What is the primary function of the learn-rules skill?

The learn-rules skill analyzes feedback from various review stages to identify patterns that can be generalized into rules, preventing the same mistakes from occurring in different parts of an application.

Can I manually manage the rules created by this skill?

Yes, you can manually add rules with /learn-rules add, list all active rules, or disable specific rules that are no longer relevant using the rule ID.

How does the skill decide if feedback should become a rule?

It applies generalization logic, asking if the feedback is unique to a specific feature or if it represents a broader UI/UX or logic pattern that could apply to other screens or modules.

Which other skills does Smart Rule Learner interact with?

It consumes data from /review-spec and /review-qa, and feeds rules into /write-tc and /review-tc to ensure compliance with established patterns.

Does it support multiple projects?

Yes, rules can be scoped to specific project IDs or set as global rules that apply across your entire development workspace.

Smart Rule Learner

Name: Smart Rule Learner
Author: MediSolveAIDev

byMediSolveAIDev

0•

安全与测试

Extracts and generalizes QA patterns from review feedback to proactively prevent recurring errors across development cycles.

Smart Rule Learner is a sophisticated automation skill designed to institutionalize project knowledge. By analyzing feedback from specification, QA, and test case reviews, it identifies patterns that are applicable beyond a single feature. When it detects a generalizable issue—such as a missing escape-key handler in a modal—it automatically generates a global rule. This rule is then proactively used by other Claude skills to validate future work, ensuring that once a mistake is identified, it is never repeated elsewhere in the project or across multiple project suites.

主要功能

01Intelligent rule lifecycle tracking with false-positive management

020 GitHub stars

03Manual rule management including adding, disabling, and reviewing rules

04Generalization logic to convert specific feedback into reusable project rules

05Seamless integration with /write-tc and /review-qa for automated enforcement

06Automated pattern extraction from JSON-based review reports

使用场景

01Standardizing UI/UX behaviors like modal interactions across multiple feature teams

02Ensuring edge-case coverage for input forms by learning from previous QA failures

03Automating the maintenance of a global 'lessons learned' database for large software projects

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add medisolveaidev/qa-medi-plugin learn-rules

For use in Claude.ai and ChatGPT

主要功能

01Intelligent rule lifecycle tracking with false-positive management

020 GitHub stars

03Manual rule management including adding, disabling, and reviewing rules

04Generalization logic to convert specific feedback into reusable project rules

05Seamless integration with /write-tc and /review-qa for automated enforcement

06Automated pattern extraction from JSON-based review reports

使用场景

01Standardizing UI/UX behaviors like modal interactions across multiple feature teams

02Ensuring edge-case coverage for input forms by learning from previous QA failures

03Automating the maintenance of a global 'lessons learned' database for large software projects

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add medisolveaidev/qa-medi-plugin learn-rules

For use in Claude.ai and ChatGPT