Describe what you want built. Set completion criteria. Walk away.
One-Shot Tasks are autonomous agents that plan, execute, and validate — without hand-holding.
- Describe the goal — “Build a REST API for user management with auth”
- Set criteria — “All tests pass, documentation generated, Docker included”
- Agent handles the rest — Plans architecture, writes code, runs tests, iterates until done
Not a chatbot. Not autocomplete. An agent that understands the full task and works until completion criteria are met.
Used for: Feature implementation. Refactoring projects. Test coverage. Documentation generation. Anything with a clear definition of “done.”
Full IDE with AI agents that actually understand how you work.
Multiple AI Modes:
- Completions Mode — Real-time suggestions as you type. Context-aware completions that match your codebase patterns.
Real-time generation:
- Code appears as it’s being written
- AI explains its reasoning alongside
- Watch the thought process unfold
Interactive collaboration:
- Ask follow-up questions mid-generation
- Request changes on the fly
- Learn from AI’s approach
Not just autocomplete — Full context understanding. Architectural awareness. Production-ready code.
Context menu integration puts AI assistance at your fingertips. No switching windows. No copy-paste.
Right-click any code to:
- Explain — Get instant explanations of complex code
- Fix — AI suggests fixes for bugs and issues
- Document — Generate documentation automatically
- Test — Create comprehensive test cases
- Refactor — Improve code structure and readability
Context-aware — AI understands your entire codebase, not just the selected code.
Multi-model — Use different models for different tasks. Claude for architecture, GPT-4 for quick fixes.
Different tasks need different models. Calliope makes it trivial to use the right one.
Multi-model support:
- Claude — Best for architecture discussions and complex reasoning
- GPT-4 — Fast completions and broad knowledge
- Gemini — Strong code understanding
- Mistral — Specialized coding models like Codestral
- Ollama — Run models locally for sensitive code
Switch per task. Use Claude for design decisions. GPT-4 for quick refactors. Ollama for proprietary code.
No vendor lock-in. Bring your own API keys. No markup. Use what works best for each job.
Calliope Lab and IDE are free for personal and commercial use. Bring your own API keys. Upgrade to cloud or enterprise when you need collaboration, governance, or deployment flexibility.
