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‹ All wavesAgents, context & control
Wave12 products

Give agents a working interface to existing systems

APIs and MCP make infrastructure, data and actions callable.

Different approaches

The interface becomes part of the product: Redu and seenode expose cloud operations, Taavik exposes database structure, and VitalTrends exposes health data. Thermite assigns error-triage work rather than only presenting a dashboard. Mcpifex adds routing and scoped access. These products expose different authorities; a data-reading interface is distinct from resource provisioning.

What brings them together
An explicit API or MCP interface lets agents access a domain capability, data or operational work.
Outside this wave
Generic AI branding, chatbots and infrastructure with no evidenced agent-facing interface.
How the waves were researched
Where it sits on the board
AI infrastructureDeveloper toolsInfrastructureSales and marketingAIDesignHealth
Builders in North America 5 · Europe 3 · 4 not placed
In the wave12
Be1st.aibe1st.ai · Sales and marketing · by Raymond Grell

Website monitoring and improvement workspace for humans and AI agents.

Builders Backlinksbuilders-backlinks.com · Sales and marketing · by Nick Launches

Backlink exchange operated through coding agents.

Mcpifexmcpifex.com · AI infrastructure · by AJawhar

Marketplace and gateway for MCP servers.

“Issue scoped keys per agent”Notifexnotifexapp.com · AI infrastructure · by AJawhar

Mobile notifications from AI agents.

SeaOtterseaotter.dev · AI infrastructure · by RYAN MARTIN

Managed agent infrastructure operated through an API.

seenodeseenode.com · Infrastructure · by Erik (seenode)

Cloud platform with agent-driven app deployment and database management.

“Building better cloud for developers https://t.co/Hs5sMU1TuJ”Taaviktaavik.com · Developer tools · by Vincenzo Nudo

Living database documentation and AI schema access.

Thermitethermite.rs · Developer tools · by Hauke 🌱🦀

Self-hosted error tracker that hands issues to a user's coding agent.

VitalTrendsvitaltrends.net · Health · by Daniel Andrade

Dashboard unifying wearable health data with AI-agent access.

ReduInfrastructure · by Aleksandar

Cloud infrastructure provisioned and operated by AI agents.

“Compute, databases, and networking your agent provisions and controls, billed by the hour.”Lunagraphwww.lunagraph.com · Design · by Putri Karunia

A design canvas for exploring interfaces, states and flows, then handing off React code to engineers or coding agents.

“use the MCP to start designs from wherever.”VideoDraftvideodraft.ai · AI · by Charan Kilari

A Mac workspace where AI agents help produce videos and develop software, with editing, terminals and Git tools.

“Connect VideoDraft over MCP”
Related waves
When the coding agent becomes a teammateMcpifex, Notifex, Redu, seenode, Thermite, VideoDraft6MCP is the new APIBuilders Backlinks, Mcpifex, Notifex, SeaOtter4Constrain and inspect agent actionsMcpifex, Thermite2Building material you can keepLunagraph1Generate and transform visual assetsVideoDraft1Half the room sells to the other halfBuilders Backlinks1