Dual Cycle Reasoner

What is Dual Cycle Reasoner?

Dual Cycle Reasoner is an MCP server that implements a Dual-Cycle Metacognitive Reasoning Framework for autonomous agents. It enables agents to monitor their own cognitive processes, detect repetitive loops, and learn from past experiences to improve decision-making.

How to use Dual Cycle Reasoner?

Install the package and run the server via HTTP Stream (default on port 8080) or stdio transport. Configure it in Claude Desktop by adding the @cyqlelabs/mcp-dual-cycle-reasoner package to the MCP servers configuration. Use tools like start_monitoring, process_trace_update, detect_loop, store_experience, and retrieve_similar_cases to monitor agents and manage experiences.

Key features of Dual Cycle Reasoner

• Entropy-based anomaly detection with statistical analysis
• Semantic similarity matching and NLI-based text analysis
• Multi-strategy loop detection (statistical, pattern, hybrid)
• Time series trend and cyclical pattern recognition
• Configurable domain-specific thresholds and progress indicators
• Intelligent case management with quality scoring and deduplication

Use cases of Dual Cycle Reasoner

• Monitoring autonomous web agents to detect repetitive action loops
• Storing and retrieving solutions for recurring task failures
• Configuring detection parameters for specific domains like form filling
• Analyzing agent behavior trends over multiple sessions
• Improving agent reliability through experience-based recovery

FAQ from Dual Cycle Reasoner

What runtime dependencies does Dual Cycle Reasoner require?

Node.js and TypeScript, with libraries including simple-statistics, natural, compromise, and HuggingFace Transformers for NLP and machine learning.

What transport protocols does Dual Cycle Reasoner support?

It supports SSE (HTTP Stream) on port 8080 by default, and stdio transport when started with the --stdio flag.

Where does Dual Cycle Reasoner store case data?

Case data is stored in memory during a session; no persistent storage is mentioned in the documentation.

Does Dual Cycle Reasoner require authentication?

No authentication mechanism is described; the server operates without built-in auth.

What are the known limits of Dual Cycle Reasoner?

No specific limits are documented; the server is designed for agent monitoring and case-based reasoning in autonomous systems.