Jina Python Packages

finetuner

:dart: Task-oriented embedding tuning for BERT, CLIP, etc.

cembedding

Local-first embedding server (ONNX on-device or API) — the reference /embed server for CPersona. MIT.

web-forager

A search-and-fetch toolkit for AI agents, available as an MCP server and as standalone Agent Skills

duckduckgo-mcp

A search-and-fetch toolkit for AI agents, available as an MCP server and as standalone Agent Skills

jina-cli

All Jina AI APIs as Unix CLI commands. Search, read, embed, rerank - with pipes.

llm-embed-jina

Embedding models from Jina AI

carag

A Powerful Python Library to Build AI Applications with the RAG

finetuner-client

:dart: Task-oriented embedding tuning for BERT, CLIP, etc.

py-multi-agent-search

Web search CLI for AI agents — 13 providers rank-fused into one Rust binary. Search, extract, verify, check credits.