diff --git a/.changeset/two-bats-smoke.md b/.changeset/two-bats-smoke.md
index bfb2526b..171be06c 100644
--- a/.changeset/two-bats-smoke.md
+++ b/.changeset/two-bats-smoke.md
@@ -13,4 +13,5 @@
 - Implement add-task MCP command for creating new tasks using AI assistance
 - Implement add-subtask MCP command for adding subtasks to existing tasks
 - Implement remove-subtask MCP command for removing subtasks from parent tasks
+- Implement analyze-complexity MCP command for analyzing task complexity and generating recommendations
 - Document MCP server naming conventions in architecture.mdc and mcp.mdc files (file names use kebab-case, direct functions use camelCase with Direct suffix, tool registration functions use camelCase with Tool suffix, and MCP tool names use snake_case)
diff --git a/mcp-server/src/core/direct-functions/analyze-task-complexity.js b/mcp-server/src/core/direct-functions/analyze-task-complexity.js
new file mode 100644
index 00000000..c8f42e28
--- /dev/null
+++ b/mcp-server/src/core/direct-functions/analyze-task-complexity.js
@@ -0,0 +1,91 @@
+/**
+ * Direct function wrapper for analyzeTaskComplexity
+ */
+
+import { analyzeTaskComplexity } from '../../../../scripts/modules/task-manager.js';
+import { findTasksJsonPath } from '../utils/path-utils.js';
+import fs from 'fs';
+import path from 'path';
+
+/**
+ * Analyze task complexity and generate recommendations
+ * @param {Object} args - Function arguments
+ * @param {string} [args.file] - Path to the tasks file
+ * @param {string} [args.output] - Output file path for the report
+ * @param {string} [args.model] - LLM model to use for analysis
+ * @param {string|number} [args.threshold] - Minimum complexity score to recommend expansion (1-10)
+ * @param {boolean} [args.research] - Use Perplexity AI for research-backed complexity analysis
+ * @param {string} [args.projectRoot] - Project root directory
+ * @param {Object} log - Logger object
+ * @returns {Promise<{success: boolean, data?: Object, error?: {code: string, message: string}}>}
+ */
+export async function analyzeTaskComplexityDirect(args, log) {
+  try {
+    log.info(`Analyzing task complexity with args: ${JSON.stringify(args)}`);
+    
+    // Find the tasks.json path
+    const tasksPath = findTasksJsonPath(args.file, args.projectRoot);
+    
+    // Determine output path
+    let outputPath = args.output || 'scripts/task-complexity-report.json';
+    if (!path.isAbsolute(outputPath) && args.projectRoot) {
+      outputPath = path.join(args.projectRoot, outputPath);
+    }
+    
+    // Create options object for analyzeTaskComplexity
+    const options = {
+      file: tasksPath,
+      output: outputPath,
+      model: args.model,
+      threshold: args.threshold,
+      research: args.research === true
+    };
+    
+    log.info(`Analyzing task complexity from: ${tasksPath}`);
+    log.info(`Output report will be saved to: ${outputPath}`);
+    
+    if (options.research) {
+      log.info('Using Perplexity AI for research-backed complexity analysis');
+    }
+    
+    // Call the core function
+    await analyzeTaskComplexity(options);
+    
+    // Verify the report file was created
+    if (!fs.existsSync(outputPath)) {
+      return {
+        success: false,
+        error: {
+          code: 'ANALYZE_ERROR',
+          message: 'Analysis completed but no report file was created'
+        }
+      };
+    }
+    
+    // Read the report file
+    const report = JSON.parse(fs.readFileSync(outputPath, 'utf8'));
+    
+    return {
+      success: true,
+      data: {
+        message: `Task complexity analysis complete. Report saved to ${outputPath}`,
+        reportPath: outputPath,
+        reportSummary: {
+          taskCount: report.length,
+          highComplexityTasks: report.filter(t => t.complexityScore >= 8).length,
+          mediumComplexityTasks: report.filter(t => t.complexityScore >= 5 && t.complexityScore < 8).length,
+          lowComplexityTasks: report.filter(t => t.complexityScore < 5).length,
+        }
+      }
+    };
+  } catch (error) {
+    log.error(`Error in analyzeTaskComplexityDirect: ${error.message}`);
+    return {
+      success: false,
+      error: {
+        code: 'CORE_FUNCTION_ERROR',
+        message: error.message
+      }
+    };
+  }
+} 
\ No newline at end of file
diff --git a/mcp-server/src/core/task-master-core.js b/mcp-server/src/core/task-master-core.js
index b0320656..d524943a 100644
--- a/mcp-server/src/core/task-master-core.js
+++ b/mcp-server/src/core/task-master-core.js
@@ -19,6 +19,7 @@ import { expandTaskDirect } from './direct-functions/expand-task.js';
 import { addTaskDirect } from './direct-functions/add-task.js';
 import { addSubtaskDirect } from './direct-functions/add-subtask.js';
 import { removeSubtaskDirect } from './direct-functions/remove-subtask.js';
+import { analyzeTaskComplexityDirect } from './direct-functions/analyze-task-complexity.js';
 
 // Re-export utility functions
 export { findTasksJsonPath } from './utils/path-utils.js';
@@ -38,7 +39,8 @@ export const directFunctions = new Map([
   ['expandTaskDirect', expandTaskDirect],
   ['addTaskDirect', addTaskDirect],
   ['addSubtaskDirect', addSubtaskDirect],
-  ['removeSubtaskDirect', removeSubtaskDirect]
+  ['removeSubtaskDirect', removeSubtaskDirect],
+  ['analyzeTaskComplexityDirect', analyzeTaskComplexityDirect]
 ]);
 
 // Re-export all direct function implementations
@@ -56,5 +58,6 @@ export {
   expandTaskDirect,
   addTaskDirect,
   addSubtaskDirect,
-  removeSubtaskDirect
+  removeSubtaskDirect,
+  analyzeTaskComplexityDirect
 }; 
\ No newline at end of file
diff --git a/mcp-server/src/tools/analyze.js b/mcp-server/src/tools/analyze.js
new file mode 100644
index 00000000..2fc35581
--- /dev/null
+++ b/mcp-server/src/tools/analyze.js
@@ -0,0 +1,52 @@
+/**
+ * tools/analyze.js
+ * Tool for analyzing task complexity and generating recommendations
+ */
+
+import { z } from "zod";
+import {
+  handleApiResult,
+  createErrorResponse
+} from "./utils.js";
+import { analyzeTaskComplexityDirect } from "../core/task-master-core.js";
+
+/**
+ * Register the analyze tool with the MCP server
+ * @param {Object} server - FastMCP server instance
+ */
+export function registerAnalyzeTool(server) {
+  server.addTool({
+    name: "analyze_project_complexity",
+    description: "Analyze task complexity and generate expansion recommendations",
+    parameters: z.object({
+      output: z.string().optional().describe("Output file path for the report (default: scripts/task-complexity-report.json)"),
+      model: z.string().optional().describe("LLM model to use for analysis (defaults to configured model)"),
+      threshold: z.union([z.number(), z.string()]).optional().describe("Minimum complexity score to recommend expansion (1-10) (default: 5)"),
+      file: z.string().optional().describe("Path to the tasks file (default: tasks/tasks.json)"),
+      research: z.boolean().optional().describe("Use Perplexity AI for research-backed complexity analysis"),
+      projectRoot: z.string().optional().describe("Root directory of the project (default: current working directory)")
+    }),
+    execute: async (args, { log }) => {
+      try {
+        log.info(`Analyzing task complexity with args: ${JSON.stringify(args)}`);
+        
+        // Call the direct function wrapper
+        const result = await analyzeTaskComplexityDirect(args, log);
+        
+        // Log result
+        if (result.success) {
+          log.info(`Task complexity analysis complete: ${result.data.message}`);
+          log.info(`Report summary: ${JSON.stringify(result.data.reportSummary)}`);
+        } else {
+          log.error(`Failed to analyze task complexity: ${result.error.message}`);
+        }
+        
+        // Use handleApiResult to format the response
+        return handleApiResult(result, log, 'Error analyzing task complexity');
+      } catch (error) {
+        log.error(`Error in analyze tool: ${error.message}`);
+        return createErrorResponse(error.message);
+      }
+    },
+  });
+} 
\ No newline at end of file
diff --git a/mcp-server/src/tools/index.js b/mcp-server/src/tools/index.js
index e4ebd615..fe719457 100644
--- a/mcp-server/src/tools/index.js
+++ b/mcp-server/src/tools/index.js
@@ -17,6 +17,7 @@ import { registerExpandTaskTool } from "./expand-task.js";
 import { registerAddTaskTool } from "./add-task.js";
 import { registerAddSubtaskTool } from "./add-subtask.js";
 import { registerRemoveSubtaskTool } from "./remove-subtask.js";
+import { registerAnalyzeTool } from "./analyze.js";
 
 /**
  * Register all Task Master tools with the MCP server
@@ -36,6 +37,7 @@ export function registerTaskMasterTools(server) {
   registerAddTaskTool(server);
   registerAddSubtaskTool(server);
   registerRemoveSubtaskTool(server);
+  registerAnalyzeTool(server);
   
   logger.info("Registered all Task Master tools with MCP server");
 }
diff --git a/tasks/task_023.txt b/tasks/task_023.txt
index 8dcb861c..db9c4d7c 100644
--- a/tasks/task_023.txt
+++ b/tasks/task_023.txt
@@ -703,7 +703,7 @@ Following MCP implementation standards:
    - Unit test for removeSubtaskDirect.js
    - Integration test for MCP tool
 
-## 28. Implement analyze MCP command [pending]
+## 28. Implement analyze MCP command [done]
 ### Dependencies: None
 ### Description: Create direct function wrapper and MCP tool for analyzing task complexity.
 ### Details:
diff --git a/tasks/tasks.json b/tasks/tasks.json
index 3d81d42f..f6014f8e 100644
--- a/tasks/tasks.json
+++ b/tasks/tasks.json
@@ -1600,7 +1600,7 @@
           "title": "Implement analyze MCP command",
           "description": "Create direct function wrapper and MCP tool for analyzing task complexity.",
           "details": "Following MCP implementation standards:\n\n1. Create analyzeTaskComplexityDirect.js in mcp-server/src/core/direct-functions/:\n   - Import analyzeTaskComplexity from task-manager.js\n   - Handle file paths using findTasksJsonPath utility\n   - Process arguments: taskId\n   - Validate inputs and handle errors with try/catch\n   - Return standardized { success, data/error } object\n\n2. Export from task-master-core.js:\n   - Import the function from its file\n   - Add to directFunctions map\n\n3. Create analyze.js MCP tool in mcp-server/src/tools/:\n   - Import z from zod for parameter schema\n   - Import executeMCPToolAction from ./utils.js\n   - Import analyzeTaskComplexityDirect from task-master-core.js\n   - Define parameters matching CLI options using zod schema\n   - Implement registerAnalyzeTool(server) with server.addTool\n   - Use executeMCPToolAction in execute method\n\n4. Register in tools/index.js with tool name 'analyze'\n\n5. Add to .cursor/mcp.json with appropriate schema\n\n6. Write tests following testing guidelines:\n   - Unit test for analyzeTaskComplexityDirect.js\n   - Integration test for MCP tool",
-          "status": "pending",
+          "status": "done",
           "dependencies": [],
           "parentTaskId": 23
         },