AI AgentsObservabilityLLMsAutomation

SentralQ

Multi-Agent AI Debugging

Paste your broken API logs, get back what went wrong and how to fix it. Multiple AI agents argue about the diagnosis so you don't have to.

LangGraphGroqFastAPIPythonNext.jsTypeScript

// why this exists

Debugging a broken API integration is usually one person grepping logs alone and guessing. SentralQ runs six specialized LangGraph agents instead: one reads the request, one reads the response, one only thinks about auth, one only validates schemas. A supervisor merges their findings into a single root cause and a concrete fix.

6s avg inference, 30+ reasoning steps

// how it's built

Debug Request Intake

  • FastAPI POST /debug and /test-request
  • Streaming agent progress over the same request
  • CLI entrypoint for local debugging

Six-Agent LangGraph Pipeline

  • Supervisor routes to Request Analyzer, Response Parser, Auth Troubleshooter, Schema Validator
  • Groq-hosted Llama 3.3 70B does the reasoning
  • Tool calls: decode_jwt_token, validate_json_schema, parse_openapi_spec, test_oauth_flow

Solution Generator

  • Merges all four analyses into a single root cause
  • Returns a concrete fix, not just a diagnosis
  • Response: root_cause + solution + per-agent analysis_results