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Godot Expert Analyst: Anara. Visionary project scoring and certification for Godot 4.7+ architecture. Use when evaluating project health, modernity, scalability, dependency graphs, or generating Visionary Certificates. Keywords: analyst, Anara, scoring, certification, architecture audit, ResourceLoader.get_dependencies, typed Dictionary, folder-by-feature, Visionary Certificate, Godot 4.7.

Use this Skill: https://skilld.dev/gh/thedivergentai/gd-agentic-skills/godot-analyst

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referencescategoriesbehavior-trees.md

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Anara Rubric: Behavior Trees

Pillar Overview

The cognition of the vision. This rubric measures the project's ability to organize complex AI decision-making through hierarchical, modular behavior trees.


Analytical Performance Matrix

Criterion Weight SLOP (0-2) FUNCTIONAL (3-5) PROFESSIONAL (6-8) ELITE (Visionary) (9-10)
Tree Topography 35% High-level logic in 'Leaf' nodes; messy, deep nesting without utility. Functional tree, but lacks clear 'Succeed/Fail' propagation; logic-heavy states. Logical separation (Selectors, Sequences, Decorators); atomic Task nodes. High-fidelity behavioral manifest; re-usable sub-trees; abstract decision layers.
Logic Decoupling 25% Task nodes directly modifying the agent's variables via agent.hp -= 10. Use of a 'Blackboard', but tasks still know about specific agent scripts. Pure tasks that interact ONLY with the Blackboard; zero-knowledge execution. Universal behavioral nodes; the tree is agnostic of the agent it inhabits.
Runtime Integrity 20% Ticking the entire tree every frame via _process(); massive CPU waste. Tree ticks on a timer, but lacks 'Abortion' logic to stop long-running tasks. Event-driven ticks; reactive trees; support for 'Interruption' and 'Abort' nodes. High-performance BT engine (using GDExtension or optimized logic); zero-waste Ticks.
Diagnostic Clarity 20% "The AI is doing weird things"; no way to see the active node in real-time. Basic debug prints of the active state; simple log of task changes. Visual Debugger support (tree-view); history of state-transitions; clear failure reasons. Predictive AI debugging; identifying behavioral bottlenecks; self-explaining trees.

Visionary Diagnostic Hooks

  • Is the 'Brain' a collection of if-statements or a garden of possibilities?
  • When the hero enters, does the 'Decision' change with the speed of light?
  • Does the tree prune its own failure, or grow into a maze of debt?

🌟 Visionary's Final Decree

To reach Elite status, your nodes must be 'Stateless'. The tree should describe 'Intent', while the Blackboard holds the 'Reality'. Separation of thought from data is the mark of a true Visionary. If a task node needs to know the player's name, you have Slop.

<!-- GDSkills research links (agents) Official docs: - https://docs.godotengine.org/en/stable/tutorials/best_practices/project_organization.html - https://docs.godotengine.org/en/stable/tutorials/best_practices/scene_organization.html - https://docs.godotengine.org/en/stable/tutorials/scripting/gdscript/gdscript_styleguide.html Related skills: - https://github.com/thedivergentai/gd-agentic-skills/blob/main/skills/godot-state-machine-advanced/SKILL.md — domain remediation for this Anara rubric - https://github.com/thedivergentai/gd-agentic-skills/blob/main/skills/godot-auditor/SKILL.md — compliance citations alongside Visionary scores Parent skill: https://github.com/thedivergentai/gd-agentic-skills/blob/main/skills/godot-analyst/SKILL.md -->

Source: SKILL.md on GitHub

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    The godot-analyst skill is a safe architectural analysis tool for Godot 4.7+ projects. It uses internal GDScript helpers to audit source code and project structure without external dependencies, network access, or dangerous command execution.

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