mcp-efficiency
CommunityToken-efficient codebase exploration
Author1ambda
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill drastically reduces token consumption when exploring codebases, making AI interactions faster and more cost-effective by prioritizing structured queries over full file reads.
Core Features & Use Cases
- Token Reduction: Achieves 80-90% token savings by using specialized MCP tools for code analysis.
- Structured Exploration: Guides users to employ tools like
get_symbols_overview,find_symbol, and document search before resorting to broad pattern searches or full file reads. - Use Case: Instead of reading an entire service file (5000+ tokens) to find how a specific method is called, use
serena.find_referencing_symbols(100-300 tokens) to get precise call locations.
Quick Start
Use the mcp-efficiency skill to find the definition of the 'UserService' class within the 'src/services/' directory.
Dependency Matrix
Required Modules
None requiredComponents
references
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: mcp-efficiency Download link: https://github.com/1ambda/dataops-platform/archive/main.zip#mcp-efficiency Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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