kco-smart-loader
Automatically suggests optimal files to preload based on the user's task description and historical context patterns
Skill by egorfedorov
Install
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
Use cases: productivity
Reviews
Write a reviewNo reviews yet. Installed it? Reviews come from verified installers only. How reviews work
Permissions
What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.
- Tools
- No tools found
- Secrets
- None asked for
- Install scripts
- None found
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 startFrom egorfedorov/kimi-context-optimizer, MIT.
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Health check for the kimi-context-optimizer plugin install — verifies versions, hooks, data dir, config, and reports any issues
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Build an optimal context pack for the user's task — ranked file list with offset/limit suggestions, based on git state, mentioned paths, and historical patterns
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Organize work by task and track tokens/cost per task — start a task, list tasks, or mark the active one done.
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Audit the fixed context overhead every session starts with — system prompt, plugins, skills, AGENTS.md — measured from the real wire transcript
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Calculate monthly token savings and ROI from using the context optimizer
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kco-shield
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Show ContextShield status and waste protection stats; suggest or apply .contextignore rules from historical waste
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kco-agentsmd
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Analyze AGENTS.md files for token bloat and suggest optimizations
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kco-digest
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Show weekly/daily efficiency digest with score and trends
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Show recent session summaries for quick context recovery
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Signals
- 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
- Source
- GitHubgithub-graphql
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- 0.529score
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kco-task
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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)