majiayu000 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
Choose the right search method:
AI-Assisted Search (for vague/broad queries):
prpm ai-search "natural language query"
Use when user request is:
- Conceptual or vague (e.g., "help with deployments")
- Describes a problem, not specific tools
- Open-ended exploration
Keyword Search (for specific tools/frameworks):
prpm search "<detected keywords>" --limit 5
Use when request mentions:
- Specific technologies (e.g., "pulumi", "react")
- Exact tool names
- Known frameworks
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 Interactions
Example 1: Specific Technology (Keyword Search)
User: "Help me build Pulumi + Beanstalk infrastructure"
Analysis:
Keywords: Pulumi, Beanstalk, infrastructure (specific tools)
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
Example 2: Vague Request (AI-Assisted Search)
User: "I need help with deployments"
Analysis:
Query: Vague, no specific tools mentioned
Search: prpm ai-search "help with deployments"
Found: Multiple relevant packages:
- @prpm/elastic-beanstalk-deployment (Official, 2.1K downloads)
- @sanjeed5/github-actions (Community, 892 downloads)
- @prpm/docker-deployment (Featured, 1.5K downloads)
Response:
"I found several deployment-related packages that might help:
📦 @prpm/elastic-beanstalk-deployment (Official, 2.1K downloads)
- AWS Elastic Beanstalk deployment patterns
📦 @prpm/docker-deployment (Featured, 1.5K downloads)
- Docker containerization and deployment
📦 @sanjeed5/github-actions (Community, 892 downloads)
- GitHub Actions CI/CD workflows
Which deployment platform are you using, or should I install the Elastic Beanstalk one?"
User: "I'm using AWS"
Action:
✅ Installing: prpm install @prpm/elastic-beanstalk-deployment --as claude
✅ Applying AWS deployment best practices
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
AI-Assisted Search (Semantic Search)
# Natural language queries
prpm ai-search "help me deploy my app to the cloud"
# Problem descriptions
prpm ai-search "I need to improve my code review process"
# Conceptual searches
prpm ai-search "best practices for testing infrastructure"
When to use AI search:
- User query is vague or open-ended
- Searching by concept rather than specific tool
- Exploring what's available for a problem domain
- User doesn't know exact package names or tools
Package Search (Keyword Search)
# Basic search
prpm search "keyword1 keyword2"
# Subtype filter (rule, agent, skill, slash-command, prompt)
prpm search "react" --subtype rule
# Limit results
prpm search "github actions" --limit 5
# Sort by downloads
prpm search "testing" --sort downloads
When to use keyword search:
- Specific technology names known (pulumi, react, etc.)
- Filtering by package subtype needed
- Need sorting/filtering options
- Exact match searches
Collection Search
# List all collections
prpm collection list
# Search for collections
prpm collection search "frontend"
# Get collection details
prpm collection info essential-dev-agents
# Install a collection (installs all packages in the collection)
prpm install essential-dev-agents
Note: Collections bundle multiple related packages together. Use collections when you need a complete toolkit for a specific domain (e.g., "startup-mvp", "security-review-agents", "essential-dev-agents").
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.