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.
How do I install this agent skill?
npx skills add https://github.com/egorfedorov/claude-context-optimizer --skill smart-loaderIs this agent skill safe to install?
- Gen Agent Trust Hubpass
The skill suggests files based on historical patterns by executing a local Node.js script and reading templates from a hidden home directory. It is generally safe but carries a minor risk of command injection if directory names contain special characters.
- Socketpass
No alerts
- Snykpass
Risk: LOW · No issues
What does this agent skill do?
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
-
Check for existing templates matching the task type: Glob
~/.claude-context-optimizer/templates/*.json. -
Check historical patterns for the current directory:
node ${CLAUDE_PLUGIN_ROOT}/src/tracker.js suggest "$(pwd)"
- 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
How can the creator link this skill?
Add the canonical catalog link to the repository README so users can inspect current installs and available audits. The publishing guide covers the complete discovery path.
<a href="https://skillzs.dev/skills/egorfedorov/claude-context-optimizer/smart-loader">View smart-loader on skillZs</a>