logfile-analyzer
Parse and analyze application logs — extract error patterns, frequency, timelines, and actionable insights.
- License 许可
- MIT
- 最近更新
- 2026-08-23
- Stars
- ★ 1
- Forks
- 0
01 前言 Front Matter
- description
- Parse and analyze application logs — extract error patterns, frequency, timelines, and actionable insights.
02 资源文件 1
- 参考文档_meta.json280 B
03 SKILL.md 正文
Log Analyzer
Parse and summarize application logs to find errors, patterns, and anomalies.
Use when analyzing log files, debugging errors, or summarizing system events.
Requirements
- Standard Unix tools:
grep,awk,sort,uniq - Optional:
jq(for JSON logs) - No API keys needed
Instructions
-
Get log source — common locations:
# System logs /var/log/syslog /var/log/auth.log journalctl -u <service> --since "1 hour ago" --no-pager # Web servers /var/log/nginx/error.log /var/log/nginx/access.log # Docker docker logs --since 1h <container> 2>&1 # Application logs # Ask user for path -
Quick analysis — run these in sequence:
# File overview wc -l logfile head -1 logfile && tail -1 logfile # time range # Error counts by level grep -ciE '(error|fatal|critical)' logfile grep -ciE '(warn|warning)' logfile # Top error patterns (deduplicated) grep -iE '(error|exception|fatal)' logfile | \ sed 's/[0-9]\{4\}-[0-9]\{2\}-[0-9]\{2\}[T ][0-9:.]*//g' | \ sed 's/\[.*\]//g' | sort | uniq -c | sort -rn | head -20 # Error timeline (per hour) grep -iE '(error|fatal)' logfile | \ grep -oE '[0-9]{4}-[0-9]{2}-[0-9]{2}[T ][0-9]{2}' | \ sort | uniq -c # Recent errors with context grep -iE '(error|exception|fatal)' logfile | tail -30 -
JSON logs (structured logging):
cat logfile | jq -r 'select(.level == "error") | .message' | sort | uniq -c | sort -rn cat logfile | jq -r 'select(.level == "error") | .timestamp' | head -5 # first errors -
Output format:
? Log Analysis — filename.log (42,531 lines) Time range: 2025-01-15 00:00 → 2025-01-15 14:30 ## Summary | Level | Count | % | |-------|-------|---| | ERROR | 67 | 0.16% | | WARN | 234 | 0.55% | | INFO | 42,230 | 99.3% | ## Top Errors | Count | Error Pattern | |-------|--------------| | 42 | Connection refused to db:5432 | | 18 | TimeoutError: request exceeded 30s | | 7 | OutOfMemoryError: heap space | ## Error Timeline | Hour | Errors | | |------|--------|-| | 14:00 | 3 | ▪ | | 15:00 | 47 | ▪▪▪▪▪▪▪▪▪▪▪▪▪ ⚠️ Spike | | 16:00 | 5 | ▪▪ | ## ? Recommendations - [ ] Check database connectivity (42 connection refused errors) - [ ] Review timeout settings (18 timeouts at 30s) - [ ] Increase JVM heap size (7 OOM errors)
Edge Cases
- Large files (>100MB): Use
tail -n 10000or--sincefiltering first. Never read entire file into memory. - Non-standard log format: Ask user about the timestamp and level format, then adapt grep patterns.
- Binary/compressed logs:
zgrepfor.gzfiles,journalctlfor systemd binary logs. - Multi-line stack traces: Use
grep -A 5to capture context lines after errors. - No timestamps: Fall back to line-number-based analysis.
Real-time Monitoring
For live monitoring, suggest:
tail -f logfile | grep --line-buffered -iE '(error|fatal)'
Security Considerations
- Log files may contain sensitive data (IPs, emails, tokens). Redact before sharing analysis.
- Don't pipe log contents to external services.
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