nexus_search

Instructions

A hybrid search tool combining Exa's breadth and Ref's specificity.

Args:
    query: The search term.
    mode: 'general' for broad web search (Exa style).
          'docs' to prioritize technical documentation (Ref style).
    max_results: Number of results to return (1-20).

Returns:
    Formatted search results with titles, URLs, and snippets.

Implementation Reference

• nexus_server.py:28-96 (handler)

  The core handler function for the 'nexus_search' tool. It performs hybrid search using DuckDuckGo (DDGS), supports 'general' and 'docs' modes, validates inputs, handles errors, and formats results with titles, URLs, and snippets.

  @mcp.tool()
  async def nexus_search(
      query: str,
      mode: str = "general",
      max_results: int = DEFAULT_MAX_RESULTS
  ) -> str:
      """
      A hybrid search tool combining Exa's breadth and Ref's specificity.
  
      Args:
          query: The search term.
          mode: 'general' for broad web search (Exa style).
                'docs' to prioritize technical documentation (Ref style).
          max_results: Number of results to return (1-20).
  
      Returns:
          Formatted search results with titles, URLs, and snippets.
      """
      logger.info(f"Search requested - Query: '{query}', Mode: {mode}, Max results: {max_results}")
  
      # Validate inputs
      if not query or not query.strip():
          error_msg = "Query cannot be empty"
          logger.error(error_msg)
          return f"Error: {error_msg}"
  
      if mode not in ["general", "docs"]:
          error_msg = f"Invalid mode '{mode}'. Must be 'general' or 'docs'"
          logger.error(error_msg)
          return f"Error: {error_msg}"
  
      # Clamp max_results to reasonable range
      max_results = max(1, min(max_results, 20))
  
      # If 'docs' mode is selected, we modify the query to target technical sources
      final_query = query.strip()
      if mode == "docs":
          final_query += " site:readthedocs.io OR site:github.com OR site:stackoverflow.com OR documentation API"
          logger.debug(f"Enhanced query for docs mode: '{final_query}'")
  
      results = []
      try:
          # Use DuckDuckGo as our free backend
          with DDGS(timeout=SEARCH_TIMEOUT) as ddgs:
              # Convert generator to list to properly check if empty
              ddg_results = list(ddgs.text(final_query, max_results=max_results))
  
              if not ddg_results:
                  logger.warning(f"No results found for query: '{query}'")
                  return "No results found. Try a different query or mode."
  
              for r in ddg_results:
                  title = r.get('title', 'No title')
                  url = r.get('href', 'No URL')
                  snippet = r.get('body', 'No description')
                  results.append(f"- [Title]: {title}\n  [URL]: {url}\n  [Snippet]: {snippet}")
  
              logger.info(f"Search successful - Found {len(results)} results")
              return "\n\n".join(results)
  
      except TimeoutError:
          error_msg = "Search timed out. Please try again."
          logger.error(f"Search timeout for query: '{query}'")
          return f"Error: {error_msg}"
      except Exception as e:
          error_msg = f"Search failed: {str(e)}"
          logger.exception(f"Unexpected error during search: {query}")
          return f"Error: {error_msg}"

• nexus_server.py:29-45 (schema)

  Function signature with type annotations and comprehensive docstring defining the input schema (query: str required, mode: str='general', max_results: int=5) and output (str of formatted results). Used by FastMCP for JSON schema generation.

  async def nexus_search(
      query: str,
      mode: str = "general",
      max_results: int = DEFAULT_MAX_RESULTS
  ) -> str:
      """
      A hybrid search tool combining Exa's breadth and Ref's specificity.
  
      Args:
          query: The search term.
          mode: 'general' for broad web search (Exa style).
                'docs' to prioritize technical documentation (Ref style).
          max_results: Number of results to return (1-20).
  
      Returns:
          Formatted search results with titles, URLs, and snippets.
      """

• nexus_server.py:28-28 (registration)

  The @mcp.tool() decorator registers the nexus_search function as an MCP tool in the FastMCP server instance 'mcp'.

  @mcp.tool()