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
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_disabledcontract_mismatchmissing_routeempty_dbprecondition_requiredauth_scope_mismatchschema_mismatchauth_bypassassertion_failedserver_errorqa_probe_get_reportqa_probe_explain_failureqa_probe_probe_endpointqa_probe_get_graphqa_probe_get_blast_radiusqa_probe_suggest_fixqa_probe_run_analysisqa_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
Pairs with
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