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kco-smart-loader

Automatically suggests optimal files to preload based on the user's task description and historical context patterns

Skill by egorfedorov

IndexedMIT★ 6
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/egorfedorov-kco-smart-loader

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Automatically suggests optimal files to preload based on the user's task description and historical context patterns

Use cases: productivity

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/kco-smart-loader

What's inside

Skill name
kco-smart-loader
Description
Automatically suggests optimal files to preload based on the user's task description and historical context patterns
License
MIT
Instructions
46 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# 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:
```bash
ls ~/.kimi-context-optimizer/templates/ 2>/dev/null
```

2. Check historical patterns for the current directory:
```bash
node ${KIMI_SKILL_DIR}/../../src/tracker.js suggest "$(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

From egorfedorov/kimi-context-optimizer, MIT.

More from egorfedorov/kimi-context-optimizer

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Stars
6
Forks
1
Open issues
0
Last commit (this folder)
Jul 18, 2026 (3 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

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Cite this page

kco-smart-loader skill. Agent Mart. https://agentmart.dev/skills/egorfedorov-kco-smart-loader (last updated 2026-10-24)