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# File 'lib/llmemory/mcp/tools/memory_retrieve.rb', line 22
def call(query:, user_id:, session_id: nil, max_tokens: nil, include_timeline_context: nil, timeline_window: nil, server_context: nil)
session = session_id || "default"
tokens = max_tokens || 2000
include_timeline = include_timeline_context == true
window = timeline_window || 3
memory = Llmemory::Memory.new(user_id: user_id, session_id: session)
context = memory.retrieve(query, max_tokens: tokens)
if include_timeline && !context.to_s.strip.empty?
timeline_context = fetch_timeline_context(user_id, query, window)
context = "#{context}\n\n#{timeline_context}" unless timeline_context.empty?
end
if context.to_s.strip.empty?
::MCP::Tool::Response.new([{
type: "text",
text: "No relevant context found for this query."
}])
else
::MCP::Tool::Response.new([{
type: "text",
text: context
}])
end
rescue => e
::MCP::Tool::Response.new([{
type: "text",
text: "Error retrieving context: #{e.message}"
}], error: true)
end
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