# LLMapperino

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A multi-agent question-answering tool that combines structured pathway knowledge from user-selected MINERVA projects with live web research (Perplexity) and synthesizes evidence using an LLM. It targets specialized questions in lipid metabolism and related tox/biology by grounding answers in curated MINERVA maps and corroborating sources.

![LLMapperino logo](https://raw.githubusercontent.com/VHP4Safety/cloud/main/docs/service/llmapperino.png)

## Documentation

* Service Introduction: [LLMapperino README](https://github.com/senseibelbi/LLMapperino#readme)

* Workflow: [3-Agent Workflow (MINERVA ↔ Perplexity ↔ Synthesis)](https://github.com/senseibelbi/LLMapperino#overview)

* Demo: [Hosted pilot](http://81.169.225.178:5016/)

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## VHP4Safety Service Metadata

* Stage: <span class="glossary_term">[https://vhp4safety.github.io/glossary#VHP0000102](https://vhp4safety.github.io/glossary#VHP0000102)</span>

* Sub-stage: <span class="glossary_term">[prototype](prototype)</span>

* Development Cloud: [http://81.169.225.178:5016/](http://81.169.225.178:5016/)

* Login Required: Email i.djidrovski@uu.nl for an app API key or provide your own OpenAI and Perplexity API keys in the UI.

* TRL: TRL4

* Type: pilot

* Contact: Ivo Djidrovski (i.djidrovski@uu.nl)

* API Type: Not available

* Categories: To be added

* Targeted Users: To be added

* Relevant VHP4Safety Use Case: To be added

## Technical Tool Specifications

* Provider: [Utrecht University / VHP4Safety (pilot)](https://www.uu.nl/)

* Citation: Not available

* Version: 0.1.0

* License: Apache-2.0

* Source Code: [https://github.com/senseibelbi/LLMapperino](https://github.com/senseibelbi/LLMapperino)

* Docker: [https://github.com/senseibelbi/LLMapperino/blob/main/Dockerfile](https://github.com/senseibelbi/LLMapperino/blob/main/Dockerfile)

* Bio.tools: Not available

* FAIRsharing: Not available

* TeSS: Not available

* RSD: Not available

* Wikipedia: Not available

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