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Poolside vs Marvin
Side-by-side comparison of features, pricing, and ratings
Pricing
Contact Sales
Free
Plans
—
$0/mo
Popularity
2.8k views
7.1k views
Skill Level
Advanced
Intermediate
API Available
Platforms
DesktopCLIPluginAPI
CLI
Categories
💻 Code & Development🔒 Security & Privacy🤖 Automation & Agents
💻 Code & Development🤖 Automation & Agents
Features
Foundation models fine-tuned for software development
Single and multi-agent orchestration
Sandboxed execution environments for agents
Governance policies with end-to-end traces
Role-based access control for humans and agents
Connectors to repositories, databases, data warehouses
On-prem, VPC, or air-gapped deployment
Forward-deployed research engineers embed with teams
Joint responsibility for measurable business outcomes
Executive-grade risk controls and auditability
IDE extensions, TUI, binaries, and workflows
Custom evaluations co-created with customers
Heterogeneous environment support (multi-cloud, legacy)
AI functions via @ai_fn decorator
AI classifiers via @ai_classifier decorator
Embeddings generation with @ai.embed
Structured data extraction with Pydantic models
Agent loops and tool use
Built-in streaming with SSE
Rate limiting and error handling
OpenAI & Anthropic model support
Async-first API
Type-safe outputs with Pydantic