Data retrieval

name: data-retrieval description: How to search and extract information from large JSON data files. Use this skill whenever you need to process JSON files in /root/DATA to answer specific questions.

Data Retrieval from JSON

This skill provides strategies for efficiently extracting information from JSON data files.

Strategies

• Large File Handling: When dealing with large JSON files, avoid reading the entire file at once if possible. Use grep_search to find keywords and then read specific lines around the matches.
• Key-Value Identification: Identify the core keys (e.g., "Market Research Report", "Competitors", "Team Members") before diving into the content.
• Data Filtering: Use the structure of the JSON to filter relevant sections (e.g., look for an array of "competitors" or "team_members").
• Multiple Files: When a query requires data from multiple files (e.g., mapping employee names to IDs), perform the search in parallel or sequential steps to link the information.

Patterns

• Question to Key Mapping:
  • "Market Research Report" -> market_research_report or similar keys.
  • "Competitors" -> competitors.
  • "Team Members" -> team_members or employees.
  • "Insights/Strengths/Weaknesses" -> Look for these keywords within competitor descriptions or feedback arrays.
  • "Demo URLs" -> Search for "http" or "url" within relevant sections.