Tooling Detection System

Version: 1.0.0 | Purpose: Automatic detection of infrastructure tooling (Helm, Kubernetes, Kustomize, ArgoCD)

Overview

The tooling detection system automatically identifies infrastructure and DevOps tooling usage in projects using multi-signal analysis. It detects Helm charts, Kubernetes manifests, Kustomize configurations, and GitOps tools with 95%+ accuracy.

Supported Tools:

Helm: Kubernetes package manager
Kubernetes: Container orchestration platform
Kustomize: Kubernetes configuration customization
ArgoCD: GitOps continuous delivery

Use Cases:

Auto-load skills: Automatically load Helm/Kubernetes skills when detected
Project analysis: Identify tooling stack in existing projects
CI/CD integration: Dynamic skill loading based on detected tooling

Quick Start

Detect All Tools

bash

node skills/tooling-detector/detect-tooling.js /path/to/project

Output:

json

{
  "detected": true,
  "tools": [
    {
      "tool": "helm",
      "name": "Helm",
      "confidence": 0.9,
      "signals": {
        "chart_yaml": true,
        "values_yaml": true,
        "templates_dir": true
      },
      "signal_count": 3
    },
    {
      "tool": "kubernetes",
      "name": "Kubernetes",
      "confidence": 0.85,
      "signals": {
        "api_version": true,
        "kind_field": true,
        "manifests_dir": true
      },
      "signal_count": 3
    }
  ]
}

Detect Specific Tool

bash

# Detect Helm
node skills/tooling-detector/detect-tooling.js /path/to/project --tool helm

# Detect Kubernetes
node skills/tooling-detector/detect-tooling.js /path/to/project --tool kubernetes

Custom Confidence Threshold

bash

node skills/tooling-detector/detect-tooling.js /path/to/project --min-confidence 0.8

Detection Signals

Helm Detection

Primary Signals (High Confidence):

Chart.yaml file (weight: 0.6) - Helm chart metadata
values.yaml file (weight: 0.3) - Default values
templates/ directory (weight: 0.2) - Template manifests

Secondary Signals (Medium Confidence):

Helm CLI commands in scripts (weight: 0.2)
- helm install, helm upgrade, helm rollback
- helm template, helm lint, helm package
Configuration files (weight: 0.1)
- .helmignore, requirements.yaml, Chart.lock

Confidence Threshold: ≥70% for automatic detection

Example Detection:

Chart.yaml: ✅ (0.6)
values.yaml: ✅ (0.3)
templates/: ✅ (0.2)
helm CLI: ✅ (0.2)
→ Confidence: 1.0 + 0.1 boost = 100%

Kubernetes Detection

Primary Signals (High Confidence):

apiVersion: v1|apps/v1|batch/v1 in YAML files (weight: 0.5)
kind: Deployment|Service|Pod|... in YAML files (weight: 0.4)
kustomization.yaml file (weight: 0.3)

Secondary Signals (Medium Confidence):

kubectl CLI commands in scripts (weight: 0.2)
- kubectl apply, kubectl get, kubectl describe
Configuration files (weight: 0.2)
- .kube/config, kubeconfig
Manifest directories (weight: 0.1)
- k8s/, kubernetes/, manifests/

Confidence Threshold: ≥70% for automatic detection

Example Detection:

apiVersion fields: ✅ (0.5)
kind fields: ✅ (0.4)
kubectl CLI: ✅ (0.2)
manifests/ dir: ✅ (0.1)
→ Confidence: 1.0 + 0.1 boost = 100%

Usage Patterns

Integration with infrastructure-developer

Auto-detect and load skills:

bash

#!/bin/bash

# Detect tooling
TOOLING=$(node skills/tooling-detector/detect-tooling.js .)

# Parse results
HELM_DETECTED=$(echo $TOOLING | jq -r '.tools[] | select(.tool=="helm") | .tool')
K8S_DETECTED=$(echo $TOOLING | jq -r '.tools[] | select(.tool=="kubernetes") | .tool')

# Load Helm skill if detected
if [ "$HELM_DETECTED" = "helm" ]; then
  echo "📦 Helm detected - loading Helm skill..."
  cat skills/helm/SKILL.md
fi

# Load Kubernetes skill if detected
if [ "$K8S_DETECTED" = "kubernetes" ]; then
  echo "☸️  Kubernetes detected - loading Kubernetes skill..."
  cat skills/kubernetes/SKILL.md
fi

Programmatic Usage (Node.js)

javascript

const { detectTooling, detectTool } = require('./skills/tooling-detector/detect-tooling.js');

// Detect all tools
async function analyzeProject(projectPath) {
  const result = await detectTooling(projectPath);

  if (result.detected) {
    console.log(`Detected ${result.tools.length} tools:`);
    for (const tool of result.tools) {
      console.log(`  - ${tool.name}: ${(tool.confidence * 100).toFixed(0)}%`);
    }
  }
}

// Detect specific tool
async function checkHelm(projectPath) {
  const result = await detectTool(projectPath, 'helm');

  if (result.detected) {
    console.log(`Helm detected with ${(result.confidence * 100).toFixed(0)}% confidence`);
    console.log('Signals:', result.signals);
  }
}

Detection Algorithm

Multi-Signal Analysis

File Existence: Check for tool-specific files
- Helm: Chart.yaml, values.yaml
- Kubernetes: kustomization.yaml
Directory Existence: Check for tool-specific directories
- Helm: templates/
- Kubernetes: k8s/, kubernetes/, manifests/
Pattern Matching: Search file contents for patterns
- Helm: CLI commands in shell scripts
- Kubernetes: apiVersion and kind fields in YAML files

Confidence Calculation:

confidence = (weighted_signal_sum / total_weight)

if (signal_count >= 3) {
  confidence += multi_signal_boost  // +10-20%
}

confidence = min(1.0, confidence)

Threshold Check: Return detected if confidence ≥70%

Performance Targets

Detection Time: <100ms average
Accuracy: ≥95% for Helm and Kubernetes
False Positives: <5%
Multi-Tool Support: Detect multiple tools simultaneously

Configuration

Custom Patterns

Modify tooling-patterns.json to customize detection:

json

{
  "tools": {
    "helm": {
      "detection_signals": {
        "chart_yaml": {
          "weight": 0.6,
          "files": ["Chart.yaml"]
        }
      }
    }
  },
  "detection_rules": {
    "minimum_confidence": 0.7,
    "multi_signal_boost": 0.1,
    "minimum_signals_for_boost": 3
  }
}

Manual Override

Skip detection and manually specify tools:

bash

# Force Helm detection
--tools helm

# Force multiple tools
--tools helm,kubernetes

# Adjust confidence threshold
--min-confidence 0.8

CLI Reference

Commands

bash

# Detect all tools
node detect-tooling.js [project-path]

# Detect specific tool
node detect-tooling.js [project-path] --tool <tool-name>

# Filter tools
node detect-tooling.js [project-path] --tools helm,kubernetes

# Custom confidence threshold
node detect-tooling.js [project-path] --min-confidence 0.8

Exit Codes

0: Tools detected successfully
1: No tools detected
2: Error during detection

Troubleshooting

No Tools Detected

bash

# Run with all results
node detect-tooling.js . | jq '.all_results'

# Check confidence scores
node detect-tooling.js . --min-confidence 0.5

# Verify file patterns
ls Chart.yaml values.yaml templates/

False Positives

Adjust confidence threshold:

bash

node detect-tooling.js . --min-confidence 0.8

Performance Issues

Check project size:

bash

# Exclude large directories
echo "node_modules/" >> .gitignore
echo "vendor/" >> .gitignore

Examples

Helm Chart Project

Project Structure:

my-chart/
├── Chart.yaml        # ✅ Detected
├── values.yaml       # ✅ Detected
├── templates/        # ✅ Detected
│   ├── deployment.yaml
│   └── service.yaml
└── .helmignore       # ✅ Detected

Detection Result:

json

{
  "detected": true,
  "tools": [
    {
      "tool": "helm",
      "confidence": 1.0,
      "signals": {
        "chart_yaml": true,
        "values_yaml": true,
        "templates_dir": true,
        "config": true
      },
      "signal_count": 4
    }
  ]
}

Kubernetes Manifests Project

Project Structure:

k8s/
├── deployment.yaml   # ✅ apiVersion, kind detected
├── service.yaml      # ✅ apiVersion, kind detected
├── ingress.yaml      # ✅ apiVersion, kind detected
└── kustomization.yaml # ✅ Detected

Detection Result:

json

{
  "detected": true,
  "tools": [
    {
      "tool": "kubernetes",
      "confidence": 0.95,
      "signals": {
        "api_version": true,
        "kind_field": true,
        "kustomization": true,
        "manifests_dir": true
      },
      "signal_count": 4
    }
  ]
}

Combined Helm + Kubernetes

Project Structure:

my-app/
├── Chart.yaml        # Helm
├── values.yaml       # Helm
├── templates/        # Helm
│   └── *.yaml        # Kubernetes manifests
└── kustomize/        # Kubernetes + Kustomize
    └── kustomization.yaml

Detection Result:

json

{
  "detected": true,
  "tools": [
    {
      "tool": "helm",
      "confidence": 1.0
    },
    {
      "tool": "kubernetes",
      "confidence": 0.9
    },
    {
      "tool": "kustomize",
      "confidence": 0.8
    }
  ]
}

API Reference

`detectTooling(projectPath, options)`

Detect all infrastructure tooling in project.

Parameters:

projectPath (string): Root project directory
options (object):
- tools (string[]): Specific tools to detect
- minimumConfidence (number): Minimum confidence threshold (default: 0.7)

Returns: Promise<Object>

javascript

{
  detected: boolean,
  tools: Array<{
    tool: string,
    name: string,
    confidence: number,
    signals: Object,
    signal_count: number
  }>,
  all_results: Array,
  detection_summary: {
    total_analyzed: number,
    detected_count: number,
    minimum_confidence: number
  }
}

`detectTool(projectPath, toolName, options)`

Detect specific tool (Helm or Kubernetes).

Parameters:

projectPath (string): Root project directory
toolName (string): Tool name (helm|kubernetes|kustomize|argocd)
options (object): Same as detectTooling()

Returns: Promise<Object>

javascript

{
  detected: boolean,
  tool: string,
  name: string,
  confidence: number,
  signals: Object,
  signal_count: number
}

Version History

1.0.0 (2025-10-23):

Initial release
Helm detection (Chart.yaml, values.yaml, templates/)
Kubernetes detection (apiVersion, kind, kustomization.yaml)
Kustomize detection
ArgoCD detection
Multi-signal analysis with confidence scoring
Performance target: <100ms detection

Last Updated: 2025-10-23 | Version: 1.0.0

Search AI Tools

tooling-detector

Install this agent skill to your Project

SKILL.md

Tooling Detection System

Overview

Quick Start

Detect All Tools

Detect Specific Tool

Custom Confidence Threshold

Detection Signals

Helm Detection

Kubernetes Detection

Usage Patterns

Integration with infrastructure-developer

Programmatic Usage (Node.js)

Detection Algorithm

Multi-Signal Analysis

Performance Targets

Configuration

Custom Patterns

Manual Override

CLI Reference

Commands

Exit Codes

Troubleshooting

No Tools Detected

False Positives

Performance Issues

Examples

Helm Chart Project

Kubernetes Manifests Project

Combined Helm + Kubernetes

API Reference

`detectTooling(projectPath, options)`

`detectTool(projectPath, toolName, options)`

Version History