jefflester

Claude Skills Supercharged — Development skill for Claude Code

Development community intermediate

A "supercharged" implementation of Claude Code Skills – using Haiku prompt analysis/critical skill scoring and skill auto-injection for friction-free, context-driven workflows.

How to install Claude Skills Supercharged

This entry records only its repository, not the path inside it, so there is no exact command to give. Open jefflester/claude-skills-supercharged and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Claude Skills Supercharged does

[](https://github.com/jefflester/claude-skills-supercharged) [](https://www.typescriptlang.org/) [](LICENSE) [](https://code.claude.com/docs/en/skills)

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README

Claude Skills Supercharged

[](https://github.com/jefflester/claude-skills-supercharged) [](https://www.typescriptlang.org/) [](LICENSE) [](https://code.claude.com/docs/en/skills)

**AI-powered skill auto-injection system for [Claude Code Skills](https://code.claude.com/docs/en/skills)**

**Stop manually invoking skills.** Let AI detect what you need and inject it automatically with 95%+ accuracy. The system analyzes your prompts using Claude Haiku 4.5, assigns confidence scores, and intelligently loads the right context—every time.

💡 **Credit:** Base reference architecture from [@diet103](https://github.com/diet103)'s [claude-code-infrastructure-showcase](https://github.com/diet103/claude-code-infrastructure-showcase)


📊 Performance at a Glance

Metric Value
✅ Test Coverage All tests passing
⚡ Response Time <10ms (cached) / ~200ms (first call)
💰 Monthly Cost $1-2 @ 100 prompts/day
🎯 Accuracy 95%+ skill detection rate

🎯 Why This?

**The Problem:** Manually loading skills is tedious, error-prone, and breaks your flow. You forget which skills exist, waste time invoking them, and lose context between conversations.

**The Solution:** This system uses AI to automatically:

  • 🔍 Analyze your prompt intent with Claude Haiku 4.5
  • 📊 Score each skill's relevance (0.0-1.0 confidence)
  • 🚀 Inject high-confidence skills (>0.65) into context automatically
  • 💾 Cache results for 1 hour to reduce costs
  • 🔗 Track loaded skills per session (no duplicates)

**Before:** "Let me manually load python-best-practices... wait, was it python-style? Let me check..."

**After:** Just say "help me write Python code" and the right skills load automatically. 🎉


📑 Table of Contents

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