Agentic compilation · Rote field guide

Compile agent skills into production code

Rote is an open-source compiler for agent skills. It reads a proven SKILL.md and its references, identifies the routine and judgment boundaries, validates a typed workflow graph, extracts deterministic modules, and emits code for a durable runtime.

Rote is an open-source CLI, Apache-2.0 licensed and published as rote-cli on PyPI, that compiles a proven AI agent skill into a typed, deterministic workflow. It moves fixed logic and tool orchestration into reviewable code, and calls a model only for the steps that genuinely require judgment.

Skills are the right prototyping medium

Natural-language skills let domain experts and engineers discover a useful procedure quickly. They preserve examples, policies, and tool instructions in a form people can edit. Rote leaves the source skill untouched; compilation produces a separate operational artifact.

What compilation produces

The output includes runtime-agnostic pipeline.yaml, extracted deterministic modules, typed LLM-judge signatures, and a runtime adapter. Mandatory checks in prose become required graph nodes. Human approvals become durable gates. The intermediate representation is Pydantic-validated before code emission.

A real quickstart

Run: uvx --from rote-cli rote compile ./my-skill --runtime cloudflare --out ./compiled. Other targets include DBOS, Temporal, Python, DBOS TypeScript, and Inngest. Rote is pre-1.0; direct API backends emit explicit integration boundaries that your team implements and tests.

Where MCP fits

MCP supplies capabilities and skills describe procedures. Rote can preserve authenticated MCP-backed external nodes in a compiled workflow, then expose the deployed workflow as one typed MCP tool. An agent can trigger the reliable result without replaying every intermediate tool call.

Direct answers

Frequently asked questions

How do I turn a SKILL.md into production automation?

Run rote compile against the skill directory and choose a runtime. Review the generated pipeline, implement or connect any external integration boundaries, run the eval scorecard and tests, then deploy the emitted runtime project.

Does Rote replace MCP?

No. A compiled workflow can call authenticated MCP servers, or use direct API integrations. Rote can also expose the deployed workflow as one typed MCP tool, so an agent triggers a durable workflow instead of replaying the original multi-step skill.

What is agentic compilation?

Agentic compilation separates intelligence used to discover or judge a process from execution that can be expressed as code. Rote applies that idea to skills: it converts a proven natural-language procedure into typed workflow artifacts while retaining bounded model nodes.

Compile a workflow

Inspect the open-source CLI or run a compilation in Rote Cloud.

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