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LS-SIEM-LLP/qa-probe

by Various

Local QA agent — maps frontend routes to backend APIs, probes every endpoint live, scores pages 0–100, and explains why data is missing. Built for LightShield SIEM. Works with any

MCP

LS-SIEM-LLP/qa-probe

Added 26 June 2026

#ai-agents #api-testing #devtools #fastapi #mcp #nodejs #openapi #qa-automation

Overview

A local QA agent that maps frontend routes to backend APIs, probes every endpoint live, and scores pages 0–100 with explanations for missing data. Built for LightShield SIEM but works with any FastAPI, Express, or Next.js application.

Best for

Best for
Developers building full-stack apps with FastAPI, Express, or Next.js who need a quick automated QA check for route-to-API mapping

Use cases

  • Automatically verify API endpoints match frontend routes during development
  • Identify and diagnose missing data in live page responses
  • Score application pages for QA completeness before release

How to use

Install

npx qa-probe run        # use without installing

Tools exposed

  • feature_flag_disabled
  • contract_mismatch
  • missing_route
  • empty_db
  • precondition_required
  • auth_scope_mismatch
  • schema_mismatch
  • auth_bypass
  • assertion_failed
  • server_error
  • qa_probe_get_report
  • qa_probe_explain_failure
  • qa_probe_probe_endpoint
  • qa_probe_get_graph
  • qa_probe_get_blast_radius
  • qa_probe_suggest_fix
  • qa_probe_run_analysis
  • qa_probe_label

Tested with

Claude Code, Cursor

Notes

A local QA agent that maps frontend routes to backend APIs, probes every endpoint live, and scores pages 0–100 with explanations for missing data. Built for LightShield SIEM but works with any FastAPI, Express, or Next.js application.

1 stars on GitHub. Last updated 2026-06-25. Licensed Apache-2.0.

Use cases

  • Automatically verify API endpoints match frontend routes during development
  • Identify and diagnose missing data in live page responses
  • Score application pages for QA completeness before release

Pros

  • Provides a quantitative score (0–100) for each page’s data completeness
  • Explains why specific data is missing, aiding debugging
  • Works with popular frameworks (FastAPI, Express, Next.js) without configuration

Cons

  • Very low GitHub stars (1) suggests limited adoption or testing
  • Only supports JavaScript-based frameworks and may not cover other stacks
  • No documentation or usage examples beyond the repository description

Indexed from awesome-mcp-servers-punkpeye and enriched against its public facts.

Pros

  • Provides a quantitative score (0–100) for each page's data completeness
  • Explains why specific data is missing, aiding debugging
  • Works with popular frameworks (FastAPI, Express, Next.js) without configuration

Cons

  • Very low GitHub stars (1) suggests limited adoption or testing
  • Only supports JavaScript-based frameworks and may not cover other stacks
  • No documentation or usage examples beyond the repository description
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