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@cyqlelabs/mcp-dual-cycle-reasoner

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MCP server implementing dual-cycle metacognitive reasoning framework for autonomous agents

github.com/cyqlelabs/mcp-dual-cycle-reasoner

cyqlelabs/mcp-dual-cycle-reasoner

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export declare const DESCRIPTIONS: { readonly LAST_ACTION: "Latest action name to be added to the accumulated action history"; readonly CURRENT_CONTEXT: "Current environment context or state"; readonly GOAL: "Current goal being pursued"; readonly LOOP_DETECTED: "Whether a loop was detected"; readonly LOOP_TYPE: "Type of loop detected"; readonly LOOP_CONFIDENCE: "Confidence in loop detection"; readonly LOOP_DETAILS: "Details about the detected loop"; readonly ACTIONS_INVOLVED: "Actions involved in the loop"; readonly DETECTION_METHOD: "Loop detection method to use: statistical, pattern or hybrid."; readonly ENTROPY_SCORE: "Statistical entropy score"; readonly VARIANCE_SCORE: "Statistical variance score"; readonly TREND_SCORE: "Statistical trend score"; readonly CYCLICITY_SCORE: "Statistical cyclicity score"; readonly CURRENT_BELIEFS: "Current beliefs as simple strings"; readonly CONTRADICTING_EVIDENCE: "Evidence that contradicts current beliefs"; readonly INITIAL_BELIEFS: "Initial beliefs about the task and environment"; readonly REVISED_BELIEFS: "Updated beliefs as simple strings"; readonly REMOVED_BELIEFS: "Beliefs that were removed"; readonly RATIONALE: "Explanation for the changes"; readonly PROBLEM_DESCRIPTION: "Simple description of the problem"; readonly SOLUTION: "What action resolved the issue"; readonly OUTCOME: "Whether the solution was successful"; readonly WINDOW_SIZE: "Size of the monitoring window"; readonly MAX_RESULTS: "Maximum number of cases to return"; readonly PROGRESS_INDICATORS: "Action patterns that indicate positive task progress (e.g., [\"success\", \"complete\", \"found\"])"; readonly MIN_ACTIONS_FOR_DETECTION: "Minimum number of actions required before loop detection"; readonly ALTERNATING_THRESHOLD: "Threshold for detecting alternating action patterns (0.0-1.0)"; readonly REPETITION_THRESHOLD: "Threshold for detecting repetitive action patterns (0.0-1.0)"; readonly PROGRESS_THRESHOLD_ADJUSTMENT: "How much to increase thresholds when progress indicators are present"; readonly SEMANTIC_INTENTS: "Domain-specific action intents for semantic analysis (e.g., [\"navigating\", \"clicking\", \"typing\"])"; readonly ENTROPY_THRESHOLD: "Threshold for entropy-based anomaly detection"; readonly VARIANCE_THRESHOLD: "Threshold for variance-based stagnation detectio cfn"; readonly TREND_THRESHOLD: "Threshold for trend-based progress detection"; readonly CYCLICITY_THRESHOLD: "Threshold for detecting cyclical patterns"; readonly ACTION_NAME: "Action name (e.g., 'scroll_down', 'click_element')"; readonly ACTION_RESULT: "Result or error from the action"; readonly ENVIRONMENT_CONTEXT: "Current environment context or location"; };