What you can do with Lilly

5 use cases

• Translate Bosnian text to English on your own machine

  Run Lilly locally so Bosnian text is translated with no internet after the model fetch.

  • Lilly
  • Work and operations
  • Intermediate
  View prompt

  In the repo ssaaffaakk/Lilly, set up the local app with the README steps, then translate the Bosnian sentence <bosnian sentence> through lilly.translate or POST /api/translate. Expected output: the English text returned by the app. Verify that the server answers on http://localhost:8000 before reporting the translation.

  Share Save

• Read a Bosnian sign or whiteboard from a photo

  Point a camera at a sign and see its English translation drawn over the photo.

  • Lilly
  • Work and operations
  • Beginner
  View prompt

  Using the live Lilly demo at safak11-lilly-api.hf.space from the ssaaffaakk/Lilly repo, submit a photo of <sign image> to the photo reading flow. Expected output: the sign text and its English translation, one per region. Verify that the regions match the visible text in the photo before reporting.

  Share Save

• Translate a Bosnian .docx or PDF file to English

  Upload a Word or PDF file and get its text translated sentence by sentence.

  • Lilly
  • Work and operations
  • Intermediate
  View prompt

  In the repo ssaaffaakk/Lilly, set up the app with the README steps, then send the file <document path> to POST /api/document. Expected output: the extracted and translated text. Verify that the number of translated sentences is close to the number of sentences in the source file.

  Share Save

• Speak English and hear the Bosnian reply

  Talk in English, get the Bosnian reply, and hear it read aloud in Bosnian.

  • Lilly
  • Work and operations
  • Intermediate
  View prompt

  In the repo ssaaffaakk/Lilly, confirm that translator-en-bs/ and speak-bs/ exist after setup, then call POST /api/reply with the English text <english sentence>. Expected output: the Bosnian reply text. Verify that /api/speak with language bs returns WAV audio rather than a 503.

  Share Save

• Batch-translate a folder of Bosnian text with the Python API

  Call Lilly's Python object from a script to translate many Bosnian lines in one run.

  • Lilly
  • Work and operations
  • Advanced
  View prompt

  In the repo ssaaffaakk/Lilly, use the Python object lilly from app.lilly to call translate on each line of <input file>. Expected output: one English line per Bosnian input line, saved to <output file>. Verify that the line counts of input and output match before reporting.

  Share Save

How to use Lilly

1. Check you have what it needs: Python 3.12 and uv for the local install, or a browser for the live demo; Internet access for the first model fetch; the README says nothing reaches the network after fetch_models.py finishes; Optional: a microphone for speech and a camera for photographs.
2. Open ssaaffaakk/Lilly on GitHub and read the README and license.
3. Create the environment: uv venv .venv --python 3.12
4. Install the dependencies: uv pip install --python .venv/bin/python -r requirements.txt
5. Fetch the models: .venv/bin/python scripts/fetch_models.py
6. Start the server: .venv/bin/uvicorn app.server:app --port 8000

These steps come from our top use case, Translate Bosnian text to English on your own machine, which also has a copy-paste agent prompt.

Lilly alternatives · Best AI repos for Work and operations

About this repo

• Who it is forWritten for people who need to follow or answer Bosnian speech, signs, or documents without knowing the language, and for agents that will run the local setup.
• Why it is hot
• LanguagePython
• Sourcegithub.com/ssaaffaakk/Lilly · Back to Hot repos

Requirements

• Python 3.12 and uv for the local install, or a browser for the live demo
• Internet access for the first model fetch; the README says nothing reaches the network after fetch_models.py finishes
• Optional: a microphone for speech and a camera for photographs

Related repos

• Trended earlier Spynel Spynel is a lightweight terminal program with no AI inside that gives you one chat assistant and uses your existing coding harnesses such as Codex and Claude Code to do the work.
• Trended earlier Agents Office Agents Office is a local, 3D isometric office of 35 AI agents in six departments that do real work on your own Claude login, reading and filing notes in a folder you own.
• Trended earlier Knowledge Work Plugins A collection of open source Claude plugins, each bundling skills, connectors, slash commands, and sub-agents for a knowledge worker role such as sales, legal, finance, or support.