274  jina-embeddings-cli(1) - Kailash Tool Reference

274.1 jina-embeddings-cli

jina-embeddings-cli - jina CLI — search/embed/rank over Jina APIs as Unix commands.

Layer OPS
Category o-03-vector-stores-retrieval
Safety class safe
Licence Apache-2.0
Upstream github.com/jina-ai/cli

274.1.1 NAME

jina-embeddings-cli - jina CLI — search/embed/rank over Jina APIs as Unix commands.

274.1.2 SYNOPSIS & usage

Derived from the upstream README at generation time; verify against --help where the tool is installed.

pip install jina-cli
# or
uv pip install jina-cli
export JINA_API_KEY=your-key-here
# Get one at https://jina.ai/?sui=apikey

274.1.3 DESCRIPTION (upstream)

All Jina AI APIs as Unix commands. Search, read, embed, rerank - with pipes. This CLI is designed for both humans and AI agents. An agent with shell access needs only run(command="jina search ...") instead of managing 20 separate tool definitions. The CLI supports pipes, chaining (&&, ||, ;), and --help for self-discovery. pip install jina-cli uv pip install jina-cli Set your API key: export JINA_API_KEY=your-key-here The point of a CLI is composability. Every command reads from stdin and writes to stdout. jina search “transformer models” | jina rerank “efficient inference” cat urls.txt | jina read jina search “attention mechanism” | jina dedup jina expand “climate change” | head -

274.1.4 SEE ALSO

ref: pin - verified 2026-10-14