AI · AGENTS · MCP

AI agent tooling and LLM infrastructure

MCP servers, tools built for agents to drive, and the infrastructure to run models in production. We use them on our own products every day.

STRATUM 01HOW WE WORK

agentee is an electronics design tool made for agents. Designs are plain text that an agent edits through a CLI, every change is checked, and the whole tool is served over MCP so an agent can render, check and simulate a board. WaveShark has an MCP server too, and a channel's transmit source can be an agent that answers when it hears its name.

yalr is the LLM router we run at yalr.net: one OpenAI-compatible endpoint in front of many providers, with load balancing, retries and fallback, per-key usage metering and Lightning top-ups. LNVPS runs an AI support agent that answers customer email and Nostr mentions, with tools that call the LNVPS API.

acp-tap is a transparent proxy for the Agent Client Protocol with a live dashboard, for watching what an agent thinks, says and calls while it works.

STRATUM 02WHAT WE BUILD

MCP servers

Expose your product's data and actions to agents as typed tools.

Agent-ready tools

CLIs and file formats designed for an agent to edit, check and iterate on.

LLM routing

Multiple providers behind one endpoint, with failover, metering and API keys.

Support agents

Email and chat agents that call into your systems to answer real questions.

Observability

Seeing what an agent did and why, from protocol traces to tool calls.

Local models

On-device speech-to-text on GPU or CPU, and self-hosted models behind the router.

STRATUM 03IN PRODUCTION
STRATUM 04QUESTIONS
Can you add an MCP server to our product?
Yes. We design the tools around what an agent actually needs to do, then build and test them against real agents.
Do you train models?
No. We build the software around models: tools, routing, agents and the infrastructure they run on.
Can we self-host the models?
Yes. yalr routes to self-hosted llama.cpp servers as well as hosted providers, so sensitive traffic can stay on your hardware.

Tell us what you need built.

You will hear back from the engineer who would do the work, not a sales team. We take on a few engagements at a time so each gets real attention.

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STRATUM 05OTHER EXPERTISE