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gemini2026

Documentation Search MCP Server

by gemini2026

suggest_libraries

Find programming libraries by entering partial names to get auto-completion suggestions for documentation search.

Instructions

Suggest libraries based on partial input for auto-completion. Args: partial_name: Partial library name to search for (e.g. "lang" -> ["langchain"]) Returns: List of matching library names

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
partial_nameYes

Implementation Reference

  • The handler function for the 'suggest_libraries' MCP tool. It provides auto-completion suggestions for library names by matching against the configured docs_urls dictionary, prioritizing exact matches, then prefix matches, then substring matches, returning up to 10 sorted suggestions.
    async def suggest_libraries(partial_name: str): """ Suggest libraries based on partial input for auto-completion. Args: partial_name: Partial library name to search for (e.g. "lang" -> ["langchain"]) Returns: List of matching library names """ if not partial_name: return list(sorted(docs_urls.keys())) partial_lower = partial_name.lower() suggestions = [] # Exact matches first for lib in docs_urls.keys(): if lib.lower() == partial_lower: suggestions.append(lib) # Starts with matches for lib in docs_urls.keys(): if lib.lower().startswith(partial_lower) and lib not in suggestions: suggestions.append(lib) # Contains matches for lib in docs_urls.keys(): if partial_lower in lib.lower() and lib not in suggestions: suggestions.append(lib) return sorted(suggestions[:10]) # Limit to top 10 suggestions
  • The @mcp.tool() decorator registers the suggest_libraries function as an MCP tool.
    async def suggest_libraries(partial_name: str):

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