MCP server development for Memphis — give AI structured access to your business.

Custom Model Context Protocol servers for Memphis businesses — the bridge that gives AI assistants like Claude structured, authenticated access to your databases, APIs, and internal tools.

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// the brief

AI without structured access to your data is theatre. We build the infrastructure that makes it useful.

MCP — the Model Context Protocol — is the open standard from Anthropic that defines how AI assistants talk to external systems. A custom MCP server for your Memphis business turns generic AI into something with structured access to your real records.

// what we deliver

What we build into a Memphis MCP server

Self-Hosted Deployment

MCP servers deployed on your infrastructure — your data never crosses a vendor boundary, your auth integrates with your IdP, your security team signs off.

Transport Choice

stdio, HTTP, or Server-Sent Events — chosen for the runtime you need (local dev, Claude Desktop, custom agent host) and built spec-compliant.

Spec Compliance

Built against the latest MCP specification with capability negotiation, lifecycle handling, and the protocol details Claude and other clients expect.

Observability

Structured logs, metrics, and traces shipped to your existing observability stack so you can answer 'what did the AI do' without grepping log files.

Documentation for the AI

Tool descriptions, examples, and parameter docs written for the model — because vague tool docs are the #1 reason AI agents misuse the tools they're given.

Maintenance & Evolution

MCP, models, and your data all evolve. We maintain the servers we build, version their tools properly, and keep them aligned with your stack as it changes.

// also available in memphis