Can I use this for automatic skill loading?

Yes, it is specifically designed to programmatically detect the tech stack so Claude can automatically load domain-specific skills like Helm or K8s.

How does the detection algorithm work?

It uses multi-signal analysis, checking for specific file existence, directory structures, and pattern matching within code to calculate a weighted confidence score.

Is the detection accuracy reliable?

Yes, the system achieves 95%+ accuracy for supported tools by combining primary signals like Chart.yaml with secondary signals like CLI command usage.

Can I customize the detection rules?

Absolutely. Users can modify the configuration files to add custom signals, include new tools, or adjust minimum confidence thresholds for detection.

Tooling Detector

Name: Tooling Detector
Author: FortiumPartners

byFortiumPartners

•

部署与 DevOps

Identifies infrastructure and DevOps tooling within codebases to streamline environment-aware development and automation.

The Tooling Detector skill empowers Claude Code to intelligently recognize the underlying infrastructure stack of any project through sophisticated multi-signal analysis. By detecting the presence of Helm charts, Kubernetes manifests, Kustomize configurations, and ArgoCD setups with over 95% accuracy, it allows for the dynamic loading of relevant sub-skills and context-aware code generation. This utility eliminates manual configuration by programmatically confirming project tooling, ensuring that DevOps and infrastructure-as-code tasks are handled with the appropriate domain-specific best practices and configurations.

主要功能

01Customizable detection patterns via JSON configuration for specific project needs

02Dynamic skill loading integration to auto-initialize specialized environments

035 GitHub stars

04High-accuracy confidence scoring based on file existence and pattern matching

05Multi-signal analysis for Helm, Kubernetes, Kustomize, and ArgoCD detection

06Programmable Node.js API and CLI interface for automated project analysis

使用场景

01Automatically loading Helm or Kubernetes skills upon project initialization

02Dynamic CI/CD integration for stack-specific deployment workflows

03Auditing complex repositories to identify active DevOps technologies

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add fortiumpartners/ai-mesh tooling-detector

For use in Claude.ai and ChatGPT

主要功能

01Customizable detection patterns via JSON configuration for specific project needs

02Dynamic skill loading integration to auto-initialize specialized environments

035 GitHub stars

04High-accuracy confidence scoring based on file existence and pattern matching

05Multi-signal analysis for Helm, Kubernetes, Kustomize, and ArgoCD detection

06Programmable Node.js API and CLI interface for automated project analysis

使用场景

01Automatically loading Helm or Kubernetes skills upon project initialization

02Dynamic CI/CD integration for stack-specific deployment workflows

03Auditing complex repositories to identify active DevOps technologies

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add fortiumpartners/ai-mesh tooling-detector

For use in Claude.ai and ChatGPT