Agents + MCP tools
Exact repeated tool and browser work.
Agents are only one source of duplicate work. SeenRelay targets the expensive read-only execution underneath them.
Exact repeated tool and browser work.
Repeated deterministic reads.
Exact deterministic validation.
Metered extraction and browser jobs.
Eligible read-only state and metadata checks.
Measure overlap before integrating.
Use the local OTLP census. Raw prompts, URLs and payloads stay out of the report.
npx seenrelay otel-trace-census traces.otlp.json --json
Device shadow, retained state and subscription win when they already solve the same freshness question.
Health, inventory, firmware and metadata validation are the target.
Actuation, safety-critical commands, independent sensing and fresh physical-world observation stay outside automatic coordination.
Native controls first. Natural exact recurrence second. Positive measured economics before activation.