MCP servers & tool bridges
Custom Model Context Protocol servers that expose your systems as reliable tools for agents.
Explore this playbookCapabilities · Agents
When steps need judgment and tool use — not just a fixed workflow — we design agents that plan, call your APIs, and finish outcomes inside the systems you already run. Deployed on cloud behind NestJS services and AWS paths you own, with scopes, logging, and human approval where risk requires it.
Teams that need agents to take action in ops or product systems — safely, on infrastructure they own.
What this covers
Concrete ways we apply agents — pick a path that matches the bottleneck.
Custom Model Context Protocol servers that expose your systems as reliable tools for agents.
Explore this playbookAgents that read, write, and act through APIs — triage, updates, and controlled workflow actions.
Explore this playbookLangGraph-style orchestration: specialized agents collaborating across research, ops, and delivery with shared state, handoffs, and checkpointing.
Explore this playbookAgents embedded in engineering workflows — issues, triage, and status — without unsafe write access by default.
Explore this playbookWhere it shows up
The same capability pattern travels — the workflows and systems of record change by domain.
Related work
Selected projects where this capability showed up in a real delivery.
A guarded chatbot and workflow automation platform for legal onboarding, escalation, and document generation.
Read the case studyOCR, LLM extraction, and business rules on AWS for structured construction quotes with human review.
Read the case studyStart a project
Tell us where work is stalling — a portal, backend, marketplace, staffing system, an AI layer, or cloud ops.
In 30 minutes we’ll map the highest-leverage build first.