Isolated micro-VMs and execution containers for AI agents to safely run Python scripts, shell commands, and automated data processing pipelines.
Secure cloud sandboxes for autonomous AI agent code execution
E2B provides isolated, sub-second cloud sandboxes where AI agents can execute arbitrary Python, JavaScript, and shell code safely.
Open-source development environment & agent workspace manager
Daytona provides standardized, containerized agent workspaces and development environments across local and cloud infrastructure.
Structured data extraction & type-safe LLM function schemas
Instructor enforces strict Pydantic and Zod schemas on LLM outputs, turning unstructured web and API data into typed objects with automatic retries.
Type-safe prompt programming language & LLM function compiler
BAML is a domain-specific language that turns complex LLM prompts into strongly-typed functions with automatic client generation.
Open-source LLM observability, tracing & prompt management platform
Langfuse provides full-lifecycle tracing, evaluation, and monitoring for AI agents executing complex multi-step tool calls.
Compose secure AI agents from replaceable plugins, tools, and runtimes
An open-source, plugin-native agent runtime from DeepSeek AI with a CLI, Web UI, Python SDK, tool registry, persistent sessions, sandboxing, and approval policies.