Skip to content

/smart-loader

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.

shell
$ npx -y skills add egorfedorov/claude-context-optimizer --skill smart-loader --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.
  • You can call itInvoke it directly when you want it.
  • Slash command/smart-loader
How auto-invocation works

Context preview

The summary Claude sees to decide when to auto-load this skill.

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.

SKILL.md

smart-loader.SKILL.md
name: smart-loader
description: 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.
license: MIT
disable-model-invocation: false

Smart Context Loader

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:

ls ~/.claude-context-optimizer/templates/ 2>/dev/null

2. Check historical patterns for the current directory:

node ${CLAUDE_PLUGIN_ROOT}/src/tracker.js suggest "$(pwd)"

3. 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
Read more
Read it on GitHub ↗
Ships withclaude-context-optimizer

Claude Code plugin that tracks token usage, identifies wasted context, and saves 30-50% on API costs. Heatmaps, ROI reports, budget alerts, efficiency scores, git-aware suggestions — all local, zero config.

Get the whole plugin, auto-invoked
Stats
85
Stars
0
Views
10
Forks
Active
Maintenance
JavaScript
Language
MIT
License
20d ago
Last commit
4mo ago
Created

Repo: egorfedorov/claude-context-optimizer