self-improving

Use when starting infrastructure, testing, deployment, or framework-specific tasks - automatically searches PRPM registry for relevant expertise packages and suggests installation to enhance capabilities for the current task

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Install skill "self-improving" with this command: npx skills add zpankz/mcp-skillset/zpankz-mcp-skillset-self-improving

Self-Improving with PRPM

Purpose

Automatically search and install PRPM packages to enhance Claude's capabilities for specific tasks. When working on infrastructure, testing, deployment, or framework-specific work, Claude searches the PRPM registry for relevant expertise and suggests packages to install.

When to Use

Automatically triggers when detecting:

  • Infrastructure keywords: aws, pulumi, terraform, kubernetes, docker, beanstalk
  • Testing keywords: test, playwright, jest, cypress, vitest, e2e
  • Deployment keywords: ci/cd, github-actions, gitlab-ci, deploy, workflow
  • Framework keywords: react, vue, next.js, express, fastify, django

Workflow

1. Task Analysis

Analyze user request for keywords and extract relevant terms.

2. Automatic Search

prpm search "<detected keywords>" --limit 5 --no-interactive

3. Package Suggestion

Present top 3 most relevant packages with:

  • Package name and author
  • Download count
  • Brief description
  • Confidence level (official/featured/community)

4. Installation (with approval)

prpm install <package-name> --as claude

5. Application

Load package knowledge and apply to current task.

Decision Rules

High Confidence (Auto-suggest)

  • ✅ Official packages (@prpm/*)
  • ✅ Featured packages
  • ✅ High downloads (>1,000)
  • ✅ Verified authors

Medium Confidence (Present options)

  • ⚠️ Community packages (<1,000 downloads)
  • ⚠️ Multiple similar packages
  • ⚠️ Tangentially related packages

Low Confidence (Skip)

  • ❌ Unverified packages
  • ❌ Deprecated packages
  • ❌ Zero downloads

Example Interaction

User: "Help me build Pulumi + Beanstalk infrastructure"

Analysis:
  Keywords: Pulumi, Beanstalk, infrastructure
  Search: prpm search "pulumi beanstalk infrastructure"
  Found: @prpm/pulumi-infrastructure (Official, 3.2K downloads)
  Confidence: High → Auto-suggest

Response:
"I found an official PRPM package that can help:

📦 @prpm/pulumi-infrastructure (Official, 3.2K downloads)
   - Pulumi TypeScript best practices
   - AWS resource patterns
   - Cost optimization guidelines

Should I install this to enhance my Pulumi knowledge?"

User: "Yes"

Action:
  ✅ Installing: prpm install @prpm/pulumi-infrastructure --as claude
  ✅ Loading knowledge
  ✅ Applying patterns to current task

Search Triggers

Infrastructure Tasks

Keywords: aws, gcp, azure, kubernetes, docker, pulumi, terraform Search: prpm search "infrastructure <cloud> <tool>"

Testing Tasks

Keywords: test, playwright, jest, cypress, vitest, e2e Search: prpm search "testing <framework>"

CI/CD Tasks

Keywords: ci/cd, github-actions, gitlab-ci, deploy, workflow Search: prpm search "deployment <platform>"

Framework Tasks

Keywords: react, vue, angular, next.js, express, django Search: prpm search "<framework> best-practices"

Search Commands

# Basic search
prpm search "keyword1 keyword2"

# author filter
prpm search --author "prpm"

# Type filter
prpm search --format claude "infrastructure"

# Sub Type filter
prpm search --format claude --subtype skill "infrastructure"

# Limit results
prpm search "github actions" --limit 5

# Sort by downloads
prpm search "testing" --sort downloads

Best Practices

  1. Be Proactive: Search before starting complex tasks
  2. Verify Quality: Check download counts and official status
  3. Ask Permission: Always get user approval before installing
  4. Apply Knowledge: Immediately use installed package patterns
  5. Track Helpfulness: Note which packages were useful

Meta-Dogfooding

Recognize packages PRPM used to build itself:

  • @prpm/pulumi-infrastructure → PRPM's own infrastructure (74% cost savings)
  • @sanjeed5/github-actions → PRPM's workflow validation
  • Testing packages → PRPM's E2E test patterns

Benefit: Users get the same expertise that built PRPM.

Privacy

  • ✅ All searches are local
  • ✅ No data sent to PRPM for searches
  • ✅ Download tracking only on install
  • ✅ No personal data collected

Remember: Self-improvement through package discovery makes Claude more capable for each specific task domain.

Source Transparency

This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.

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