From MCP servers and Bedrock guardrails to AgentCore runtimes and vector retrieval — we engineer the entire production stack, then hand it back to your team running on AWS.
Production Model Context Protocol servers that let Claude, GPT and local models call your real tools — Postgres, Salesforce, internal APIs — with auth, audit, and rate-limits.
Managed runtime for autonomous agents on AWS — memory, identity, tools, traces, evals. We migrate your hand-rolled loops in 2 weeks.
Claude, Llama 3, Mistral and Titan inside your VPC. Guardrails, KMS, CloudWatch — done right.
OpenSearch Serverless, pgvector, Pinecone. p95 retrieval < 100ms or your money back.
Multi-step agents with tool selection, retries, hand-off, human-in-the-loop checkpoints.
Reusable capability packs and the eval harnesses that keep agents from regressing.
Captured trace from our lunchguide MCP server. Same wire protocol Claude uses to talk to your tools — no tokens consumed, just the JSON.