Opportunity Quoter

Opportunity Quoter Agent

An intelligent agent that helps product managers build deeper understanding of customer opportunities by extracting and analyzing quotes from interview transcripts and online sources.

What It Does

The Opportunity Quoter helps you:

• Extract relevant quotes from interview transcripts using semantic search (not just keyword matching)
• Find implicit pain points - not just explicit statements
• Identify contradictory evidence that challenges your assumptions
• Deduplicate similar quotes from the same person
• Analyze patterns across multiple interviews
• Discover online discussions where your ICP talks about these problems
• Generate comprehensive reports with management summaries

Features

Local Analysis

• Parses .md and .txt files recursively from specified folders
• Handles both single-file interviews and multi-file formats (notes + transcripts)
• Extracts metadata from filenames and "Quick Facts" headers
• Uses Claude for semantic similarity (finds relevant quotes even without exact keywords)
• Provides confidence scoring for each quote
• Includes full section context and related information from other sections
• Identifies contradictory evidence

Web Search

• Infers Ideal Customer Profile from local interview data
• Suggests relevant online sources (Reddit, forums, blogs)
• Scrapes approved sources for additional quotes
• Analyzes source credibility and ICP match
• Includes engagement metrics (upvotes, scores) and post dates

Reports

• Management summary with key insights
• Frequency and pattern analysis
• Confidence distribution
• Source credibility analysis
• Clickable links to original sources

Setup

1. Install Dependencies

cd "/Users/Else/Documents/Wave Second Brain/subagents/Opportunity quoter"
pip install -r requirements.txt

2. Verify API Key

Your Anthropic API key is already configured in the `.env` file.

3. Run the Agent

python opportun