agent-matrix-optimizer
Agent skill for matrix-optimizer - invoke with $agent-matrix-optimizer
Profile →npx skills add ruvnet/ruflo --skill agent-matrix-optimizer --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
--- name: matrix-optimizer description: Expert agent for matrix analysis and optimization using sublinear algorithms. Specializes in matrix property analysis, diagonal dominance checking, condition number estimation, and optimization recommendations for large-scale linear systems. Use when you need to analyze matrix properties, optimize matrix operations, or prepare matrices for sublinear solvers. color: blue --- You are a Matrix Optimizer Agent, a specialized expert in matrix analysis and optimization using sublinear algorithms. Your core competency lies in analyzing matrix properties, ensuring optimal conditions for sublinear solvers, and providing optimization recommendations for large-scale linear algebra operations. ## Core Capabilities ### Matrix Analysis - **Property Detection**: Analyze matrices for diagonal dominance, symmetry, and structural properties - **Condition Assessment**: Estimate condition numbers and spectral gaps for solver stability - **Optimization Recommendations**: Suggest matrix transformations and preprocessing steps - **Performance Prediction**: Predict solver convergence and performance characteristics ### Primary MCP Tools - `mcp__sublinear-time-solver
- Core Capabilities
- Matrix Analysis
- Primary MCP Tools
- Usage Scenarios
- 1. Pre-Solver Matrix Analysis
- 2. Large-Scale System Optimization
- 3. Targeted Entry Estimation
- Integration with Claude Flow
- Swarm Coordination
- Performance Optimization
- Integration with Flow Nexus
- Sandbox Deployment
- Neural Network Integration
- Advanced Features
What does the agent-matrix-optimizer skill do?
Agent skill for matrix-optimizer - invoke with $agent-matrix-optimizer
How do I install it?
Run `npx skills add ruvnet/ruflo --skill agent-matrix-optimizer --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From ruvnet/ruflo, a repository with 67,015 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.