
self-improving
by Zpankz
MCP Skillset - Claude Code skills, references, and knowledge base
SKILL.md
name: self-improving description: 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
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
- Be Proactive: Search before starting complex tasks
- Verify Quality: Check download counts and official status
- Ask Permission: Always get user approval before installing
- Apply Knowledge: Immediately use installed package patterns
- 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.
Score
Total Score
Based on repository quality metrics
SKILL.mdファイルが含まれている
ライセンスが設定されている
100文字以上の説明がある
GitHub Stars 100以上
3ヶ月以内に更新がある
10回以上フォークされている
オープンIssueが50未満
プログラミング言語が設定されている
1つ以上のタグが設定されている
Reviews
Reviews coming soon