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Connect Agent Error Recovery Rate Calculator 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. Pinpoint failure points and measure recovery performance.

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 · 3 capabilities

We ship only the actions that matter.

Capability set01 / 01

01-03

3 capabilities in this set.

Part of 3 available through Agent Error Recovery Rate Calculator.

  1. 01

    Calculate resilience metrics

    Computes the high-level performance ratios regarding reliability and recovery

  2. 02

    Parse execution logs

    Extracts a structured sequence of capability call outcomes and error types from raw text logs

  3. 03

    Calculate error distribution

    Provides a breakdown of how many times specific errors occurred

Real work

What teams actually run

01

Debugging a payment agent

After a payment agent fails due to a third-party API timeout, you run the logs through this MCP to see if it successfully retries and completes the transaction.

02

Testing complex data pipelines

If your agent processes data through five different capabilities, you use this MCP to calculate its resilience score after simulating multiple failures.

03

Evaluating chatbot performance

You feed the logs from a customer service bot into the MCP to see how often it recovers from ambiguous user input or external system errors.

04

Validating multi-step workflows

When an agent needs to perform multiple sequential actions, this MCP verifies that the failure of one step doesn't cause a total system collapse.

One connector, every AI

Agent Error Recovery Rate Calculator 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 Agent Error Recovery Rate Calculator 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

832ms average. Fast in production.

Agent Error Recovery Rate Calculator is checked daily against the live service.

Daily averagePeak 948ms
Oct 3Today
Fastest day
709ms
Slowest day
948ms
14-day trend
Improving-9%

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 Agent Error Recovery Rate Calculator, so you can see the experience inside your AI.

It does not authenticate your account with Agent Error Recovery Rate Calculator. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

Agent Error Recovery Rate Calculator Connector

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

Connector linkhttps://edge.vinkius.com/vk_preview_mxorvHJdMuypEudO4shEOhJsee7lRGYjbFo9FKjU/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 — Agent Error Recovery Rate Calculator capabilities are ready to use.
Configuration · claude_desktop_config.jsonCopy
{
  "mcpServers": {
    "agent-error-recovery-rate-calculator-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_mxorvHJdMuypEudO4shEOhJsee7lRGYjbFo9FKjU/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 Agent Error Recovery Rate Calculator in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work Agent Error Recovery Rate Calculator owners hand off.

This MCP is built for developers, QA engineers, and ML operations specialists. If you build agents that interact with external systems, you need to know how they handle failure. This capability lets you move beyond simple testing and measure true, real-world resilience.

  • 01

    AI Developer

    Use it to test agent logic and determine which parts of your workflow need error handling.

  • 02

    QA Engineer

    Run large batches of test cases to generate failure logs and calculate the overall stability score.

  • 03

    ML Ops Specialist

    Integrate it into your CI/CD pipeline to automatically measure and report on agent performance metrics.

FAQ

Questions Agent Error Recovery Rate Calculator owners ask.

  • 01

    What kind of logs does this MCP analyze?

    It analyzes raw execution logs generated when an AI agent runs. These logs contain the outcomes and error types from the agent's capability calls, which the MCP then structures for analysis.

  • 02

    Can I tell if my agent is reliable after using this?

    Yes. By calculating the resilience metrics, you get a quantitative score that measures how often your agent recovers from failures, giving you a clear measure of its reliability.

  • 03

    Does this require specific programming knowledge?

    No. You simply connect your AI client to Vinkius and provide the logs. The MCP handles the complex parsing and calculation steps for you.

  • 04

    What is the difference between error distribution and resilience metrics?

    Error distribution tells you what errors are happening most often. Resilience metrics tell you how well the agent handles those errors, calculating the overall recovery rate.

  • 05

    What can I calculate with this server?

    You can calculate the success-to-failure ratio and the recovery rate percentage using calculate_resilience_metrics after parsing your logs.

  • 06

    How do I start analyzing my logs?

    Start by using parse_execution_logs to convert your raw text logs into a structured format that the other capabilities can process.

  • 07

    What is a recovery rate?

    The recovery rate is the percentage of capability call failures that are immediately followed by a successful capability call, indicating the agent's ability to self-correct.

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