The Production Context Engine
One source of truth. Zero-touch instrumentation. Insights for humans and AI agents. Four products for four personas.
For Developers
KarmaLens
Production intelligence, right where you code.
Brings production truth into your IDE. See dead and dormant code, method frequency, performance hotspots, and execution paths — overlaid on your code. 100% of traffic. Not sampled.
Dead & dormant code identification
Deterministic, based on real traffic
Method call frequency
Distinguish hot paths from rarely-used code
API call frequency
Which endpoints are live vs. effectively dead
Performance hotspots
High latency or error methods, flagged in-editor
Execution path tracking
How code actually runs in production
For Architects & Platform Teams
KarmaDomain
See how your software actually connects and behaves.
The live graph of your production systems. Microservices, APIs, databases — connected in real time. Unlike traditional tools that show service-to-service, KarmaDomain shows API-to-API level dependencies. Every connection based on 100% production traffic.
API-level dependency graph
Deeper than any observability tool
Fan-out analysis
Blast radius of any service, instantly
Multi-hop tracing
Across queues, threads, sync and async systems
Golden signals & distributions
Not just averages
System evolution timeline
Detect architectural drift over time
Deterministic fan-out mapping
Every downstream call, every query
For Engineering Leadership
KarmaPulse
Know what needs attention. Act with confidence.
The operational command center for your engineering org. KarmaPulse surfaces the most important issues and the specific actions to fix them.
API health dashboard
Failing, slow, or drifting APIs, prioritized by impact
Dead code hotspots
Services with maximum dormant code, safe to retire
Error drift tracking
Week-over-week regression detection
Deployment error analysis
Errors correlated to specific deploys
KarmaPulse AI
Automated RCA with BYOK model support
Real test coverage
Which tests exercise production-relevant paths
For AI Agents
KarmaIQ
Give your AI agents the ground truth from production.
MCP server that provides production context to AI coding agents. A blended view from service-to-service, to API-to-API, to method-to-method. Trace entire requests across multiple services. Debug issues. Reduce MTTR. Ground AI-generated code in reality.
Blended multi-level view
Service → API → method, seamlessly
Code understanding & debugging
Real production context for any codebase
Deterministic RCA
100% data, not hallucinations
MTTR reduction
Trace failures across services and methods in minutes
BYOK model support
Use your own LLM keys