MCP Advanced Reasoning Server

Implementation Reference

• src/tools/reasoning-wrapper.ts:167-215 (handler)

  Handler function implementing hybrid reasoning logic with iterative thoughts using a simulated combination of transformer and MCTS approaches.

  async ({ query }) => {
    try {
      // Initialize first thought
      const totalThoughts = 3;
      let currentThought = `Hybrid Reasoning (Step 1/${totalThoughts}): Initial analysis of the problem "${query}":\n\n` +
                           `Using a combination of transformer analysis and MCTS simulation to tackle this problem. ${query}\n\n` +
                           `[This would be the initial Hybrid Transformer+MCTS reasoning]`;
      let thoughtNumber = 1;
      let complete = false;
      let allThoughts = [currentThought];
      
      // Automatically iterate through all thoughts
      while (!complete && thoughtNumber < totalThoughts) {
        // Simulate next thought generation
        thoughtNumber++;
        const nextThought = `Hybrid Reasoning (Step ${thoughtNumber}/${totalThoughts}): ` +
                           `Combining transformer analysis with 50 MCTS simulations on "${currentThought.slice(0, 50)}...", ` +
                           `the enhanced analysis suggests...\n\n` +
                           `[This would be the next step of Hybrid reasoning for: ${query}]`;
        
        allThoughts.push(nextThought);
        currentThought = nextThought;
        
        // Check if we've reached the final thought
        if (thoughtNumber >= totalThoughts) {
          complete = true;
        }
      }
      
      // Final result with all thoughts
      return {
        content: [
          {
            type: "text",
            text: JSON.stringify({
              strategy: "hybrid_transformer_mcts",
              originalPrompt: query,
              allThoughts: allThoughts,
              thoughtNumber: thoughtNumber,
              totalThoughts: totalThoughts,
              complete: true
            }, null, 2)
          }
        ]
      };
    } catch (error) {
      throw new ReasoningError(`Hybrid reasoning command failed: ${error instanceof Error ? error.message : String(error)}`);
    }
  }

• src/tools/reasoning-wrapper.ts:164-166 (schema)

  Zod input schema defining the 'query' parameter for the reason_hybrid tool.

  {
    query: z.string().describe("The problem or task to reason about using Hybrid reasoning")
  },

• src/tools/reasoning-wrapper.ts:162-216 (registration)

  Registration of the 'reason_hybrid' tool on the MCP server within the registerCommandWrappers function.

  server.tool(
    "reason_hybrid",
    {
      query: z.string().describe("The problem or task to reason about using Hybrid reasoning")
    },
    async ({ query }) => {
      try {
        // Initialize first thought
        const totalThoughts = 3;
        let currentThought = `Hybrid Reasoning (Step 1/${totalThoughts}): Initial analysis of the problem "${query}":\n\n` +
                             `Using a combination of transformer analysis and MCTS simulation to tackle this problem. ${query}\n\n` +
                             `[This would be the initial Hybrid Transformer+MCTS reasoning]`;
        let thoughtNumber = 1;
        let complete = false;
        let allThoughts = [currentThought];
        
        // Automatically iterate through all thoughts
        while (!complete && thoughtNumber < totalThoughts) {
          // Simulate next thought generation
          thoughtNumber++;
          const nextThought = `Hybrid Reasoning (Step ${thoughtNumber}/${totalThoughts}): ` +
                             `Combining transformer analysis with 50 MCTS simulations on "${currentThought.slice(0, 50)}...", ` +
                             `the enhanced analysis suggests...\n\n` +
                             `[This would be the next step of Hybrid reasoning for: ${query}]`;
          
          allThoughts.push(nextThought);
          currentThought = nextThought;
          
          // Check if we've reached the final thought
          if (thoughtNumber >= totalThoughts) {
            complete = true;
          }
        }
        
        // Final result with all thoughts
        return {
          content: [
            {
              type: "text",
              text: JSON.stringify({
                strategy: "hybrid_transformer_mcts",
                originalPrompt: query,
                allThoughts: allThoughts,
                thoughtNumber: thoughtNumber,
                totalThoughts: totalThoughts,
                complete: true
              }, null, 2)
            }
          ]
        };
      } catch (error) {
        throw new ReasoningError(`Hybrid reasoning command failed: ${error instanceof Error ? error.message : String(error)}`);
      }
    }
  );