Best Haystack Alternatives in 2026

LlamaIndex is an open-source data framework for building RAG applications over private data, developed by LlamaIndex, Inc. It includes 300+ data connectors, built-in hierarchical chunking, and LlamaParse for enterprise-grade document parsing. Free OSS core; LlamaCloud starts at $50/mo.

PydanticAI is an open-source Python framework for building production-grade AI agents. Created by Samuel Colvin (creator of Pydantic), it brings FastAPI-style type safety, structured outputs, and dependency injection to agent development. Free, MIT-licensed, 16k+ GitHub stars.

Quivr is an open-source Python library for adding retrieval-augmented generation to any application. Apache 2.0, self-hostable, supports OpenAI, Anthropic, Mistral, and Groq. Built by a YC W24 team, with 39,000+ GitHub stars since its 2023 launch.

Agno is an open-source Python framework for building multi-agent AI systems, rebranded from Phidata in January 2025. Model-agnostic, Apache 2.0, with built-in memory, knowledge bases, and a production-ready AgentOS runtime for deploying agents as services.

Langflow is an open-source visual builder for LLM pipelines, RAG applications, and multi-agent workflows. Created in 2023 and acquired by DataStax in 2024, it lets developers assemble complex AI flows on a canvas and export them as production APIs, no boilerplate required.

Mastra is an open-source TypeScript framework for building production AI agents, from the team behind Gatsby. It ships agents, durable workflows, RAG, built-in memory with SOTA LongMemEval scores, and a visual debugging studio.

DSPy is a Stanford NLP framework that treats prompt engineering as a compiler problem: you write typed signatures and modules, define a metric, and an optimizer searches for the best prompts automatically. Free, Apache 2.0, 5M+ monthly PyPI downloads.

smolagents is Hugging Face's open-source Python library for building AI agents that write code as actions rather than JSON tool calls. Apache 2.0, ~1,000 lines of core code, supports 100-plus LLMs including local models via Ollama and Transformers.

Genkit is Google's open-source AI framework for TypeScript, Go, and Python developers. It provides typed flows, RAG, tool calling, and multi-agent support with a standout local Developer UI for iterating prompts and debugging traces. Free under Apache 2.0.

Dify is an Apache 2.0 open-source platform for building production-ready LLM applications. Visual workflow canvas, RAG pipelines, agent builder, and 100+ model integrations. Free self-hosted or $59/mo on cloud.