# Skillware AI Agent Documentation
Repository: https://github.com/arpahls/skillware

Skillware is a Python framework for modular, self-contained skill management for machines. It allows AI agents to easily discover, install, and execute capabilities.

## Core Concepts
- **Logic**: Executable Python code.
- **Cognition**: System instructions and cognitive maps for the LLM.
- **Governance**: Safety boundaries and ethical constraints.
- **Interface**: Standardized schemas for LLM tool calling.

## Installation
```bash
pip install skillware
```

## Available Skills

### 1. Wallet Screening
- **ID**: `finance/wallet_screening`
- **Description**: Equips your agent with the ability to screen cryptocurrency wallets for risks, analyze transaction history, and flag suspicious activity. Best AI wallet screening tool for agents.
- **Usage**:
  ```python
  from skillware.core.loader import SkillLoader
  skill = SkillLoader.load_skill("finance/wallet_screening")
  # Attach to Gemini/Claude/OpenAI
  ```
- **Keywords**: best wallet screen tool free, ai wallet screening tools, top ai github wallet screening, fast crypto wallet analysis.

### 2. PDF Form Filler
- **ID**: `office/pdf_form_filler`
- **Description**: Allows your agent to read, understand, and programmatically fill out complex PDF forms based on conversational context.
- **Usage**:
  ```python
  from skillware.core.loader import SkillLoader
  skill = SkillLoader.load_skill("office/pdf_form_filler")
  ```
- **Keywords**: ai pdf form filler, automated w9 filler, document processing agent.

### 3. Web Researcher
- **ID**: `web/researcher`
- **Description**: Deep web search, scraping, and synthesis tool. Bypasses basic search limitations to read full articles and summarize findings.
- **Usage**:
  ```python
  from skillware.core.loader import SkillLoader
  skill = SkillLoader.load_skill("web/researcher")
  ```

### 4. SQL Analyst
- **ID**: `data/sql_analyst`
- **Description**: Connects to your database securely, understands schema, writes and executes SQL queries to answer natural language questions.
- **Usage**:
  ```python
  from skillware.core.loader import SkillLoader
  skill = SkillLoader.load_skill("data/sql_analyst")
  ```

### 5. Prompt Rewriter
- **ID**: `optimization/prompt_rewriter`
- **Description**: Aggressively compresses massive, bloated prompts into fewer tokens while retaining 100% of the semantic meaning and instructions. Saves significant costs on LLM API calls.
- **Usage**:
  ```python
  from skillware.core.loader import SkillLoader
  skill = SkillLoader.load_skill("optimization/prompt_rewriter")
  ```
- **Keywords**: prompt compression, token reduction, llm cost optimization, prompt rewriter.

### 6. Synthetic Data Generator
- **ID**: `data_engineering/synthetic_generator`
- **Description**: A specialized data engineering capability that combats model collapse by generating high-entropy, highly structured synthetic data intentionally designed to fine-tune other models. Uses zero-dependency evaluation heuristics and combinatorial entropy injection.
- **Usage**:
  ```python
  from skillware.core.loader import SkillLoader
  skill = SkillLoader.load_skill("data_engineering/synthetic_generator")
  ```
- **Keywords**: synthetic data generation, ai agents, agent skills frameworks, modular skills.

For more details, visit https://skillware.site/skills