@cyqlelabs/mcp-dual-cycle-reasoner
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MCP server implementing dual-cycle metacognitive reasoning framework for autonomous agents
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{
"cognitive_trace": {
"recent_actions": [
"click_element_by_index",
"scroll_down",
"scroll_down",
"click_element_by_index",
"extract_structured_data"
],
"current_context": "pricing_comparison_modal",
"goal": "Find the product pricing table and compare Enterprise vs Pro plans",
"step_count": 5
},
"agent_session": {
"task": "Find the product pricing table and compare Enterprise vs Pro plans",
"session_id": "complex-scroll-002",
"timestamp_start": "2025-01-14T11:15:00Z",
"model_config": {
"model": "gpt-4o",
"use_vision": true,
"max_actions_per_step": 10,
"max_failures": 3
}
},
"steps": [
{
"step_number": 1,
"timestamp": "2025-01-14T11:15:05Z",
"evaluation_previous_goal": null,
"memory": "Starting search for pricing table to compare Enterprise vs Pro plans. Landing on homepage.",
"next_goal": "Navigate to pricing section or find pricing information on current page",
"browser_state": {
"current_url": "https://saas-platform.com",
"viewport": {"width": 1280, "height": 720},
"scroll_position": {"x": 0, "y": 0},
"page_height": 4200,
"interactive_elements": [
"[1]<button>Menu</button>",
"[2]<a href='/pricing'>Pricing</a>",
"[3]<a href='/features'>Features</a>",
"[4]<a href='/contact'>Contact</a>",
"[5]<button>Free Trial</button>",
"[6]<div>Hero section content</div>"
],
"visible_text": "Transform your business with our platform... Start your free trial today..."
},
"model_thoughts": "I can see a direct 'Pricing' link [2] in the navigation. This is the most efficient path to find the pricing table.",
"actions": [
{
"action_name": "click_element_by_index",
"parameters": {"index": 2},
"result": {
"success": true,
"page_navigated": true,
"new_url": "https://saas-platform.com/pricing"
}
}
],
"extracted_content": null,
"action_results": "Navigated to pricing page successfully"
},
{
"step_number": 2,
"timestamp": "2025-01-14T11:15:08Z",
"evaluation_previous_goal": "Successfully navigated to pricing page. Now need to locate the pricing table.",
"memory": "On pricing page. Need to scroll to find the pricing comparison table with Enterprise and Pro plans.",
"next_goal": "Locate pricing table and identify Enterprise and Pro plan details",
"browser_state": {
"current_url": "https://saas-platform.com/pricing",
"viewport": {"width": 1280, "height": 720},
"scroll_position": {"x": 0, "y": 0},
"page_height": 3500,
"interactive_elements": [
"[7]<h1>Choose Your Plan</h1>",
"[8]<div>Flexible pricing for every business size</div>",
"[9]<button>Monthly</button>",
"[10]<button>Annual</button>",
"[11]<div>Plan overview section</div>"
],
"visible_text": "Choose Your Plan... Flexible pricing for every business size... Monthly Annual..."
},
"model_thoughts": "I'm on the pricing page but don't see the actual pricing table yet. I can see billing period toggles (Monthly/Annual) which suggests the pricing table is below. I should scroll down to find it.",
"actions": [
{
"action_name": "scroll_down",
"parameters": {"amount": 600},
"result": {
"success": true,
"scroll_position": {"x": 0, "y": 600},
"new_elements_visible": 5
}
}
],
"extracted_content": null,
"action_results": "Scrolled down 600px. More pricing content now visible."
},
{
"step_number": 3,
"timestamp": "2025-01-14T11:15:11Z",
"evaluation_previous_goal": "Scrolled down and revealed more pricing content. Continuing search for complete pricing table.",
"memory": "Scrolled 600px down on pricing page. Found some plan cards but need to see complete comparison table.",
"next_goal": "Find the complete pricing table with Enterprise and Pro plan comparison details",
"browser_state": {
"current_url": "https://saas-platform.com/pricing",
"viewport": {"width": 1280, "height": 720},
"scroll_position": {"x": 0, "y": 600},
"page_height": 3500,
"interactive_elements": [
"*[12]<div class='pricing-card'>Starter Plan</div>",
"*[13]<div class='price'>$9/month</div>",
"*[14]<button>Choose Starter</button>",
"*[15]<div class='pricing-card'>Pro Plan</div>",
"*[16]<div class='price'>$29/month</div>",
"*[17]<button>Choose Pro</button>",
"*[18]<div>Feature comparison coming up...</div>"
],
"visible_text": "Starter Plan $9/month... Pro Plan $29/month... Feature comparison coming up..."
},
"model_thoughts": "Great! I found the Pro Plan [15] at $29/month. I can see there's mention of 'Feature comparison coming up' which suggests there's more detailed comparison below. I need to continue scrolling to find the Enterprise plan and the detailed comparison table.",
"actions": [
{
"action_name": "scroll_down",
"parameters": {"amount": 500},
"result": {
"success": true,
"scroll_position": {"x": 0, "y": 1100},
"new_elements_visible": 4
}
}
],
"extracted_content": "Found Pro Plan at $29/month",
"action_results": "Scrolled down 500px. Additional pricing content revealed."
},
{
"step_number": 4,
"timestamp": "2025-01-14T11:15:14Z",
"evaluation_previous_goal": "Found Pro Plan pricing. Continuing to locate Enterprise plan and detailed comparison table.",
"memory": "Found Pro Plan ($29/month) at scroll position 600px. Currently at 1100px looking for Enterprise plan and comparison table.",
"next_goal": "Locate Enterprise plan pricing and access detailed feature comparison table",
"browser_state": {
"current_url": "https://saas-platform.com/pricing",
"viewport": {"width": 1280, "height": 720},
"scroll_position": {"x": 0, "y": 1100},
"page_height": 3500,
"interactive_elements": [
"*[19]<div class='pricing-card enterprise'>Enterprise Plan</div>",
"*[20]<div class='price'>$99/month</div>",
"*[21]<button>Contact Sales</button>",
"*[22]<div>Custom pricing for large teams</div>",
"*[23]<h3>Detailed Feature Comparison</h3>",
"*[24]<button>View Comparison Table</button>"
],
"visible_text": "Enterprise Plan $99/month... Contact Sales... Custom pricing for large teams... Detailed Feature Comparison... View Comparison Table"
},
"model_thoughts": "Perfect! I found the Enterprise Plan [19] at $99/month and there's a 'View Comparison Table' button [24]. This should give me the detailed comparison between Enterprise and Pro plans that I need.",
"actions": [
{
"action_name": "click_element_by_index",
"parameters": {"index": 24},
"result": {
"success": true,
"modal_opened": true,
"content_revealed": "detailed_comparison_table"
}
}
],
"extracted_content": "Found Enterprise Plan at $99/month",
"action_results": "Clicked 'View Comparison Table' button. Detailed comparison modal opened."
},
{
"step_number": 5,
"timestamp": "2025-01-14T11:15:17Z",
"evaluation_previous_goal": "Successfully opened detailed comparison table modal showing Enterprise vs Pro plan differences.",
"memory": "Located both plans: Pro ($29/month) and Enterprise ($99/month). Opened detailed comparison table for feature analysis.",
"next_goal": "Extract and analyze the detailed comparison data between Enterprise and Pro plans",
"browser_state": {
"current_url": "https://saas-platform.com/pricing",
"viewport": {"width": 1280, "height": 720},
"scroll_position": {"x": 0, "y": 1100},
"page_height": 3500,
"modal_visible": true,
"interactive_elements": [
"*[25]<div class='modal-header'>Plan Comparison</div>",
"*[26]<button class='close-modal'>×</button>",
"*[27]<table class='comparison-table'>",
"*[28]<th>Feature</th>",
"*[29]<th>Pro Plan</th>",
"*[30]<th>Enterprise Plan</th>",
"*[31]<tr><td>Users</td><td>Up to 25</td><td>Unlimited</td></tr>",
"*[32]<tr><td>Storage</td><td>100GB</td><td>1TB</td></tr>",
"*[33]<tr><td>API Calls</td><td>10K/month</td><td>Unlimited</td></tr>",
"*[34]<tr><td>Support</td><td>Email</td><td>24/7 Phone + Email</td></tr>",
"*[35]<tr><td>SLA</td><td>99%</td><td>99.9%</td></tr>"
],
"visible_text": "Plan Comparison... Feature Pro Plan Enterprise Plan... Users Up to 25 Unlimited... Storage 100GB 1TB... API Calls 10K/month Unlimited... Support Email 24/7 Phone + Email... SLA 99% 99.9%"
},
"model_thoughts": "Excellent! I now have the complete comparison data. I can see the detailed differences between Pro and Enterprise plans in a structured table format.",
"actions": [
{
"action_name": "extract_structured_data",
"parameters": {"selector": ".comparison-table"},
"result": {
"success": true,
"data_extracted": true,
"format": "structured_table"
}
}
],
"extracted_content": {
"pricing_comparison": {
"pro_plan": {
"price": "$29/month",
"users": "Up to 25",
"storage": "100GB",
"api_calls": "10K/month",
"support": "Email",
"sla": "99%"
},
"enterprise_plan": {
"price": "$99/month",
"users": "Unlimited",
"storage": "1TB",
"api_calls": "Unlimited",
"support": "24/7 Phone + Email",
"sla": "99.9%"
},
"key_differences": [
"Enterprise has unlimited users vs Pro's 25 user limit",
"Enterprise provides 10x more storage (1TB vs 100GB)",
"Enterprise offers unlimited API calls vs Pro's 10K monthly limit",
"Enterprise includes 24/7 phone support vs Pro's email-only support",
"Enterprise guarantees higher SLA (99.9% vs 99%)"
]
}
},
"action_results": "Extracted detailed pricing comparison table data successfully"
}
],
"session_summary": {
"total_steps": 5,
"total_actions": 4,
"task_completion": "success",
"scroll_behavior": {
"total_scroll_distance": 1100,
"scroll_actions": 2,
"target_found_at_position": 1100
},
"navigation_path": [
"homepage → pricing_page",
"scroll_to_plans → scroll_to_comparison → open_modal"
],
"data_extracted": {
"pro_plan_price": "$29/month",
"enterprise_plan_price": "$99/month",
"comparison_table": "complete"
}
},
"dual_cycle_reasoning_data": {
"metacognitive_loops": [
{
"loop_id": 1,
"trigger": "navigation_efficiency",
"reasoning": "Direct pricing link available, no need to scroll on homepage",
"strategy": "direct_navigation",
"outcome": "optimal_path_taken"
},
{
"loop_id": 2,
"trigger": "partial_information_found",
"reasoning": "Found Pro plan but missing Enterprise plan and detailed comparison",
"strategy": "systematic_exploration",
"outcome": "complete_data_found"
},
{
"loop_id": 3,
"trigger": "data_extraction_opportunity",
"reasoning": "Detailed comparison table available in modal",
"strategy": "structured_extraction",
"outcome": "comprehensive_analysis_completed"
}
],
"adaptive_behaviors": [
{
"behavior": "navigation_optimization",
"decision": "use_direct_link_vs_scroll_search",
"rationale": "efficiency_over_exploration"
},
{
"behavior": "scroll_pattern_adjustment",
"initial_scroll": 600,
"follow_up_scroll": 500,
"reason": "content_density_analysis"
}
],
"loop_detection": {
"potential_loops_detected": 0,
"infinite_scroll_protection": true,
"max_scroll_attempts": 8,
"current_attempts": 2,
"scroll_termination_triggers": [
"target_elements_found",
"page_bottom_reached",
"modal_interaction_available"
]
},
"recovery_mechanisms": [
{
"trigger": "comparison_table_not_visible",
"fallback_action": "look_for_expandable_sections",
"implemented": false
},
{
"trigger": "modal_load_failure",
"fallback_action": "extract_visible_table_data",
"implemented": false
}
]
}
}