The operational layer for agentic localization workflows.

Built for CI pipelines, automation systems, and AI agents that need to understand, orchestrate, and execute localization workflows directly from code.

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A CLI built for how agents actually work

Agents don’t need dashboards. They need something they can read and act on.
The CLI exposes everything clearly, so agents can explore, decide, and run workflows on their own.

Built for agents that operate systems

Agents don’t need another interface. They need commands they can inspect, predictable outputs they can parse, and workflows they can chain together autonomously.

A self-documenting interface over the wxrks API

Every command maps directly to real API actions. Agents can explore capabilities through --help, understand parameters, and execute workflows without custom integrations.

Your workflows stay in your stack

Run wxrks inside CI/CD pipelines, GitHub Actions, orchestration tools, terminal sessions, or autonomous agent systems without changing how your infrastructure already works.

Operational workflows agents can execute end-to-end

The CLI exposes localization as composable operational primitives: upload, translate, review, route, publish.

Contentful → translated → published

Agents can pull content, localize it, and publish updates without humans moving files between systems.

GitHub → PR → localized docs

Documentation workflows become part of CI instead of disconnected localization tasks.

ServiceNow → multilingual operations

Support and operations teams can automatically route multilingual tickets without adding translation steps to existing processes.

Let agents decide what happens next

Some content ships automatically. Some needs review. Some requires additional context.The CLI gives agents explicit operational rules they can reason about and execute safely.

Why agentic workflows work better with CLI

Agents operate better when workflows are explicit, composable, and self-documenting.

Deterministic Outputs

Commands return explicit success and error states agents can react to programmatically.

Self-Documenting Commands

Agents can inspect capabilities directly through --help and command metadata.

Composable Operations

Commands chain naturally across systems, enabling complex localization workflows.

Lower Context Overhead

Agents consume only the operational context they need instead of entire application interfaces.

Native to Automation

Built to run inside CI/CD pipelines, scripts, orchestration systems, and autonomous workflows.

Operational Guardrails

Explicit commands and scoped actions create safer execution boundaries for autonomous systems.

Human + Agent Collaboration

Route edge cases for review while letting agents handle repetitive operational work.

Direct API Access Patterns

The CLI exposes the real operational capabilities of wxrks in a format agents can immediately use.

Context-Sensitivity

Pass translation memories and glossaries via flags.

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