Smart Context Loader

SkillFiles & storage

Automatically suggests optimal files to preload based on the user's task description and historical context patterns. Activates when the user starts a new task, mentions reading files, or when session context is being set up.

Use Smart Context Loader in Claude, ChatGPT or Ahel Desktop

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Also: Claude Code · Cursor · Codex

Then ask your AI: use the Smart Context Loader skill

Details

Instructions available. Your AI can read the instructions. Execution depends on the setup they require.

Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Smart Context LoaderStart free

What this skill tells your AI

The instructions your AI receives, as published by egorfedorov/claude-context-optimizer in skills/smart-loader/SKILL.md and read by Ahel’s review.

When a user starts a new task or asks to work on something, check if there are historical patterns that suggest which files they'll need.

When to Activate

  • User describes a new task (bug fix, feature, refactor, review)
  • User says "let's work on..." or "I need to fix..."
  • Session just started and user is describing what they want to do
  • User asks "what files do I need for this?"

How to Use

  1. Check for existing templates matching the task type: Glob ~/.claude-context-optimizer/templates/*.json.

  2. Check historical patterns for the current directory:

node ${CLAUDE_PLUGIN_ROOT}/src/tracker.js suggest "$(pwd)"
  1. Based on the task description and historical data:
    • If a matching template exists, mention it: "I see you have a '{name}' template. Want me to load that context?"
    • If historical patterns suggest files, mention: "Based on previous sessions, you usually need these files for this type of task: ..."
    • If patterns show files to avoid, mention: "Tip: [file] has been consistently unused in past sessions — I'll skip it."
    • If nothing matches, proceed normally

Auto-Optimization Tips

When you detect patterns that waste tokens, proactively suggest improvements:

  • If a large file (300+ lines) is being read fully: "I'll use offset/limit to read only the relevant section"
  • If a file was wasted in 2+ past sessions: skip it silently or mention why
  • If the user's task matches a known template: offer to apply it

Important

  • Do NOT automatically read files without user confirmation
  • Only SUGGEST, don't force context loading
  • Keep suggestions brief (top 3-5 files max)
  • If no tracking data exists yet, skip silently — don't mention the optimizer
  • Be helpful, not annoying — max 1 suggestion per task start

Signals

GitHub stars
114
Forks
9
Last commit
Sep 2026
Advanced
Item type
skill
Key
smart-loader
Source
github.com/egorfedorov/claude-context-optimizer