Capabilities Matrix
Infrastructure modules • Reliability tiers • Confidence metrics
Programming Languages
Python
Confidence: 95%
core
Bash
Confidence: 92%
core
SQL
Confidence: 90%
core
C/C++
Confidence: 75%
reliable
Infrastructure & DevOps
Terraform
Confidence: 88%
core
Kubernetes
Confidence: 70%
reliable
Docker
Confidence: 92%
core
Ansible
Confidence: 85%
reliable
NGINX
Confidence: 94%
core
HAProxy
Confidence: 88%
reliable
TinyProxy / Traffic Server
Confidence: 85%
reliable
Operating Systems
Linux
Confidence: 96%
core
Databases & Storage
MySQL
Confidence: 93%
core
MariaDB (Galera)
Confidence: 91%
core
Elasticsearch
Confidence: 85%
reliable
Aerospike
Confidence: 80%
reliable
RabbitMQ
Confidence: 82%
reliable
Observability & Monitoring
Prometheus
Confidence: 94%
core
Grafana
Confidence: 93%
core
InfluxDB
Confidence: 86%
reliable
Kibana
Confidence: 85%
reliable
osquery
Confidence: 84%
reliable
Backend Frameworks
Django REST
Confidence: 87%
reliable