LS-SIEM-LLP/qa-probe

What it does

LS-SIEM-LLP/qa-probe is an MCP (Model Context Protocol) server that analyzes live API endpoints to identify and classify failures with precise root cause analysis. Unlike black-box solutions, it uses deterministic rules to provide evidence-based debugging insights with calibrated confidence levels for each failure classification.

How to set up

Installation is straightforward via npm: run npm i LSSIEMLLP/qaprobe to add the package to your project. Once installed, configure it as an MCP server in your AI assistant to enable API probing capabilities. The tool integrates directly into your development environment without requiring additional infrastructure.

Key features

• Root cause analysis for API endpoint failures with evidence-based reasoning
• Support for multiple frameworks: FastAPI, Express, Next.js, tRPC, and GraphQL
• Deterministic rule-based classification (no machine learning black box)
• Calibrated confidence scores for each diagnosis
• Direct integration with AI assistants via MCP protocol
• Evidence-driven debugging to replace guesswork