Your first search

nisa search "flash attention" --max-results 10

Direct commands answer from the indexes — no model turn, about a second.

Open a paper

nisa paper 1706.03762

Title, authors, abstract, year, citation count, graph cluster, PageRank.

Related work

nisa related 1706.03762 --n 15

A hybrid of citation-graph proximity and content similarity — the ranking the web app shows as recommended papers.

Cite

nisa cite 1706.03762

One BibTeX @misc entry on stdout. Done.

Ask a question

nisa ask --timeout 120 "Compare DPO vs PPO for LLM alignment. Include 3 arXiv ids."

Chat-backed: the agent searches, reads, synthesizes. Slower and usage-tracked; on timeout it exits 124 with the partial answer.

nisa alone opens the terminal chat. Terminal chat

Which command for which question.

Let the web agent read your files.

⌘I