Nakshora was the first utility framework built with LLMs as a first-class audience. Nakshora 3.1 ships four machine-readable artifacts:

ArtifactWhat it isUse it for
llms.txtConcise, spec-compliant framework summaryAgent context, search grounding
llms-full.mdComplete documentation in one Markdown fileLong-context RAG, offline assistants
ai/corpus.jsonStructured corpus of every utility (11,417 entries)Embeddings, tool-use catalogs
ai/sft-train.jsonlInstruction-tuning pairsFine-tuning code models

Give an agent the framework in one line#

text
Add to your agent instructions:
"Read https://raw.githubusercontent.com/nakshora/nakshora/main/llms.txt before generating Nakshora markup."

Export the corpus yourself#

terminal
bash
npx nakshora export:ai --out corpus.json

The corpus shape: { class, css, description, category, example, responsiveExamples[] } for every utility — perfect for embeddings or function-calling catalogs.

Note. This very documentation platform publishes its own llms.txt and per-version llms-full.md — see the site footer.