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DSPy

Stanford NLP and the DSPy community · Prompting, evaluation & observability

Python framework for programming language-model pipelines with typed signatures and modules, then optimizing prompts and weights automatically against a metric

MITOpen sourceFreeLocalSelf-hostedNov 2, 2026

promptfoo

Promptfoo, Inc. · Prompting, evaluation & observability

Open-source, local-first CLI and library for evaluating prompts, models, RAG pipelines and agents, with automated red teaming and CI integration

MITOpen sourceFreeLocalSelf-hostedBroken

Pydantic AI

Pydantic Services Inc. · Agent frameworks & orchestration

Type-safe Python agent framework from the Pydantic team with validated structured outputs, dependency injection, swappable model providers, MCP, durable execution and evals

MITOpen sourceFreeLocalSelf-hostedNov 2, 2026

Ragas

Vibrant Labs (formerly Exploding Gradients) · Prompting, evaluation & observability

Open-source Python library for evaluating LLM and RAG applications with LLM-driven and custom metrics, experiments, dataset management and result tracking

Apache-2.0Open sourceFreeLocalBroken

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