Everything OpenAlly does

The whole surface, in one place.

15 apps, 24 built-in skills and 6 native tools — the same catalogue the app ships, generated from the app’s own manifests so it can’t drift.

Tools

Whisper · transcribinglocal

Local LLMLiteRT · Gemma on device

PDF Reader / MakerIn and out, on the phone

6 native toolsThe model reaches for them directly

Tools

Pythonpython_run

Local LLMlitert_load

Whispertranscribe_audio

PDF Readerpdf_read

PDF Makerpdf_create

Python

run_pythonCallable from any agent turn

df.groupby('month').sum()on device

12 rows · 0.4sResult returned to chat

Zero context costData never left the device

Native runtimes the model can call

Python runs on the phone — not a server

Whisper, local LLM, PDFs — same idea

Apps15 Skills24 Tools6 Agents

A tool is not a skill

A skill is a lesson: it ships written instructions your agent has to read before it can act. A tool ships none — it is a native capability the kernel already has, so granting one adds nothing for the model to read first. Skills teach; tools just work.

6 tools, 11 callable functions between them.

A tool is not a skill

Python

Local LLM

Whisper

PDF Reader

PDF Maker

Context Retrieve