One Context, Every Framework: Why We Built 13 Export Formats
· 5 min read
The AI framework landscape in early 2026 is messy in a specific way. There are good tools — LangChain, LlamaIndex, CrewAI, AutoGen, DSPy, Semantic Kernel — and they serve genuinely different use cases. But they all want their own format. Their own message structure, their own agent config, their own prompt template shape.
The result is that if you want to experiment with your prompt across frameworks — or migrate from one to another — you end up rewriting the same context multiple times in different dialects.
We built mycontext-ai to fix this. The answer we landed on: build your context once as a structured object, then export it to whatever shape the framework needs.