integrated-reasoning

Analyze problem characteristics to select and orchestrate cognitive reasoning patterns.

4|1|Updated Jan 19, 2026
One-click install
npx skills add https://github.com/kimasplund/claude_cognitive_reasoning --skill integrated-reasoning
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: integrated-reasoning
Source: https://github.com/kimasplund/claude_cognitive_reasoning/tree/main/cognitive-skills/integrated-reasoning
Command: npx skills add https://github.com/kimasplund/claude_cognitive_reasoning --skill integrated-reasoning

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill helps teams identify and select the most effective cognitive reasoning patterns for complex problems, reducing trial-and-error and accelerating decision-making.

Core Features & Use Cases

  • Meta-orchestration: Automatically analyzes problem characteristics and recommends the appropriate reasoning pattern (ToT, BoT, SRC, or Direct Analysis).
  • Multi-pattern orchestration: Supports sequential and parallel combinations to optimize outcomes with explicit confidence calibration.
  • Use Case: For a difficult planning task, the skill can propose a sequence: BoT exploration, ToT optimization, and SRC validation, with a final synthesis.

Quick Start

Invoke the integrated-reasoning skill to determine the best reasoning approach for a given problem. Provide problem dimensions and constraints.

Frequently Asked Questions about integrated-reasoning

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I choose the right reasoning pattern for a complex problem?

Choosing the right reasoning pattern requires analyzing problem characteristics to select an optimal cognitive approach. This skill evaluates cross-domain problem dimensions to recommend patterns like Tree-of-Thoughts or Self-Reflecting Chains, reducing trial-and-error.

What is the difference between sequential and parallel reasoning orchestration?

Sequential reasoning orchestration chains patterns like Breadth-of-Thought to Tree-of-Thoughts for step-by-step validation, while parallel reasoning executes multiple patterns simultaneously. This skill determines the best combination to optimize outcomes with explicit confidence calibration.

When do I need meta-orchestration for decision-making?

You need meta-orchestration for decision-making when facing difficult planning tasks requiring structured exploration and validation. It automatically analyzes problem constraints to propose a reasoning sequence, such as BoT exploration followed by ToT optimization and SRC validation.

Can I use multiple reasoning patterns together for a single task?

Yes, you can use multiple reasoning patterns together for a single task through multi-pattern orchestration. This skill supports combining approaches sequentially or in parallel, allowing you to apply Breadth-of-Thought, Tree-of-Thoughts, and Direct Analysis with a final synthesis.

What are the limitations of using automated reasoning pattern selection?

Automated reasoning pattern selection requires clear problem dimensions and constraints to function effectively. Without explicit input defining the cross-domain challenge, the skill cannot accurately identify pattern suitability or produce structured recommendations with traceable reasoning.

Does integrated reasoning work without external dependencies?

Yes, integrated reasoning works without external dependencies. The skill operates independently to analyze problem characteristics and orchestrate optimal cognitive reasoning patterns, requiring only problem dimensions and constraints as input to generate structured recommendations.