{"repo":"kalibr-ai/kalibr-sdk-python","free":true,"listed":false,"github":"https://github.com/kalibr-ai/kalibr-sdk-python","clone":"git clone https://github.com/kalibr-ai/kalibr-sdk-python.git","description":"Stop overpaying to run your agents. Kalibr routes every request to lower-cost model and tool paths without degrading performance.","language":"Python","stars":31,"topics":["anthropic","crewai","langchain","openai","ai-agents","llm-routing","agent-reliability","model-routing","production-ai","python"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"Kalibr Python SDK The self-healing execution harness for agent pipelines. Every model call gets a task-specific meta prompt, automatic failure detection, an LLM judge that classifies what went wrong, and smart repair — prompt fix or model swap. Pipelines keep running. You don't touch them. Open source SDK. Hosted routing intelligence. What it does Routes to lower-cost paths automatically — Simple requests move to cheaper models. Hard requests stay on stronger ones. No rules to write. Adapts as conditions change — When a model degrades, a tool fails, or pricing shifts, Kalibr moves traffic to a better path automatically. Learns from production — Uses Thompson Sampling on real outcomes, not static benchmarks. Gets better with every request. No manual retuning — No config changes, no dashboards to watch, no brittle routing rules. Auto-instrumentation — Traces OpenAI, Anthropic, Google, and DeepSeek calls with zero code changes. Any model, any modality — Text, voice, image, embeddings, classification. Any provider, any task type. Full tracing — See exactly why Kalibr made each routing decision. Framework integrations — LangChain, CrewAI, OpenAI Agents SDK, LiveKit, Pipecat. Quick install — hand this to your coding agent Your agent runs kalibr auth , your terminal shows a code, you enter it at dashboard.kalibr.systems/link, and the agent handles the rest — credentials, codebase scanning, framework detection, and instrumentation. One approval, zero config. Already have credentials?","default_branch":null,"files":null,"tree":[],"storefront":"/r/kalibr-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/kalibr-ai/kalibr-sdk-python/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."}