find-skills-combo

The Find Skills Combo skill is a specialized orchestration agent designed to solve complex, multi-step requests by decomposing them into a portfolio of specialized agent skills. Rather than performing simple keyword searches, this tool acts as an expert pipeline architect that analyzes user requirements, identifies distinct sub-capabilities, and assembles the most efficient collection of skills from the open agent skills ecosystem. It is designed for developers, system integrators, and power users who need to build sophisticated workflows spanning multiple domains, such as data processing, reporting, or cross-platform automation.

• Intelligent decomposition of complex tasks into manageable subtasks (2-7 units).

• Two recommendation strategies: Maximum Quality (prioritizing output precision) and Minimum Dependencies (optimizing for system footprint and fewer installs).

• Context-aware extraction of task-specific constraints, including domain-specific jargon, environmental requirements (e.g., offline, CI/CD), and output format specifications.

• Seamless integration with the Skills CLI (npx skills) for searching, checking, and installing recommended packages.

• Built-in fallback mechanism for simple, single-capability requests, ensuring efficiency by bypassing decomposition when not required.

• Use this for multi-step projects like 'generate a quarterly report with charts, risk analysis, and executive summary.'

• Provide precise input: define constraints, toolchain lock-ins (e.g., PostgreSQL, React, FastAPI), and output templates (e.g., PDF, Jupyter notebook).

• The skill requires clear intent; if a task spans multiple concerns like data analysis, content generation, and validation, describe each explicitly for better decomposition.

• Always review the generated Constraints List and subtask breakdown provided by the agent before proceeding to the search phase to ensure alignment with your project requirements.

• For developers, the skill respects environment-specific constraints such as monorepo setups or pnpm workspaces, effectively filtering out incompatible skill implementations.