All your system signals, connected and prioritized, so your team can go from “something’s wrong” to “here’s why.”
Eval tools stop at the trace. Data tools stop at the warehouse. byteshift consolidates every domain into one context layer — so a failure that cascades from data to model to service to spend arrives as one incident, root cause at the top. Rich, consolidated context with no bloat — exactly what an agent needs to fix it.
byteshift is an MCP server. Whether your agent is fixing an incident or optimizing an ETL job, it pulls the production logs, metrics, traces, and cost it needs straight into context — then ships the change as a PR. The context it can't get on its own.
When something looks off, start from wherever you are. Click the spike, ask the question in plain English, or let an agent chase the evidence for you. Same context. Same answer. Less digging.
Send us OTLP — or connect a source in a guided flow — and entities appear. No pre-registration, no schema to design. POST /v1/traces is the whole onboarding.