neuron-explorer
Qwen3.5‑4B 전용 조향형 뉴런 탐색기, 모든 MLP 뉴런을 밀어 결과를 보관·탐색
웹 탐색·기억·학습이 가능한 오픈소스 AI 에이전트, 브라우저·텔레그램·터미널에서 로컬·클라우드로 사용
Open-source AI agent that browses the web, remembers you and learns new tricks. Use it in your browser, on Telegram or in your terminal, local or cloud.
개발 도구TypeScript · CSSGitHub @SubZtep온라인운영자 미확인
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AI Agent Harness Monorepo !¡ 🐓
저장소 README에서 가져옴
README 전체를 불러오는 중입니다. 아래는 저장된 발췌입니다.
Kaja is an AI agentic harness. Give it a task and it keeps looping with an LLM, using tools and switching personas as needed, until the job is done. Point it at a local model or a cloud-based one, chat with it in the terminal, on Telegram, or through a widget on your own website.
Under the hood it is a full-stack playground: a Hono API secured by Better Auth, a TanStack Start web app, and a React Ink terminal agent.README 전문 보기 ↗[!IMPORTANT] Kaja is still evolving :speaker::godmode::loudspeaker:
Kaja is an agentic AI harness. Give it a task and it keeps looping with an LLM, using tools — on the user’s machine or in an isolated sandbox environment — and switching personas as needed, until the job is done.
Point it at a local model or a cloud-based one, and chat with it in a terminal or on Telegram. A cloud widget can call the same models for a program you publish, such as the homepage game.
Under the hood it’s a full-stack playground: a Hono API secured by Better Auth, a TanStack Start web app, and a React Ink terminal agent.
flowchart LR
subgraph doors["User facing"]
TUI["<b>tui</b><br>terminal UI<br>+ Telegram bot"]
WEB["<b>web</b><br>homepage<br>+ web app"]
WID["<b>widget</b><br>cloud principal<br>+homepage game"]
end
API["<b>api</b><br>REST, auth<br>cloud agent"]
SBX["<b>sandbox</b><br>MCP servers<br>+ tool requests"]
PG[("PostgreSQL")]
LITE[("SQLite")]
NASI{{"<b>nasi</b><br>the agent brain"}}
TUI -->|cloud mode| API
WEB --> API
WID --> API
API -->|WebSocket| SBX
API --> PG
TUI -->|local mode| LITE
NASI -.-> TUI
NASI -.-> API
nasi runs inside both the terminal (local mode) and the API (cloud), and schema and shared are used everywhere.
| Workspace | What it is |
|---|---|
apps/api | Hono REST API: Better Auth, the cloud agent, emails, and widget tokens |
apps/web | TanStack Start: the public homepage and the signed-in web app |
apps/tui | Ink terminal UI and Telegram bot, with local config and storage |
apps/sandbox | Runs stdio MCP servers (headless Chrome and more) and sends tool requests out for cloud turns; anyone can run one |
packages/nasi | The agent brain: the loop, tools, personas, memory |
packages/schema | Every Zod schema and type, in role-based subpaths |
packages/shared | Small pure utilities, including the Telegram plumbing both bots share |
Install some OS-level dev tools directly on your machine instead of adding them as npm dependencies. This gives better performance and keeps the repository lighter.
Needed just to run Kaja from source, as shown in the next section:
rc; AUR: rustfs-cli-bin) S3 compatibleOn top of the essentials above, if you plan to contribute code:
Only needed if you use the matching feature:
bun dev:sandbox (skip it if you run the sandbox through Docker Compose instead)Bun.secrets, and the tests need it toobun dev:docs, the Jekyll docs siteRun the commands below in sequence:
# Get the source
git clone https://github.com/SubZtep/kaja.git
cd kaja
# Install dependencies
bun i
# Prepare local Docker volume folders (uses sudo for ownership fixes)
scripts/prepare_data_dirs.sh
# Start all the services
docker compose up -d
# Create the storage bucket
scripts/storage_init.sh
# Configure local API endpoint
cp apps/tui/.env.example apps/tui/.env
# Run the terminal UI
bun dev:tui
The first run starts a short setup wizard: sign in to Kaja Cloud, or point it at your own LLM provider(s) and it writes ~/.config/kaja/ for you.
| Address | Notes |
|---|---|
| http://localhost:3000 | Website and portal |
| http://localhost:3001/reference | API documentation |
| http://localhost:1080 | Email inbox |
| http://localhost:9001 | Storage browser. Login: kaja:kaja-dev-storage |
Want more? 🐓 Visit docs.kaja.io.