building-neural-networks

tessl i github:jeremylongshore/claude-code-plugins-plus-skills --skill building-neural-networks

Execute this skill allows AI assistant to construct and configure neural network architectures using the neural-network-builder plugin. it should be used when the user requests the creation of a new neural network, modification of an existing one, or assistance... Use when appropriate context detected. Trigger with relevant phrases based on skill purpose.

27%

Overall

Validation — 81%

Implementation — 7%

Activation — 17%

SKILL.md

Review

Evals

Validation

81%

Warnings & errors only

Criteria	Description	Result
allowed_tools_field	'allowed-tools' contains unusual tool name(s)	Warning
metadata_version	'metadata' field is not a dictionary	Warning
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	13 / 16 Passed

Implementation

This skill is largely boilerplate with minimal actionable content. It describes what the skill does conceptually but never provides the actual `build-nn` command syntax, configuration schema, or executable examples. The content explains obvious concepts to Claude while omitting the critical technical details needed to actually use the neural-network-builder plugin.

Suggestions

Add the actual `build-nn` command syntax with a complete, executable configuration example (e.g., JSON/YAML schema showing layer definitions, parameters)

Replace the abstract examples with concrete input/output pairs showing the exact command Claude should generate for each use case

Remove the 'Overview', 'How It Works', and generic 'Instructions' sections - these explain concepts Claude already knows

Add validation steps: how to verify the network was built correctly, common error messages and their fixes

Dimension	Reasoning	Score
Conciseness	Extremely verbose with unnecessary explanations of concepts Claude already knows (what neural networks are, what layers do). Contains boilerplate sections ('How It Works', 'When to Use This Skill') that add no actionable value and generic filler content ('This skill produces structured output relevant to the task').	1 / 3
Actionability	No executable code, no actual command syntax for `build-nn`, no configuration examples. The examples describe what the skill 'will do' but never show the actual commands or configuration format Claude should generate.	1 / 3
Workflow Clarity	The three-step workflow ('Analyzing Requirements', 'Generating Configuration', 'Executing Build') is abstract and provides no concrete validation steps. No actual command syntax, no error recovery, no feedback loops for verifying the neural network was built correctly.	1 / 3
Progressive Disclosure	Content is organized into sections with headers, but it's a monolithic document with no references to external files. The structure exists but contains too much filler content that should either be removed or split into separate reference documents.	2 / 3
	Total	5 / 12 Passed

Activation

17%

This description suffers from placeholder boilerplate text in the trigger section and an incomplete/truncated capability description. While it identifies the domain (neural networks) and plugin name, the generic 'Use when appropriate context detected' provides no actionable guidance for skill selection. The description also incorrectly uses 'allows AI assistant' framing rather than third-person action verbs.

Suggestions

Replace the placeholder trigger text with specific natural language triggers like 'Use when user mentions neural networks, deep learning models, layer configuration, CNN, RNN, or building ML architectures'

Complete the truncated description and list specific concrete actions (e.g., 'Constructs neural network layers, configures activation functions, sets hyperparameters, defines model topology')

Rewrite in third person voice starting with action verbs (e.g., 'Constructs and configures neural network architectures...' instead of 'allows AI assistant to construct...')

Dimension	Reasoning	Score
Specificity	Names the domain (neural network architectures) and some actions (construct, configure, creation, modification), but the description is truncated ('or assistance...') and uses vague language like 'allows AI assistant' rather than concrete action verbs.	2 / 3
Completeness	The 'what' is partially present but truncated, and the 'when' clause is entirely placeholder text ('Use when appropriate context detected') that provides zero actual guidance on when to use this skill.	1 / 3
Trigger Term Quality	The trigger guidance is completely generic boilerplate ('Use when appropriate context detected. Trigger with relevant phrases based on skill purpose') with no actual natural keywords users would say like 'neural network', 'deep learning', 'layers', 'model architecture', etc.	1 / 3
Distinctiveness Conflict Risk	The mention of 'neural-network-builder plugin' and 'neural network architectures' provides some distinctiveness, but the generic trigger language and truncated description could cause confusion with other ML/AI-related skills.	2 / 3
	Total	6 / 12 Passed

Reviewed

15 days ago

Table of Contents

Validation Implementation Activation

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