{"repo":"manthanguptaa/water","free":true,"listed":false,"github":"https://github.com/manthanguptaa/water","clone":"git clone https://github.com/manthanguptaa/water.git","description":"The production-ready agent harness framework for Python","language":"Python","stars":334,"topics":["agents","framework","llm","multi-agent","multi-agent-systems","workflow","agent-harness","harness"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Water The production-ready agent harness framework for Python. Overview Water is an agent harness framework — it provides the infrastructure around your AI agents, not the agents themselves. Orchestration, resilience, observability, guardrails, approval gates, sandboxing, and deployment tooling so you can focus on what your agents actually do. Works with any agent framework: LangChain, CrewAI, Agno, OpenAI, Anthropic, or your own custom agents. Installation Quick Start Flow Patterns Water supports composable flow patterns that chain together with a fluent API: Agent Harness Water provides infrastructure around your AI agents — not the agents themselves. LLM Tasks Use any LLM provider through a unified interface: Streaming LLM Agents Stream responses token-by-token with real-time callbacks: Multi-Agent Orchestration Coordinate multiple agents with shared context: Tool Use Give agents the ability to call tools: Prompt Templates Reusable templates with variable interpolation and composition: Fallback Chains Automatically failover between LLM providers: Batch Processing Process many inputs concurrently with controlled parallelism: Dynamic Planning Let an LLM decompose goals into steps and execute them: Context Management Manage conversation context windows with automatic truncation: Approval Gates Add human approval checkpoints for high-risk operations: Sandboxed Execution Run untrusted code in isolated environments: Agentic Loop (ReAct) The model controls the loop. create agenti","default_branch":null,"files":null,"tree":[],"storefront":"/r/manthanguptaa","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/manthanguptaa/water/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}