logcrux
Licensed under the Apache License 2.0. Copyright © 2026 Ravipati.
📖 Full documentation: logcrux.com
logcrux is an intelligent, fully local log analyzer. Point it at a log file and it tells you what's actually wrong — error bursts, brute-force attacks, resource exhaustion, service failures, and more — using statistical analysis plus a small local inference step for classification. Nothing leaves your machine: no cloud, no telemetry, no API calls, no accounts.
Covers 209 formats: Linux/Unix system logs plus web servers, databases, containers, cloud infrastructure, and security tooling, most of which are the same regardless of what OS is running logcrux itself.
Test Results at a Glance
Actual output of pytest --cov=logcrux against this codebase (reproduce it yourself — nothing here is hand-typed):
$ pytest -q
...
TOTAL 9748 1034 89%
Required test coverage of 80% reached. Total coverage: 89.39%
1050 passed in 3.16s
209 Log Format Parsers by Category
Real counts, pulled directly from the complete parser index — every category total below is a count of actual parser files, not an estimate.
pie showData
title 209 Parsers by Category
"Security / SIEM (19)" : 19
"Identity & Access Mgmt (5)" : 5
"Application Frameworks (18)" : 18
"Databases (17)" : 17
"Containers & Cloud-Native (17)" : 17
"Infrastructure, HA & DNS (17)" : 17
"Web Servers & Proxies (16)" : 16
"Observability / Agents (16)" : 16
"Linux Daemons (16)" : 16
"Other Daemons (11)" : 11
"Storage & Virtualization (10)" : 10
"System & Auth (12)" : 12
"Mail (8)" : 8
"Network / VPN (8)" : 8
"Build & Package Mgmt (8)" : 8
"Message Queues (6)" : 6
"Big Data (4)" : 4
"Fallback (1)" : 1
See docs/06-supported-log-types.md for the full breakdown and a complete alphabetical index of all 209 parsers.
Features
- 209 log format parsers with automatic format detection
- AI-powered incident classification — 7 incident categories (OOM, auth brute-force, HTTP overload, disk full, service crash, config error, network issue)
- Statistical anomaly detection — error rate spikes, burst detection, auth failure clustering
- Fully local — no cloud, no telemetry, no external API calls
- Rich terminal output with color-coded severity and remediation hints
- JSON output for scripting and pipeline integration
- Temporal filtering via
--last 1h,--last 30m, etc. - Baseline tracking — compares current runs against historical norms (SQLite)
Installation
# From PyPI (recommended)
pip install logcrux
# Or with uv
uv pip install logcrux
# Or run without installing, via uvx
uvx logcrux /var/log/syslog
# Or install as a standalone CLI tool with uv
uv tool install logcrux
# Development install
git clone https://github.com/ravipatip/logcrux
cd logcrux
pip install -e ".[dev]"
Requires Python 3.11+. AI models are embedded — no separate download needed. uv/uvx work out of the box since logcrux ships a standard [project.scripts] entry point; no special packaging is needed for either.
Quick Start
# Analyze a log file
logcrux /var/log/syslog
# Analyze only the last hour
logcrux /var/log/nginx/access.log --last 1h
# Raise the AI confidence threshold
logcrux /var/log/auth.log --threshold 0.7
# Output as JSON (for scripting)
logcrux /var/log/syslog --json
# Read from stdin
tail -f /var/log/syslog | logcrux
# Use a custom config file
logcrux /var/log/syslog --config /etc/logcrux/logcrux.yaml
# Verbose / debug output
logcrux /var/log/syslog --verbose
# Show version
logcrux --version # or -V
Exit codes: 0 = clean, 3 = info/warning found, 4 = critical incident found.
Shell completion
Enable tab-completion for your shell (bash, zsh, fish, PowerShell):
logcrux --install-completion # install for the current shell
logcrux --show-completion # print the script to inspect/customize
Permissions
logcrux is an on-demand CLI, not a daemon or agent — installing it via pip
does not create a logcrux system user or group, open a port, or run
anything in the background. It runs with the caller's privileges and reads
only what the caller can read, for the duration of one analysis, then exits.
That matters on locked-down hosts (e.g. a fresh RHEL EC2 box), where the
interesting logs are root-only: /var/log/secure is root:root mode 0600,
and /var/log/messages is typically unreadable to normal users. A plain
logcrux /var/log/secure will simply get permission-denied — logcrux has no
special powers. To analyze them, pick whichever fits your setup:
# 1. Run as root for ad-hoc analysis
sudo logcrux /var/log/secure
# 2. Least-privilege for the journal: join systemd-journal, pipe journalctl
# (logcrux parses `journalctl -o short-iso` from stdin)
sudo usermod -aG systemd-journal "$USER" # then re-login
journalctl -o short-iso | logcrux
# 3. Grant a read-only user access to specific files via ACLs
sudo setfacl -m u:loguser:r /var/log/secure
Supported Log Formats
logcrux auto-detects the log format from the file path and content. You can also override with --format <name>.
209 formats total — Below are representative examples from each category. Use logcrux --help or check docs/06-supported-log-types.md for the complete list.
System & Auth
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Syslog | syslog |
/var/log/syslog, /var/log/messages |
Service errors, kernel events |
| Journald | journald |
journalctl output |
Systemd unit failures, boot issues |
| Auth / Secure | secure |
/var/log/auth.log, /var/log/secure |
SSH brute force, sudo, PAM auth failures |
| UFW / iptables | ufw |
/var/log/ufw.log |
Firewall BLOCK events, port scan patterns |
| fail2ban | fail2ban |
/var/log/fail2ban.log |
Ban storms, jail activity, active attack signals |
Web Servers & Proxies
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Nginx Access | nginx-access |
/var/log/nginx/access.log |
HTTP error rate spikes, traffic anomalies |
| Nginx Error | nginx-error |
/var/log/nginx/error.log |
Upstream failures, connection errors |
| Apache Access | apache-access |
/var/log/httpd/access_log |
5xx spikes, traffic anomalies |
| Apache Error | apache-error |
/var/log/httpd/error_log |
PHP errors, config issues |
| HAProxy | haproxy |
/var/log/haproxy.log |
Backend down, 5xx errors, TCP termination faults |
| Squid | squid |
/var/log/squid/access.log |
Denied requests, proxy anomalies |
Databases
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| MySQL / MariaDB | mysql |
/var/log/mysql/error.log |
Auth failures, slow queries (≥5 s), crashes, disk full |
| PostgreSQL | postgresql |
/var/log/postgresql/*.log |
FATAL/PANIC, auth failures, deadlocks, disk full |
| Redis | redis |
/var/log/redis/redis-server.log |
OOM evictions, fork failures, replication issues, crashes |
Containers & Orchestration
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Docker | docker |
/var/lib/docker/containers/*/*.log |
Container crashes, OOM kills, panic traces |
| Kubernetes | kubernetes |
/var/log/pods/**/*.log |
OOMKilled pods, CrashLoopBackOff, evictions |
Mail & FTP
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Postfix | postfix |
/var/log/mail.log, /var/log/maillog |
SASL auth failures, bounces, relay rejects |
| FTP (vsftpd / xferlog) | ftp |
/var/log/vsftpd.log, /var/log/xferlog |
Failed logins, interrupted transfers |
Infrastructure, Network, DNS & HA
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| OpenLDAP | slapd |
/var/log/slapd.log |
Bind/auth failures (err=49), search limits, connection drops |
| NetworkManager | networkmanager |
/var/log/syslog (tagged) |
Activation failures, DHCP timeouts, carrier/link loss |
| firewalld | firewalld |
/var/log/firewalld |
COMMAND_FAILED, rule errors, zone warnings |
| keepalived | keepalived |
/var/log/syslog (tagged) |
VRRP state transitions, FAULT state, healthcheck failures |
| strongSwan / IPsec | strongswan |
/var/log/syslog (tagged) |
IKE_SA failures, retransmits, no-proposal, auth failures |
| smartd (S.M.A.R.T.) | smartd |
/var/log/syslog (tagged) |
Failing disks, pending/uncorrectable sectors, ATA errors |
| CoreDNS | coredns |
container / file logs | SERVFAIL, i/o timeouts, plugin errors |
| HashiCorp (Consul/Vault/Nomad) | hashicorp |
/var/log/{consul,vault,nomad} |
No cluster leader, unseal failures, election churn |
App Servers, Queues & Service Managers
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| etcd | etcd |
container / file logs (zap JSON) | Slow applies, deadline exceeded, peer inactivity |
| ZooKeeper | zookeeper |
/var/log/zookeeper/*.log |
Leader-follower exceptions, fatal exits |
| Traefik | traefik |
container / file logs (JSON) | Backend errors, upstream refused, config errors |
| Caddy | caddy |
container / file logs (JSON) | 5xx access logs, no upstreams, cert failures |
| supervisord | supervisor |
/var/log/supervisor/supervisord.log |
FATAL state, gave up, crash loops |
| Celery | celery |
worker logs | Task failures, WorkerLostError, broker disconnects |
| CUPS | cups |
/var/log/cups/error_log |
Print scheduler errors, listen-socket failures |
Cloud-Native & DevOps
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| CRI (containerd) | cri |
/var/log/containers/*.log, /var/log/pods/ |
OOMKilled, CrashLoopBackOff |
| klog (Kubernetes components) | klog |
kubelet/apiserver logs | Component panics, leader elections |
| klog JSON | klog-json |
--logging-format=json k8s components |
Structured k8s component errors |
| OTLP log records | otlp |
OpenTelemetry pipelines | Error/fatal severity events |
| Envoy / Istio | envoy |
Istio sidecar logs | Upstream errors, health check failures |
| AWS ALB / ELB | alb |
ALB access logs | 5xx spikes, target errors |
| AWS VPC Flow | vpcflow |
VPC flow log files | Rejected flows, traffic anomalies |
| Cloud-init | cloud-init |
/var/log/cloud-init.log |
Boot failures, provisioning errors |
| CloudWatch agent | cloudwatch |
CloudWatch agent logs | Agent errors, delivery failures |
| Fluent Bit / Fluentd | fluentbit |
Agent logs | Input/output plugin errors |
| AWS CloudTrail | cloudtrail |
CloudTrail JSON | API auth failures, unusual API calls |
| GCP Cloud Logging | gcp |
Cloud Logging JSON | Error log entries, severity spikes |
| GitLab | gitlab |
production_json.log |
5xx errors, worker crashes |
| Terraform | terraform |
TF_LOG=json output |
Plan/apply errors |
| GitHub Actions | githubactions |
Actions runner logs | Step failures, job errors |
Security & SIEM
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| CEF | cef |
ArcSight / SIEM exports | High-severity security events |
| LEEF | leef |
IBM QRadar exports | Authentication/network alerts |
| Zeek / Bro | zeek |
/var/log/zeek/ (TSV) |
Connection anomalies, DNS issues |
| Suricata (EVE JSON) | suricata |
/var/log/suricata/eve.json |
IDS alerts, anomalies |
| Wazuh / OSSEC | wazuh |
Wazuh alert JSON | High rule-level security alerts |
| ModSecurity | modsecurity |
WAF audit log | SQL injection, XSS, rule violations |
| Snort | snort |
/var/log/snort/alert |
IDS alerts |
| Cisco ASA / FTD | ciscoasa |
Syslog from ASA | Denied connections, auth failures |
| Palo Alto PAN-OS | paloalto |
PAN-OS CSV logs | Threat/traffic deny events |
| FortiGate | fortigate |
FortiOS key=value logs | Threat/virus detections |
| pfSense / OPNsense | pfsense |
filterlog lines | Blocked traffic patterns |
| Falco | falco |
Falco JSON output | Runtime security rule violations |
| osquery | osquery |
osqueryd results JSON | Suspicious process/file events |
| Okta System Log | okta |
Okta JSON events | Failed logins, policy violations |
| AppArmor | apparmor |
/var/log/syslog (kernel) |
Denied operations |
Identity & Access Management (Ping Identity)
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| PingFederate | pingfederate |
pingfederate/log/{server,admin,audit}.log |
SSO/OAuth failures, signature errors, startup failures, failed admin/audit events |
| PingAccess | pingaccess |
<PA_HOME>/log/pingaccess{,_engine_audit,_api_audit}.log |
Token validation failures, backend-connect errors, 4xx/5xx from the audit response code |
| PingDirectory | pingdirectory |
<PD>/logs/{errors,access} |
Failed LDAP binds (resultCode=49), SEVERE_ERROR events, disk-full |
| PingDirectoryProxy | pingdirectoryproxy → pingdirectory |
<PD>/logs/{errors,access} |
Same Ping Data platform format as PingDirectory |
| PingDataSync | pingdatasync → pingdirectory |
<PDS>/logs/sync |
Dropped/failed change syncs (category=SYNC), pipe failures |
| PingAuthorize / PingDataGovernance | pingauthorize (pingdatagovernance) |
<PAZ>/logs/policy-decision |
DENY/INDETERMINATE policy decisions (JSON) |
| PingIntelligence (ASE) | pingintelligence |
/opt/pingidentity/ase/logs/{access,controller,balancer}.log |
Attack/decoy hits, connection drops, backend-connect errors |
Observability & Logging Agents
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| logfmt (Prometheus/Loki) | logfmt |
Prometheus/Loki/Vector logs | Component errors |
| Logrus (structured) | logrus |
containerd/dockerd/Calico logs | Error/fatal events |
| Pino (Node.js) | pino |
Node.js JSON logs | Error severity events |
| Bunyan (Node.js) | bunyan |
Node.js JSON logs | Error/fatal events |
| Winston (Node.js) | winston |
Node.js JSON logs | Error events |
| Serilog (.NET CLEF) | serilog |
.NET application logs | Error/fatal events |
| Logstash | logstash |
logstash.* logger |
Pipeline errors |
| Filebeat (ECS JSON) | filebeat |
Beats JSON output | Error events |
| Datadog agent | datadog |
Datadog agent logs | Agent errors |
| Telegraf | telegraf |
Telegraf logs | Plugin errors |
| Kibana | kibana |
Kibana log file | Error events |
| Zabbix | zabbix |
Zabbix server log | Alert/error events |
| Nagios / Icinga | nagios |
Nagios core log | Service/host alerts |
Databases (Extended)
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| MongoDB | mongodb |
/var/log/mongodb/mongod.log |
Connection errors, replication lag |
| Elasticsearch | elasticsearch |
/var/log/elasticsearch/*.log |
Shard failures, GC pressure |
| Cassandra | cassandra |
/var/log/cassandra/system.log |
Timeouts, dropped messages |
| ClickHouse | clickhouse |
ClickHouse server log | Query errors, OOM |
| MSSQL | mssql |
SQL Server ERRORLOG | Error/warning events |
| Oracle | oracle |
alert log | ORA- / TNS- errors |
| CockroachDB | cockroachdb |
crdb-v2 log | Fatal/error events |
| pgBouncer | pgbouncer |
pgBouncer log | Pool errors, auth failures |
| Neo4j | neo4j |
debug.log |
Error/fatal events |
| HBase / Hive / Flink / Druid | hbase / hive / flink / druid |
Log4j logs | JVM errors, task failures |
| Trino / Presto | trino |
airlift log | Query/worker errors |
| Spark | spark |
driver/executor log | Job failures, OOM |
| Hadoop (HDFS/YARN) | hadoop |
HDFS/YARN log4j | Service errors |
Mail (Extended)
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Dovecot | dovecot |
/var/log/dovecot* |
Auth failures, quota errors |
| Exim | exim |
/var/log/exim4/ |
Bounce/rejection patterns |
| Sendmail | sendmail |
/var/log/maillog |
Auth failures, bounces |
| OpenSMTPD | opensmtpd |
smtpd logs | Auth/delivery failures |
| rspamd | rspamd |
rspamd log | High-score spam, errors |
| SpamAssassin | spamassassin |
spamd log | High-score results |
| OpenDKIM | opendkim |
syslog-tagged | DKIM verification failures |
Storage, Virtualization & Linux Daemons
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Ceph | ceph |
Ceph OSD/MON logs | OSD errors, full warnings |
| ZFS (zed) | zfs |
zed event logs | Pool errors, checksum failures |
| mdadm (RAID) | mdadm |
syslog-tagged | Array degraded, member failed |
| GlusterFS | glusterfs |
GlusterFS log | Brick failures, split-brain |
| libvirt | libvirt |
libvirtd log | VM errors, storage issues |
| Podman | podman |
Podman event log | Container errors, OOM |
| QEMU / KVM | qemu |
QEMU log | VM crashes, I/O errors |
| VMware ESXi | vmware |
ESXi log | VM errors, storage issues |
| AppArmor | apparmor |
syslog kernel lines | Denied operations |
| rsyslog / syslog-ng | rsyslog / syslogng |
daemon logs | Forwarding errors |
| D-Bus / polkit | dbus / polkit |
syslog-tagged | Auth denials |
Application Frameworks
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Spring Boot (Logback) | springboot |
Spring app logs | ERROR/FATAL events |
| Log4j / JBoss | log4j |
Java app logs | Error/fatal events |
| Jetty | jetty |
Jetty StdErr log | Server errors |
| WildFly / JBoss | wildfly |
WildFly server log | Deployment/server errors |
| PHP error log | phperror |
/var/log/php_errors.log |
Fatal/parse errors |
| Laravel / Monolog | laravel |
storage/logs/laravel.log |
Error/critical events |
| Django (runserver) | django |
Django dev log | 500 errors, exceptions |
| Rails | rails |
Rails request log | 500 errors, exceptions |
| uvicorn / Gunicorn | uvicorn / gunicorn |
ASGI/WSGI worker logs | Worker crashes, timeouts |
| Go stdlib log | gostdlib |
Go app logs | Error-prefix messages |
| Elixir / Phoenix | phoenix |
Phoenix log | Error events |
| Airflow | airflow |
Airflow task logs | Task failures, scheduler errors |
| Sidekiq | sidekiq |
Sidekiq worker log | Job failures, worker errors |
| Ansible | ansible |
Playbook output | Task failures |
| Jenkins | jenkins |
jenkins.log |
Build failures, exceptions |
Network & Infrastructure (Extended)
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Pi-hole FTL | pihole |
/var/log/pihole-FTL.log |
DNS errors, gravity failures |
| FRR / Quagga | frr |
routing daemon logs | BGP/OSPF peering issues |
| MikroTik RouterOS | mikrotik |
RouterOS syslog | Critical/error events |
| UniFi | unifi |
UniFi controller log | Device errors, auth failures |
| OpenVPN | openvpn |
/var/log/openvpn* |
Auth failures, tunnel drops |
| WireGuard | wireguard |
wireguard-go log | Peer handshake failures |
| Tailscale | tailscale |
tailscaled log | Connectivity errors |
| BIND9 (named) | named |
/var/log/named* |
Resolution failures, DNSSEC errors |
| PowerDNS | powerdns |
pdns_server log | Backend errors, timeouts |
| Unbound | unbound |
Unbound DNS log | Resolution failures |
| dnsmasq | dnsmasq |
syslog-tagged | DHCP/DNS errors |
| Kong (API gateway) | kong |
Kong JSON log | Upstream errors, latency spikes |
| Cloudflare Logpush | cloudflare |
Cloudflare JSON | High error-rate events |
| AWS S3 access | s3access |
S3 REST access log | Error responses |
| AWS CloudFront | cloudfront |
CloudFront W3C log | Error status codes |
| IIS | iis |
IIS W3C log | 5xx errors |
Package Management, Build & CI
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| dpkg / apt history | dpkg / apthistory |
Debian package logs | Installation errors |
| yum / dnf | yum |
/var/log/dnf.log |
Transaction errors |
| pip | pip |
pip install output | Installation failures |
| npm | npm |
npm log | Error events |
| Maven | maven |
Maven build output | Build failures |
| Gradle | gradle |
Gradle build output | Build failures |
| Bazel | bazel |
Bazel output | Build errors |
| Certbot | certbot |
Certbot log | Renewal failures |
Fallback
| Format | --format name |
Default paths | Detects |
|---|---|---|---|
| Generic | generic |
Any plain-text log | Timestamps, severity keywords — best-effort |
Incident Categories
The AI classifier maps detected signals to one of seven categories:
| Category | Triggered by |
|---|---|
auth_brute_force |
SSH failures, SASL failures, FTP FAIL LOGINs, UFW blocks on port 22, fail2ban bans |
service_crash |
HAProxy backend down, MySQL/PG FATAL/PANIC, Docker panics, k8s CrashLoopBackOff |
oom |
Docker/k8s OOMKilled, Redis Cannot allocate memory, kernel OOM killer |
http_overload |
HAProxy 5xx, Nginx/Apache upstream errors, 503/502 spikes |
disk_full |
MySQL/PG No space left on device, Redis RDB/AOF write errors |
network_issue |
HAProxy/Postfix timeouts, Redis replication lag, k8s CNI failures |
config_error |
MySQL unknown variable, PG invalid parameter, Redis CONFIG errors |
Configuration
Config files are loaded from (in order):
--config <path>CLI flag~/.config/logcrux/logcrux.yaml/etc/logcrux/logcrux.yaml
analysis:
window_size_minutes: 5 # Time window for burst/rate analysis
burst_multiplier: 3.0 # Burst threshold = baseline × multiplier
auth_failure_threshold: 10 # Events to trigger auth_failure_cluster signal
spike_factor: 3.0 # Error rate spike threshold
correlation_gap_seconds: 120 # Max gap between correlated signals
inference:
enabled: true # Enable AI classification
threshold: 0.35 # Min confidence to report a finding (softmax threshold)
state:
db_path: ~/.local/share/logcrux/state.db
baseline_alpha: 0.2 # Exponential smoothing for baseline updates
security:
allowed_log_paths:
- /var/log/
- /tmp/
max_file_size_mb: 2048
output:
color: true
show_remediation: true
Architecture
Log file / stdin
│
▼
┌─────────────┐ Auto-detect format
│ Parsers │ ──────────────────────▶ ParsedEvent[]
│ (209 types)│
└─────────────┘
│
▼
┌──────────────────┐
│ Statistical │ error_rate · burst · anomaly · correlation
│ Analysis Engine │ ──────────────────────────────────────────▶ AnomalySignal[]
└──────────────────┘
│
▼
┌─────────────────┐
│ Local Inference │ groups related events, names the
│ (offline) │ likely incident category InferenceResult
└─────────────────┘
│
▼
┌─────────────────┐
│ Summarizer │ ──────────────────────────────────────────▶ IncidentSummary
└─────────────────┘
│
▼
Rich terminal output / JSON
Performance
| Metric | Value |
|---|---|
| Parsing speed | ~10,000 events / second |
| AI inference | ~100 ms per incident |
| Memory | ~100 KB per 10,000 events |
| Model load | ~2 s on first run (cached) |
For logs > 100 K events use --last to limit the time window.
Running Tests
# All tests with coverage report
pytest
# Parser tests only
pytest tests/unit/test_parsers/ -v
# Integration tests
pytest tests/integration/
# Specific parser
pytest tests/unit/test_parsers/test_haproxy.py -v
Current coverage: 89% across all modules (1050 tests).
License
logcrux is licensed under the Apache License 2.0 — free to use, modify, and redistribute, including commercially, with attribution.
📖 Docs: logcrux.com · 🐛 Issues: GitHub · 📦 PyPI
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File details
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Provenance
The following attestation bundles were made for logcrux-0.9.0-py3-none-any.whl:
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