{"repo":"syrin-labs/syrin-harness","free":true,"listed":false,"github":"https://github.com/syrin-labs/syrin-harness","clone":"git clone https://github.com/syrin-labs/syrin-harness.git","description":"The Python Harness for Production AI Multi-Agent Systems","language":"Python","stars":62,"topics":["agentic-rag","budgeting","context-engineering","harness-engineering","memory-management","model-routing","multi-agent","multimodal-agent","observability","rag"],"license":"MIT","category":"ai-agents","readme_excerpt":"The AI Harness for Python Developers Wrap any LLM with budget control, memory, observability, sandboxed execution, multi-agent orchestration, and guardrails — in one Python class. Website · Docs · Discord · Reddit · YouTube --- What is an AI Harness? A harness gives you control over something powerful. It does not limit what the horse can do — it channels that power precisely where you need it, safely, predictably, every time. LLMs are extraordinarily capable. They are also unpredictable, expensive, opaque, and stateless out of the box. A raw LLM call is a power source with no circuit breaker, no meter, and no safety rail. Syrin is the harness. It wraps any LLM — OpenAI, Anthropic, Google, Ollama, or your own — with everything a Python developer needs to build production AI systems: - Hard cost limits that actually stop execution before the bill becomes a problem - Persistent memory across sessions with four distinct types and pluggable backends - Isolated code execution so LLM-generated code never runs in your process - 72+ lifecycle hooks so nothing in your agent is hidden from you - Multi-agent orchestration with recursive decomposition and shared budget pools - Guardrails for PII, content safety, output validation, and prompt injection defense You write Python classes. Syrin handles the production concerns. Ship faster, safer, and with full visibility. --- Install --- Five Minutes to a Production Agent The agent hard-stops at \\$0.10. No surprise invoices. No extra code. -","default_branch":null,"files":null,"tree":[],"storefront":"/r/syrin-labs","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/syrin-labs/syrin-harness/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."}