[FEATURE] OpenSearch Agentic Search Tool

[owaiskazi19]

Problem Statement

Currently, Strands agents lack native integration with OpenSearch for intelligent search capabilities. Users need to:

1. Manual Query Construction: Write complex OpenSearch DSL queries manually, requiring deep knowledge of query syntax
2. Limited Search Intelligence: No natural language to DSL conversion capabilities
3. Missing Agentic Features: No built-in tools for index discovery, mapping analysis, or query optimization
4. Authentication Complexity: Manual setup of AWS authentication for managed OpenSearch clusters
5. No Search Context: Agents cannot leverage search results for conversational context and follow-up queries

This limits the ability to build intelligent search applications, e-commerce assistants, document retrieval systems, and knowledge management tools with Strands agents.

Proposed Solution

A comprehensive Strands tool that provides intelligent search capabilities using OpenSearch newly released Agentic Search and Amazon Bedrock Claude for natural language query processing.

Use Case

1. E-commerce Search Assistant

agent = Agent(tools=[opensearch_agentic_search_tool])

# Natural language product search
agent("Find wireless headphones under $200 with noise cancellation")
agent("Show me running shoes in size 10 from Nike or Adidas")
agent("What laptops do you have for gaming under $1500?")

2. Document Retrieval System

# Legal document search
agent("Find contracts signed in Q4 2023 related to software licensing")

# Technical documentation
agent("Show me API documentation for authentication endpoints")

# Knowledge base search
agent("Find troubleshooting guides for database connection issues")

3. Log Analysis & Monitoring

# Error investigation
agent("Find error logs from the payment service in the last 24 hours")

# Performance analysis
agent("Show me slow queries from the database logs this week")

# Security monitoring
agent("Find suspicious login attempts from unusual locations")

4. Customer Support Intelligence

# Support ticket analysis
agent("Find recent complaints about shipping delays")

# Knowledge base search
agent("Show me solutions for password reset issues")

# Trend analysis
agent("What are the most common support issues this month?")

5. Research & Analytics

# Market research
agent("Find mentions of our competitors in social media data")

# Academic research
agent("Show me papers about machine learning in healthcare from 2023")

# Business intelligence
agent("Find sales data for Q4 showing regional performance")

Alternatives Solutions

No response

Additional Context

This tool would significantly enhance Strands' capabilities for building intelligent search and retrieval applications across various domains and use cases.

[owaiskazi19]

Feature enhancements:

1. Agent selection Conv vs Flow
2. Model selection
3. Toggle for generated query and agent summary
4. Cache different configs