Dual Cycle Reasoner

Name: Dual Cycle Reasoner
Author: cyqlelabs

@cyqlelabs

关于 Dual Cycle Reasoner

A Model Context Protocol (MCP) server implementing the Dual-Cycle Metacognitive Reasoning Framework for autonomous agents. This tool empowers agents with greater self-awareness and reliability through intelligent loop detection and experience acquisition.

#reasoning #loop #prevention #experience #acquisition

基本信息

分类

其他

传输方式

stdio

发布者

cyqlelabs

提交者

Nicolas Iglesias

配置

使用下面的配置,将此服务器添加到你的 MCP 客户端。

{
  "mcpServers": {
    "dual-cycle-reasoner": {
      "command": "npx",
      "args": [
        "@cyqlelabs/mcp-dual-cycle-reasoner"
      ]
    }
  }
}

工具

未检测到工具

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概览

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.