Context Engineering

Deliver the right context to AI -- less noise, more relevance -- without MCP sprawl.

1:1 endpoint-to-tool MCP exports waste context windows and reduce agent quality. Tool lists grow, prompts bloat, and hallucination risk climbs. Naftiko curates fields, schemas, and descriptions so tool discovery is semantic -- and shapes response payloads into smaller, typed outputs aligned to tasks.

Standardize packaging and boundaries so security review scales. Right-size context into capabilities that agents can use reliably, not raw provider complexity dumped into a prompt.

Build the Fleet You Need Today

Naftiko packages the open-source capability framework into a developer environment teams can actually ship with.

Capability Spec

Declarative YAML specification validated by JSON Schema that defines consumption, orchestration, exposure, governance, and deployment for each capability.

Framework

Java-based Docker runtime that interprets the capability spec and runs it as a live service. With CLI, VS Code, Backstage, and Docker Desktop extensions.

Fleet Coming in Q2

The governed layer where capabilities become discoverable, composable, observable, and cost-bounded across the organization.

Start small, scale smart

AI will figure it out without documentation -- it won't.

Chart your next course

API Reusability