Flow
Understand the toolchain path.
MARFI can show how work moves between IDE, browser, terminal, issue tracker, documentation, and collaboration tools.
Software teams
Map the developer workflow without another status meeting.toolchain signal
Software work spans IDEs, terminals, browsers, tickets, docs, chats, observability tools, and internal dashboards. MARFI helps teams understand that flow and, where appropriate, collect demonstrations for developer agents.
Built for
Engineering leaders, platform teams, product operations, and AI developer-tool teams.
Useful when you need to
Workflow telemetry and AI training data for software teams.
Friction
Spot context switching and repeated manual paths.
Developer productivity is often lost in environment issues, repeated lookups, and cross-tool handoffs. MARFI gives leaders a factual layer for those patterns.
Agents
Capture expert demonstrations for developer agents.
With consent and Trajectory, teams can collect state-action examples that reflect real developer workflows instead of clean-room tasks.
Answer engine ready
Plain answers for buyers and crawlers.
These pages are written to be useful to humans first, while giving search and AI systems clear, citable product facts.
FAQ
Can MARFI help with developer productivity?
It can provide a telemetry layer for tool usage, context switching, and repeated workflow analysis.
Does MARFI read code content?
MARFI is designed around work telemetry and capture tiers. Sensitive visual or action capture depends on plan and user consent.