Tool Ranking Algorithm

After semantic search returns candidates, the ranking algorithm determines the final order.

The Formula

final_score = (
  similarity * 0.40 +
  popularity * 0.25 +
  user_history * 0.20 +
  performance * 0.15
)

See Dynamic Retrieval for complete details and worked examples.

Factor	Weight	Purpose
Semantic Similarity	40%	How well does the tool match your query?
Popularity	25%	How often is the tool used?
User History	20%	Have YOU used this tool successfully?
Performance	15%	Is the tool fast and reliable?

Query: “Deploy to AWS” Tool Scores:

Deep dive with examples.

Technical details.

For detailed examples and the complete algorithm, see Dynamic Tool Retrieval. 🚀

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