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Alternatives to OpenAI Evals

NeMo Guardrails
NeMo GuardrailsNVIDIA's open-source toolkit for adding programmable topical, safety, and dialog guardrails to LLM-based conversational AI systems using the Colang DSL.
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MLRun
MLRunMLRun is an open-source AI orchestration framework for managing ML and generative AI pipelines from development to production, with auto-scaling, monitoring, and multi-cloud support.
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LibreChat AI Multi
LibreChat AI MultiLibreChat is a self-hostable, open-source AI platform that unifies OpenAI, Anthropic, Azure, AWS and more into one customizable interface with agents, code execution, MCP, and enterprise SSO.
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Flower Federated
Flower FederatedFlower is a unified open-source framework for federated learning, analytics, and evaluation. Federate any ML workload across any framework and any language—from prototype to enterprise scale.
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IBM Prithvi WxC
IBM Prithvi WxCIBM Prithvi WxC is an open-source AI foundation model co-developed by IBM and NASA for weather and climate applications, including flood mapping, wildfire detection, and climate forecasting.
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Gorilla LLM
Gorilla LLMGorilla is an open-source LLM from UC Berkeley that connects with massive APIs, enabling state-of-the-art function calling across Python, Java, JavaScript, and REST APIs. Includes BFCL benchmarking, RAFT fine-tuning, and the GoEX execution engine.
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Vocode AI Voice Agent
Vocode AI Voice AgentVocode is an open-source platform to build, deploy, and scale hyperrealistic AI voice agents using any LLM stack. Offers Vocode Core (MIT) and an enterprise-grade API with Python and Node.js SDKs.
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Haystack
HaystackBuild production-ready AI agents and RAG pipelines with Haystack, the open-source AI orchestration framework by deepset. Integrate with OpenAI, Anthropic, Hugging Face, and more.
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Milvus AI Vector DB
Milvus AI Vector DBMilvus is an open-source vector database built for GenAI applications. Perform high-speed similarity searches and scale to tens of billions of vectors with minimal performance loss.
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Ray AI Framework
Ray AI FrameworkRay is an open source Python-native framework for scaling and orchestrating distributed AI, ML, and GenAI workloads across CPUs and GPUs at any scale.
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