Turn AI telemetry into action.
Adam and Eve collect the signals needed to route better, block risk, and cut waste.
Anti-Pattern Detection
Adam flags performance issues in live traffic.
- N+1 query detection
- Hot key concentration via Space-Saving sketch (64-entry, O(1) lookup)
- Unbounded range warnings
PII Exposure Alerts
Detect and redact sensitive data before it is stored.
- SSN & credit card detection
- API key & password scanning
- Email, phone, IP detection
Recommendations
Turn traffic patterns into clear fixes, severity, and savings estimates.
- Pattern and context rules
- Confidence-scored output
- Cost savings estimates
Live Analytics
Watch endpoint health, latency, errors, and throughput in real time.
- Zero-overhead when unused
- Anomaly-only filtering
- 64-event broadcast buffer
Anomaly Detection
Detect traffic shifts, latency spikes, and error-rate changes.
- 3-window confirmation before alerting
- 5-window cooldown before reset
- Confirmation memory with 5-minute bridging windows
Adaptive Metadata Polling
Collect more metadata when traffic looks unusual.
- Normal → Watch → Elevated → Critical escalation
- Hysteresis prevents flapping between states
- ClickHouse storage with SummingMergeTree rollups
Detected Anti-Patterns
Flagged with confidence scores and recommended fixes.
N+1 Queries
5 repeated commands
Hot Keys
> 15% traffic
KEYS Command
Any occurrence
Unbounded Range
Any occurrence
Large Responses
> 64 KB
High Fanout
100+ keys in MGET/MSET
High Error Rate
> 10% rate
Missing TTLs
> 80% no TTL
Slow Queries
> 10ms
Dangerous Commands
FLUSHDB, SHUTDOWN, CONFIG
Large Hash Ops
> 5 KB per operation
Write-Heavy Never-Read
0 reads on pattern
Build agents without opening a side door.
Adam keeps agent access governed through Eve.