Every backend service MUST use structured logging — pino/structlog/slog, JSON format, request IDs, proper log levels. console.log is never acceptable.
88
85%
Does it follow best practices?
Impact
97%
3.03xAverage score across 4 eval scenarios
Passed
No known issues
slog or structured logger used (not fmt.Println)
0%
100%
JSON log output configured
20%
100%
Request ID middleware
0%
100%
Request ID in response header
0%
100%
Logger in request context
0%
100%
Per-request completion log
70%
100%
Health check excluded from request logging
0%
100%
Business events logged at info
0%
100%
Validation failures and 404 not logged as error
50%
100%
Startup logged with structured logger
20%
100%
Structured fields not formatted strings
0%
100%
Errors with context
0%
100%
Structured logger used (not console.log)
26%
100%
Job ID correlation in logs
100%
100%
Job lifecycle logged
75%
100%
Startup logged with structured logger
75%
75%
Shutdown logged with structured logger
75%
100%
Error logging with context
80%
80%
Log levels used correctly
90%
100%
No sensitive data logged
12%
37%
Log level configurable via environment variable
0%
100%
JSON log output
100%
100%
Structured fields not string interpolation
100%
100%
Structured logger used (not print)
53%
100%
Request ID middleware
0%
100%
Request ID in response header
0%
100%
Request ID propagated to log entries
0%
100%
Business events logged at info level
0%
100%
404 not logged as error
50%
100%
Per-request completion log
75%
100%
Startup logged with structured logger
71%
100%
No sensitive data logged
100%
100%
Log level configurable via environment variable
0%
100%
Context cleanup after request
100%
100%
Structured fields not string interpolation
20%
100%
Structured logger used (not console.log)
0%
100%
JSON log output
0%
100%
Request ID middleware
0%
100%
Request ID in response header
0%
100%
Request ID propagated to log entries
0%
100%
Per-request completion log
0%
100%
Business events logged at info level
0%
100%
404 and validation failures not logged as error
50%
100%
No sensitive data logged
100%
100%
Log level configurable via environment variable
0%
100%
Startup logged with structured logger
0%
100%