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Siya's Powerful Toolkit

Siya comes equipped with a comprehensive set of tools that enable it to interact with files, systems, web services, and more. These tools are what allow Siya’s agents to turn ideas into reality.

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Tool Categories Overview

Siya's tools are organized into logical categories for different types of operations

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File System Tools

  • Read Operations
  • Write Operations
  • Advanced Operations

File Reading

Powerful file reading capabilities with intelligent format detection

Read Tool

1

Basic Reading

Read any text-based file with automatic encoding detection
2

Large File Handling

Smart pagination for files with thousands of lines
3

Binary Detection

Identifies and handles binary files appropriately
4

Special Formats

  • Images: Extracts metadata and can describe content
  • Audio: Transcribes to text using speech recognition
  • Jupyter: Reads notebooks as structured JSON
"Read the config.json file"

Glob

Pattern Matching
  • Find files by name patterns
  • Recursive directory search
  • Multiple pattern support
  • Exclude patterns

Grep

Content Search
  • Regex pattern matching
  • Case sensitivity options
  • Context lines
  • File type filtering
For complex searches, Siya automatically uses ripgrep (rg) for superior performance

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Code & Development Tools

Professional Development Environment

Comprehensive tools for software development, from code generation to deployment
  • Code Generation
  • Testing & Debugging
  • Version Control

Language Support

Web Technologies
  • HTML/CSS/JavaScript
  • TypeScript
  • React/Vue/Angular
  • Node.js
  • Next.js/Nuxt
Backend Languages
  • Python
  • Java/Kotlin
  • C#/.NET
  • Go
  • Rust
  • Ruby
Specialized
  • SQL/NoSQL queries
  • GraphQL schemas
  • Protocol Buffers
  • Configuration files
  • Shell scripts
1

Boilerplate Creation

Generate project structures, starter templates, and scaffolding
2

Function Implementation

Create complete functions with error handling and documentation
3

Class Design

Design and implement classes with proper patterns and principles
4

API Development

Build REST/GraphQL APIs with authentication and validation
5

Test Generation

Create comprehensive test suites with mocks and fixtures

Best Practices

  • SOLID principles
  • Design patterns
  • Clean code
  • DRY/KISS
  • Documentation

Optimization

  • Performance tuning
  • Memory efficiency
  • Algorithm selection
  • Caching strategies
  • Async patterns

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Web & Network Tools

Internet-Connected Intelligence

Access the web, interact with APIs, and automate online tasks

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Data & Analysis Tools

Transform Data into Insights

Powerful data processing, analysis, and visualization capabilities
  • Data Processing
  • Analysis
  • Visualization

Format Support

Structured

  • CSV/TSV
  • Excel (XLSX)
  • JSON
  • XML
  • Parquet

Databases

  • SQL queries
  • NoSQL operations
  • Data migration
  • Schema design
  • Indexing

Unstructured

  • Text extraction
  • PDF parsing
  • Log analysis
  • Email processing
  • Web scraping
1

Cleaning

Remove duplicates, handle missing values, fix inconsistencies
2

Normalization

Standardize formats, scales, and representations
3

Aggregation

Group, summarize, and calculate statistics
4

Enrichment

Add calculated fields, join datasets, geocoding
# Example transformation pipeline
df = pd.read_csv('data.csv')
df = df.drop_duplicates()
df['date'] = pd.to_datetime(df['date'])
df['revenue_usd'] = df['revenue'] * exchange_rate
summary = df.groupby('category').agg({
    'revenue_usd': ['sum', 'mean', 'std'],
    'quantity': 'sum'
})

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System & Automation Tools

System Control and Workflow Automation

Powerful system interaction and task automation capabilities
  • Command Execution
  • Task Management
  • Scheduling

Bash Tool

Commands are executed in a persistent shell session with safety checks
Features:
  • Persistent shell state
  • Working directory management
  • Environment variables
  • Output capture (up to 30K chars)
  • Timeout protection (up to 10 min)
  • Sandbox mode for read-only ops
npm install && npm run build
1

Process Control

Start, stop, and monitor system processes
2

Resource Monitoring

Track CPU, memory, disk, and network usage
3

Log Management

Tail logs, search patterns, rotate files
4

Service Control

Manage system services and daemons
Sandbox mode runs commands without write access for safety

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AI & Intelligence Tools

Meta-Intelligence Capabilities

Tools for managing AI models, context, and learning patterns

Model Management

Model Selection

  • Dynamic model switching
  • Task-based selection
  • Cost optimization
  • Performance tuning
  • Fallback chains

Context Control

  • Token management
  • Context windowing
  • Memory prioritization
  • Relevance filtering
  • Compression strategies
Memory Features:
  • Auto-compacting
  • Semantic indexing
  • Priority weighting
  • Cross-session persistence
  • Privacy controls
1

Usage Analysis

Track common patterns and preferences
2

Optimization

Improve response time and accuracy
3

Personalization

Adapt to individual working styles
4

Knowledge Building

Accumulate domain expertise

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Tool Integration Patterns

Combining Tools for Maximum Impact

The real power comes from combining tools in intelligent ways
  • Common Patterns
  • Advanced Workflows
Example Use Cases:
  • Bulk file processing
  • Code refactoring
  • Data migration
  • Report generation
1

Research Phase

Search agent gathers information from multiple sources
2

Analysis Phase

Process and synthesize findings
3

Reporting Phase

Generate formatted reports with visualizations

Monitor

  • File changes
  • API endpoints
  • System metrics
  • Error logs

Alert

  • Email notifications
  • Slack messages
  • SMS alerts
  • Dashboard updates

Act

  • Run scripts
  • Restart services
  • Scale resources
  • Create tickets

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Tool Safety & Best Practices

With great power comes great responsibility. Follow these guidelines for safe tool usage.

Safety Features

Built-in Protections

  • Read before write
  • Confirmation prompts
  • Sandbox mode
  • Timeout limits
  • Resource caps

User Controls

  • Approval requirements
  • Permission settings
  • Audit logging
  • Rollback capability
  • Emergency stop
1

Start Small

Test operations on sample data before running on production
2

Use Sandbox Mode

Run exploratory commands in sandbox to prevent accidents
3

Review Changes

Always review diffs and changes before confirming
4

Backup Important Data

Create backups before major operations
5

Monitor Execution

Watch progress and be ready to intervene if needed

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Performance Optimization

Get the Most from Siya's Tools

Tips and strategies for optimal tool performance

Batch Operations

Group similar operations together for better efficiency

Parallel Execution

Run independent operations simultaneously

Smart Caching

Reuse results and avoid redundant operations
  • File Operations
  • Network Operations
  • Data Processing
  • Use glob patterns instead of individual reads
  • Batch edits with MultiEdit tool
  • Stream large files instead of loading entirely
  • Use efficient search tools (ripgrep)

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Tool Troubleshooting

1

Check Documentation

Review tool-specific documentation and examples
2

Ask Siya

“Why did this tool fail?” or “How do I use X tool?”
3

View Logs

Check execution logs for detailed error information
4

Contact Support

Reach out to dev@siya.com for persistent issues

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Summary

Master the Tools, Master the Possibilities

Siya’s comprehensive toolkit enables you to tackle any challenge. From simple file operations to complex multi-step workflows, these tools work together seamlessly to transform your ideas into reality. Start with basic operations and gradually explore advanced combinations to unlock unprecedented productivity.

Next: Planning System

Learn how Siya plans and executes complex tasks

Try the Tools

Open Siya and experiment with different tools
Powerful tools. Seamless integration. Unlimited potential.