Claude Advanced Tool Orchestration

소개

This skill empowers Claude to handle massive tool libraries and complex multi-step workflows by implementing advanced orchestration patterns. It introduces dynamic tool search to minimize context bloat when managing thousands of tools, enables programmatic calling via sandboxed Python execution for efficient data processing, and utilizes high-fidelity tool examples to improve parameter accuracy. By reducing context usage by up to 95% and improving accuracy from 72% to 90%, this skill is essential for developers building scalable, enterprise-grade AI agents and autonomous systems.

주요 기능

• High-accuracy Tool Use Examples to eliminate parameter hallucinations
• Deferred Tool Loading to keep tool definitions out of context until needed
• 0 GitHub stars
• Production-ready architecture patterns like Planner-Executor and Guard-Act
• Programmatic Tool Calling via sandboxed Python execution for 37% token savings
• Dynamic Tool Search (Regex & BM25) for managing 10,000+ tools

사용 사례

• Refining complex API interactions where JSON schemas lack sufficient context for optional parameters
• Executing multi-step data pipelines that require intermediate aggregation and filtering
• Scaling AI agents to interact with hundreds of MCP server tools without context degradation