Iterative Retrieval

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by affaan-m · vlatest · Repository

This skill iteratively refines search queries based on feedback, delivering increasingly relevant results and saving you time.

Install on your platform

We auto-selected Claude Code based on this skill’s supported platforms.

1

Run in terminal (recommended)

terminal
claude mcp add iterative-retrieval npx -- -y @trustedskills/iterative-retrieval
2

Or manually add to ~/.claude/settings.json

~/.claude/settings.json
{
  "mcpServers": {
    "iterative-retrieval": {
      "command": "npx",
      "args": [
        "-y",
        "@trustedskills/iterative-retrieval"
      ]
    }
  }
}

Requires Claude Code (claude CLI). Run claude --version to verify your install.

About This Skill

What it does

The iterative-retrieval skill enables AI agents to perform repeated data retrieval operations, refining search queries based on previous results. This allows for more accurate and context-aware information gathering over time by iteratively improving the search process.

When to use it

  • When searching for complex or multi-faceted information that requires refinement.
  • In scenarios where initial search results are incomplete or ambiguous.
  • For tasks requiring continuous data updates, such as monitoring or analytics.
  • When building a knowledge base incrementally from multiple sources.

Key capabilities

  • Iterative query refinement based on prior retrieval outcomes
  • Context-aware search improvements over successive iterations
  • Support for multi-step information gathering workflows

Example prompts

  • "Find the latest research papers on climate change, and refine the search to include only peer-reviewed articles."
  • "Search for recent news about AI regulations in Europe, then narrow down to official policy documents."
  • "Gather data on stock market trends over the past year, refining results by sector and region."

Tips & gotchas

  • Ensure that your initial query is as specific as possible to avoid unnecessary iterations.
  • Be mindful of potential feedback loops where iterative refinement may lead to redundant or circular searches.

Tags

🛡️

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Details

Version
vlatest
License
Author
affaan-m
Installs
690

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Passed automated security scans.