Free agents? Not anymore.
pip install .[full]pip install --no-cache-dir .
Build a simple, beautiful calculator on a website.
Do everything inside a container.
Don't explain anything; provide only the final response with information about the container and website.
Highly recommended model for a basic config: ornith-1.5:35b
| Model | sha256 | description |
|---|---|---|
| qwen3.8:27b | x% | The best, perfect for effective tool usage and large autonomous loops, but requires a powerful setup. |
| ornith-1.5:35b | x% | Close to qwen3.6:35b-a3b, but with better loop handling. Probably the most suitable for everyone. |
| qwen3.6:35b-a3b | x% | To be avoided, handles loops poorly. |
| gemma4:26b | x% | Good at multilingual conversations, but handles multiple tool calls and loops very poorly. |
For those familiar with Python, you can easily run benchmarks yourself. For everyone else, I'm trying to simplify the benchmarking system.
Ollama( As for other inference engines, I'm not sure whether they're compatible with the HTTP API I'm using. )Native tool support
Hardware requirements mainly depend on the model.
12+ GB VRAM32+ GB RAM15 GB+ swap
Python 3.12.3
Security is my top priority. All sensitive actions require explicit user authorization, allowing users to maintain control over every sensitive operation.
Other tools may not be listed, as some tools are disabled by default.
| Tool | Description |
|---|---|
| FS_cat | Displays the contents of a file |
| FS_file_copy | Copies a file from source to destination |
| FS_file_delete | Deletes a file |
| FS_file_info | Returns file metadata (size, dates, etc.) |
| FS_file_move | Moves a file within the shared directory |
| FS_file_write | Writes/appends text to a file |
| FS_ls | Lists directory items |
| FS_mkdir | Creates a directory |
| FS_pwd | Returns the current directory |
| FS_request_host_access | Requests permission to access host filesystem |
| container_images | Lists available Docker images |
| container_start | Creates a container with SSH and exposed ports |
| container_stop_all | Stops all created containers |
| download | Downloads a resource from a URL |
| exec_python | Executes Python code |
| fetch_url_raw_v1 | Fetches a page as HTML/raw |
| fetch_url_v1 | Fetches a page as markdown |
| get_geo_ip | Geolocates an IP address |
| get_ip | Returns local and public IP |
| get_time | Returns local time and time info |
| note_all | Lists all existing notes |
| note_new | Creates a new note |
| note_read | Returns a note's content |
| note_rm | Deletes a note |
| notify | Sends a desktop notification |
| open_folder | Opens a directory on screen |
| pdf2image | Extracts images from a PDF |
| read_image | Analyzes an image (JPG/JPEG/NNG) |
| screenshot | Reviews screenshots by monitor ID |
| screenshot_file | Reviews screenshots, returns generated PNGs |
| search_web_v1 | Web search |
| search_web_v2 | Advanced web search (text, news, videos, books, images) |
| ssh_close | Closes the SSH connection |
| ssh_commande | Executes a command on an SSH session |
| ssh_login | Creates a persistent SSH connection |
| ssh_tranfer_download | Copies a file from SSH server to local |
| ssh_tranfer_upload | Copies a local file to SSH server |
| system | Provides system info (OS, hardware, etc.) |
| tool_create | Adds a reusable tool |
| unload_llm | Frees VRAM used by the current model |
| webcam_image | Captures an image from webcam |