kiari

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kiari is a CLI tool for developing and experimenting with qualia-oriented LLM agents.

Installation

pip install kiari

Usage

Start the interactive console:

kiari

Run a one-shot batch prompt:

kiari "hello"

Manage profiles:

kiari profile list
kiari profile new
kiari profile use

Generate an image with the built-in image_generate tool:

kiari -t image_generate "Generate an illustration of a cat reading a book"

Generate a video with the built-in video_predict tool:

kiari -t video_predict "Generate a short video of a cat playing with a ball"

Search the web with the built-in web tool:

kiari -t web "Search the web for the latest Python release"

Operate connected Chrome profiles with the built-in chrome tool:

kiari -t chrome "List Chrome tabs, select example.com, and summarize its current page"

The Chrome tool requires Chrome Bridge 0.4.x. Install and connect its Chrome extension; the SDK reuses or starts the loopback server automatically. Each tool action acquires and releases its own exclusive Chrome Bridge session.

To run the real SDK/extension integration test, connect Chrome Bridge and run:

make chrome_test

The test opens and closes only its own loopback fixture tab. It is marked costly and is skipped by the normal test suite.

See Chrome Tool and Chrome Bridge for session, target/ref, error, ownership, and SDK update semantics.

FastAPI Mode

Start an automatically reloading development server:

kiari fastapi --chat-model openai

Run multiple production-style workers without reload:

kiari fastapi --fastapi-workers 4 --fastapi-path /agent

The service exposes GET /health and streams agent events as NDJSON from POST / (or the configured path):

curl -N http://localhost:8000/ \
  -H 'Content-Type: application/json' \
  -d '{"text":"hello"}'

Authentication defaults to none. Configure Bearer authentication before exposing the server to an untrusted network, for example with --fastapi-authenticator 'bearer?api_key=secret' or the corresponding component config. Request files are resolved by the server; they are not uploaded by this API.

Streamlit Mode

Start the browser chat UI:

kiari streamlit --chat-model openai --history-repository local

The default browser-session authenticator isolates data for the lifetime of one browser session. For durable multi-user identity, configure Streamlit OIDC in .streamlit/secrets.toml and start with --streamlit-authenticator oidc (or oidc?provider=google for a named provider). Secrets stay in Streamlit configuration and are not copied into kiari profiles or startup payloads.

Each user creates and selects globally unique agent IDs in the sidebar. Agent IDs accept letters, digits, ., _, and -. Deleting an agent removes its registered identity and History; generated files and caches are retained.

The sidebar can apply per-session YAML overrides for agent, tool, workflow, prompt, chat, and speech options. Runtime-wide settings such as profiles, plugins, repositories, authentication, loggers, and server options remain fixed at startup.

Watch Mode

Watch file changes:

kiari watch "file?paths=.&include_patterns=*.md"

Watch Pub/Sub:

kiari ext pubsub create-topic --project-id kiarina --topic-id tmp
kiari ext pubsub create-subscription --project-id kiarina --topic-id tmp --subscription-id tmp
kiari watch "pubsub?project_id=kiarina&subscription_id=tmp"
kiari ext pubsub publish-message --project-id kiarina --topic-id tmp --attribute hoge=fuga "hello"

Watch Realtime Database:

DATABASE_URL=https://kiarina-python.firebaseio.com/
kiari watch "rtdb?database_url=$DATABASE_URL&path=/posts/kiarina"
kiari ext rtdb set --database-url $DATABASE_URL --path /posts/kiarina '{"message":"hello"}'
kiari ext rtdb get --database-url $DATABASE_URL --path /posts/kiarina
kiari ext rtdb watch --database-url $DATABASE_URL --path /posts/kiarina

Watch Slack:

CHANNEL_ID=C077QKNDCUR
kiari watch "slack?"
kiari watch --watch-handler slack "slack?"
kiari ext slack post-message --channel $CHANNEL_ID "hello"
kiari ext -v slack get-channel-messages --channel $CHANNEL_ID --limit 1
kiari ext slack watch-channel --channel $CHANNEL_ID

Development

mise run setup
mise run ci