MCP servers & MCP Apps

We connect your systems, APIs and data to Claude, ChatGPT and any Model Context Protocol client.

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  • Tools, resources and prompts designed for how models actually use them
  • Remote MCP servers with OAuth, deployed to your cloud or the edge
  • MCP Apps: interactive tables, forms and dashboards inside the conversation
  • Access control, audit logging and rate limits

AI agents & automation

Agents that run processes end to end: they research, decide, use tools and report back, with human oversight where it matters.

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  • Process mapping: what the agent decides and what a person approves
  • Agents built with the Claude Agent SDK or custom orchestration
  • Integration with your tools through MCP, APIs and job queues
  • Observability: traces, costs and quality metrics for every run

Generative AI apps

Internal copilots, search over your documents (RAG) and AI features built into your products.

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  • A working prototype to validate value before investing in production
  • RAG over documents, wikis and knowledge bases, with source citations
  • Web interfaces with streaming, history and user feedback
  • Model selection and cost optimization (caching, batching, smaller models)

Data platforms + AI

MCP and agents on your data platform: Airflow, Trino, Spark and YARN within reach of your team, right from the chat.

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  • Airflow: DAG status, task logs and re-runs with human approval
  • Trino: natural-language queries over your catalogs, with read-only permissions
  • Spark and YARN: job diagnostics, resource usage and cluster queues
  • Data engineering: pipelines, modeling and monitoring

Not sure where to start?

That's normal. In the first call we'll help you find the use case with the best return.