advanced_reasoning

Enhance complex problem-solving by systematically developing hypotheses, tracking evidence, and evaluating reasoning quality with self-reflection and structured memory integration.

Instructions

Advanced cognitive reasoning tool that builds on sequential thinking with meta-cognition, hypothesis testing, and integrated memory.

Key Features:

Meta-cognitive assessment and confidence tracking
Hypothesis formulation and testing capabilities
Integrated graph-based memory system
Dynamic reasoning quality evaluation
Session-based context management
Evidence tracking and validation

Enhanced Parameters:

thought: Your reasoning step (required)
thoughtNumber/totalThoughts: Sequential tracking (required)
nextThoughtNeeded: Continue flag (required)
confidence: Self-assessment 0.0-1.0 (default: 0.5)
reasoning_quality: 'low'|'medium'|'high' (default: 'medium')
meta_thought: Reflection on your reasoning process
hypothesis: Current working hypothesis
test_plan: How to validate the hypothesis
test_result: Outcome of testing
evidence: Supporting/contradicting evidence
session_id: Link to reasoning session
goal: Overall objective
progress: 0.0-1.0 completion estimate

Branching (inherited from sequential thinking):

isRevision/revisesThought: Revise previous thoughts
branchFromThought/branchId: Explore alternatives

Use this tool for complex reasoning that benefits from:

Self-reflection and confidence tracking
Systematic hypothesis development
Memory of previous insights
Quality assessment of reasoning

Input Schema

Name	Required	Description
`branchFromThought`	No	Branching point thought number
`branchId`	No	Branch identifier
`builds_on`	No	Previous thoughts this builds on
`challenges`	No	Ideas this challenges or contradicts
`confidence`	No	Confidence in this reasoning step (0.0-1.0)
`evidence`	No	Evidence for/against hypothesis
`goal`	No	Overall goal or objective
`hypothesis`	No	Current working hypothesis
`isRevision`	No	Whether this revises previous thinking
`meta_thought`	No	Meta-cognitive reflection on your reasoning process
`needsMoreThoughts`	No	If more thoughts are needed
`nextThoughtNeeded`	Yes	Whether another thought step is needed
`progress`	No	Progress toward goal (0.0-1.0)
`reasoning_quality`	No	Assessment of reasoning quality
`revisesThought`	No	Which thought is being reconsidered
`session_id`	No	Reasoning session identifier
`test_plan`	No	Plan for testing the hypothesis
`test_result`	No	Result of hypothesis testing
`thought`	Yes	Your current reasoning step
`thoughtNumber`	Yes	Current thought number
`totalThoughts`	Yes	Estimated total thoughts needed

Input Schema (JSON Schema)

{
  "properties": {
    "branchFromThought": {
      "description": "Branching point thought number",
      "minimum": 1,
      "type": "integer"
    },
    "branchId": {
      "description": "Branch identifier",
      "type": "string"
    },
    "builds_on": {
      "description": "Previous thoughts this builds on",
      "items": {
        "type": "string"
      },
      "type": "array"
    },
    "challenges": {
      "description": "Ideas this challenges or contradicts",
      "items": {
        "type": "string"
      },
      "type": "array"
    },
    "confidence": {
      "description": "Confidence in this reasoning step (0.0-1.0)",
      "maximum": 1,
      "minimum": 0,
      "type": "number"
    },
    "evidence": {
      "description": "Evidence for/against hypothesis",
      "items": {
        "type": "string"
      },
      "type": "array"
    },
    "goal": {
      "description": "Overall goal or objective",
      "type": "string"
    },
    "hypothesis": {
      "description": "Current working hypothesis",
      "type": "string"
    },
    "isRevision": {
      "description": "Whether this revises previous thinking",
      "type": "boolean"
    },
    "meta_thought": {
      "description": "Meta-cognitive reflection on your reasoning process",
      "type": "string"
    },
    "needsMoreThoughts": {
      "description": "If more thoughts are needed",
      "type": "boolean"
    },
    "nextThoughtNeeded": {
      "description": "Whether another thought step is needed",
      "type": "boolean"
    },
    "progress": {
      "description": "Progress toward goal (0.0-1.0)",
      "maximum": 1,
      "minimum": 0,
      "type": "number"
    },
    "reasoning_quality": {
      "description": "Assessment of reasoning quality",
      "enum": [
        "low",
        "medium",
        "high"
      ],
      "type": "string"
    },
    "revisesThought": {
      "description": "Which thought is being reconsidered",
      "minimum": 1,
      "type": "integer"
    },
    "session_id": {
      "description": "Reasoning session identifier",
      "type": "string"
    },
    "test_plan": {
      "description": "Plan for testing the hypothesis",
      "type": "string"
    },
    "test_result": {
      "description": "Result of hypothesis testing",
      "type": "string"
    },
    "thought": {
      "description": "Your current reasoning step",
      "type": "string"
    },
    "thoughtNumber": {
      "description": "Current thought number",
      "minimum": 1,
      "type": "integer"
    },
    "totalThoughts": {
      "description": "Estimated total thoughts needed",
      "minimum": 1,
      "type": "integer"
    }
  },
  "required": [
    "thought",
    "nextThoughtNeeded",
    "thoughtNumber",
    "totalThoughts"
  ],
  "type": "object"
}

Advanced Reasoning MCP Server

advanced_reasoning

Instructions

Input Schema

Input Schema (JSON Schema)

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