Agentic vs non-agentic AI coding tools
AI coding tools can generally be grouped into agentic and non-agentic tools.
Understanding the difference helps you choose the right tool for your workflow.
For the AI coding tools currently available in SHIP-HATS, see Available AI coding tools.
Agentic AI tools
Agentic tools can plan and perform multi-step actions to help complete development tasks.
They behave more like collaborators that interpret goals and automate parts of the development workflow.
Typical uses include:
- implementing features across multiple files
- refactoring or restructuring codebases
- debugging complex workflows
- automating repetitive development tasks
Non-agentic AI tools
Non-agentic tools respond directly to specific prompts or commands.
They assist with focused tasks but do not independently plan or execute multi-step actions.
Typical uses include:
- generating code snippets
- explaining existing code
- suggesting fixes
- answering programming questions
Quick comparison
| Aspect | Agentic tools | Non-agentic tools |
|---|---|---|
| Behaviour | Plans and performs multi-step tasks | Responds to direct prompts |
| Autonomy | Higher autonomy | Limited autonomy |
| Typical use | Complex workflows and automation | Focused coding assistance |
| Interaction style | Goal-driven | Prompt-driven |
