# oracles

> Oracles are functions that evaluate the quality of generated molecules across specific dimensions. TDC provides 17+ oracle functions for molecular optimiza

- Source: https://doutorai.pt/en/components/skills__oracles
- Type: Skills
- Category: Scientific
- Downloads: 0
- Site: Doutor AI (https://doutorai.pt/en) - AI tools for small businesses

An open-source community component, curated and adapted by Doutor AI.

## What it does and how to use it

A **skill** that teaches Claude Code to do scientific tasks well. It is packaged knowledge the model uses whenever it is relevant.

1. Install the skill (command above).
2. In Claude Code, describe what you need - the skill turns on by itself when the context fits.
3. No commands to memorize: you talk in plain language and the skill does the rest.

## Install (Claude Code)

```bash
mkdir -p .claude/skills/oracles && curl -fsSL https://doutorai.pt/data/lib/skills__oracles.md -o .claude/skills/oracles/SKILL.md
```

Paste this command into the terminal, in your project folder, and the component installs automatically.

## Content

````
# TDC Molecule Generation Oracles

Oracles are functions that evaluate the quality of generated molecules across specific dimensions. TDC provides 17+ oracle functions for molecular optimization tasks in de novo drug design.

## Overview

Oracles measure molecular properties and serve two main purposes:

1. **Goal-Directed Generation**: Optimize molecules to maximize/minimize specific properties
2. **Distribution Learning**: Evaluate whether generated molecules match desired property distributions

## Using Oracles

### Basic Usage

```python
from tdc import Oracle

# Initialize oracle
oracle 

- 🔒 Full content on the Pro plan (€7.99/month) -
````

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Content by Doutor AI (https://doutorai.pt/en). When quoting, please cite the source: https://doutorai.pt/en/components/skills__oracles