Optio — Workflow Orchestrator for AI Coding Agents

What it is

Optio is a workflow orchestrator that automates the full AI-assisted development lifecycle. It takes a task from planning through execution, code review, and PR merge by coordinating AI coding agents at each stage.

Optio targets engineering teams that use AI coding agents but need structured orchestration rather than ad-hoc prompting. It manages the handoff between planning, implementation, and review phases so the human stays in the approval loop without doing manual coordination.

The project is actively maintained and suitable for both individual developers and teams looking to integrate it into their existing toolchain. Documentation and community support are available for onboarding.

How it saves time or tokens

Optio reduces the context-switching overhead of manually prompting agents at each development stage. By defining the workflow once, it routes tasks through planning, coding, and review agents automatically. The estimated token budget is around 2,400 tokens per workflow execution. Teams report faster PR turnaround because the review step runs immediately after code generation.

How to use

1. Define your workflow stages (plan, implement, review, merge) in the Optio configuration file.
2. Submit a task description or issue reference to Optio.
3. Optio dispatches the task to a planning agent, then routes the plan to an implementation agent.
4. The generated code goes through an automated review agent. If approved, Optio opens a PR or merges directly based on your rules.

Example

# optio.config.yaml
workflow:
  stages:
    - name: plan
      agent: planner
      output: task_spec
    - name: implement
      agent: coder
      input: task_spec
      output: pull_request
    - name: review
      agent: reviewer
      input: pull_request
      approval_required: true
    - name: merge
      auto: true
      condition: review.approved

Related on TokRepo

• AI Tools for Coding — Browse AI coding agents that Optio can orchestrate.
• AI Tools for Automation — Compare Optio with other workflow automation platforms.

Common pitfalls

• Skipping the review stage to move faster. Automated code generation without review introduces bugs and security issues. Keep the review agent or human approval in the loop.
• Configuring overly broad task descriptions. Optio works best with well-scoped tasks. Break large features into smaller units before submitting.
• Not setting token or cost limits per stage. Without limits, a verbose planning agent can consume excessive tokens before implementation even starts.
• Not reading the changelog before upgrading. Breaking changes between versions can cause unexpected failures in production. Pin your version and review release notes.