Code Review

Before merging a feature branch, prompt the AI to scan the affected files. This confirms that no new FIXME or HACK markers were accidentally introduced.

02

Quarterly Code Audit

Run a comparison across the entire repository to generate a report showing how many old TODOs have been resolved since the last audit.

03

Feature Scope Assessment

When starting a new feature, use the density report to understand the existing level of technical debt in the target directory, setting realistic expectations.

04

Bug Fix Verification

After fixing a bug, use the capability to scan the relevant files. This verifies that the fix didn't introduce any new markers or leave behind old ones.

One connector, every AI

Annotation Extractor and Tracker 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.

ClaudeClaudeChatGPTChatGPTGeminiGeminiPerplexityPerplexityGrokGrokMicrosoft CopilotMicrosoft CopilotCursorCursorVS CodeVS CodeWindsurfWindsurfJetBrainsJetBrainsClineClineLangChainLangChainVercel AI SDKVercel AI SDKLovableLovableZ.aiZ.aiRaycastRaycastQwen CodeQwen CodeKimi CodeKimi CodeLe ChatLe Chat

Building your own app? The connector is yours to use.

You don't need a client to put Annotation Extractor and Tracker 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

706ms average. Fast in production.

Annotation Extractor and Tracker is checked daily against the live service.

Daily averagePeak 1002ms
Oct 3Today
Fastest day
593ms
Slowest day
1002ms
14-day trend
Improving-8%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 2 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 Annotation Extractor and Tracker, so you can see the experience inside your AI.

It does not authenticate your account with Annotation Extractor and Tracker. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Annotation Extractor and Tracker Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_nHleEt0kiJbddwhLdQrs3DvrA6lGbLjDFQwwasod/mcp

Claude Desktop

Follow the steps below to connect in seconds.

  1. 1In Claude Desktop, open Settings → Connectors.
  2. 2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
  3. 3Click Add and start a new chat — Annotation Extractor and Tracker capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "annotation-extractor-and-tracker-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_nHleEt0kiJbddwhLdQrs3DvrA6lGbLjDFQwwasod/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 Annotation Extractor and Tracker in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Annotation Extractor and Tracker owners hand off.

This MCP is essential for development teams who need to maintain high code quality without dedicating full-time resources to manual audits. If your team relies on code reviews or automated checks to manage technical debt, this capability fits right into your existing workflow. It lets you automate the tedious parts of code cleanup.

  • 01

    Software Developer

    Use it to check your own files before committing code, ensuring you don't leave behind forgotten TODOs or HACK markers.

  • 02

    Tech Lead

    Run it across entire modules to get a quick, quantitative report on the overall technical debt level of a feature.

  • 03

    Engineering Manager

    Use it to track the resolution rate of technical debt across multiple sprints, providing metrics for project health.

FAQ

Questions Annotation Extractor and Tracker owners ask.

  • 01

    What types of annotations does this MCP track?

    It specifically scans for common technical debt markers, including FIXME, HACK, TODO, and XXX. These are the markers developers use to flag temporary workarounds or incomplete features.

  • 02

    Can I use this to compare two different versions of my code?

    Yes. The MCP includes a capability that processes annotations across multiple files. This lets you compare current file states against previous scans to see exactly what was resolved.

  • 03

    Is this capability just for finding TODOs?

    No. It handles a range of markers, including HACK and FIXME. It's designed to give a comprehensive view of all intentional technical debt markers in your codebase.

  • 04

    Does this require me to set up a local server?

    No. This MCP is hosted and managed by Vinkius. You simply connect your AI client to the catalog, and the capability is ready to use immediately.

  • 05

    What types of annotations can this server detect?

    It detects standard markers including FIXME, HACK, and XXX annotations.

  • 06

    How can I identify if a task has been completed?

    By using the process_annotations capability with a reference from a previous scan, you can see which annotations are now resolved.

  • 07

    Can I analyze a single file or an entire directory?

    You can use scan_file for individual files or process_annotations to handle batch data for multiple files.

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