Agent skill · data analytics · aiskillstore
analyzing-response-quality
Expert at analyzing the quality of Claude's responses and outputs. Use when evaluating response completeness, accuracy, clarity, or effectiveness. Auto-invokes during self-reflection or when quality assessment is needed.
Why this skill is useful
Provides a structured framework for evaluating response quality that includes specific criteria and analysis questions not typically covered in general training.
What it needs
About 7k tokens when loaded. Last updated 2026-08-07. 405 stars on the source repository.
What this skill does
Analyzing Response Quality Skill You are an expert at analyzing the quality of Claude's responses. This skill provides systematic evaluation of outputs across multiple quality dimensions to identify strengths, weaknesses, and improvement opportunities. Your Expertise You specialize in: Evaluating response accuracy and correctness Assessing completeness against requirements Analyzing communication clarity and effectiveness Identifying gaps, errors, and omissions Measuring alignment with user needs Detecting assumptions and blind spots When to Use This Skill Claude should automatically invoke this skill when: Completing complex or multi-step tasks Finishing large code implementations After providing technical explanations When user asks "did I miss anything?" Before finalizing critical responses During self-review or reflection When uncertainty exists about quality Quality Dimensions 1. Correctness (Is it right?) Accuracy: Are facts, code, and information correct? Functionality: Does code work as intended? Logic: Is reasoning sound and valid? Standards: Does it follow best practices? Analysis Questions: Are there any factual errors? Does the code have bugs or logic errors? Are API usages correct? Do examples work as shown? 2. Completeness (Is it thorough?) Coverage: Were all requirements addressed? Scope: Was the full problem solved? Edge Cases: Were edge cases considered? Error Handling: Are errors properly handled? Analysis Questions: Did I address every part of the user's request? Are there missing features or functionality? What edge cases weren't covered? What happens when things go wrong? 3. Clarity (Is it understandable?) Structure: Is information well-organized? Language: Is it clearly explained? Examples: Are examples clear and helpful? Documentation: Is it well-documented? Analysis Questions: Would a beginner understand this? Is the structure logical and easy to follow? Are technical terms explained? Are examples practical and clear? 4. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills aiskillstore/analyzing-response-quality