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vzwjustin

reasoning-framework-selection

by vzwjustin

Omni Cortex MCP Server: thinking frameworks and utility tools for LLM tool-calling (memory-enabled; optional embeddings/RAG). ACTUAL LLM TRAINING DATA IMPORTED FOR KNOWLEDGE. (with embeddings API key)

3🍴 0📅 Jan 14, 2026

SKILL.md


name: reasoning-framework-selection description: Select and apply the optimal AI reasoning framework for any task triggers:

  • "which framework"
  • "best approach for"
  • "how to think about"
  • "reasoning strategy"

Reasoning Framework Selection

Use this skill when deciding which of the 62 thinking frameworks to apply.

Framework Categories

Debugging & Root Cause

  • active_inference - Hypothesis → Predict → Compare → Update loop
  • mcts_rstar - Monte Carlo Tree Search for complex multi-step bugs
  • reverse_cot - Work backward from wrong output to source

Architecture & Design

  • reason_flux - Hierarchical: Template → Expand → Refine
  • comparative_arch - Multiple approaches (readability/memory/speed)
  • state_machine - FSM design before implementation

Optimization

  • tree_of_thoughts - BFS/DFS exploration of solutions
  • graph_of_thoughts - Non-linear with merge/aggregate

Quick Tasks

  • system1 - Fast heuristic for trivial fixes
  • skeleton_of_thought - Outline-first with parallel expansion

Selection Heuristics

  1. Bug/Error? → active_inference or mcts_rstar
  2. Architecture? → reason_flux or comparative_arch
  3. Optimization? → tree_of_thoughts
  4. Simple fix? → system1
  5. Unknown domain? → self_discover

Score

Total Score

75/100

Based on repository quality metrics

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