analyze-results

Analyze solver results to compute statistics and generate comparison tables.

1|Updated Apr 2, 2026
One-click install
npx skills add https://github.com/Best6668/AMIS --skill analyze-results-best6668
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: analyze-results
Source: https://github.com/Best6668/AMIS/tree/main/skills/analyze-results
Command: npx skills add https://github.com/Best6668/AMIS --skill analyze-results-best6668

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Analyze results to extract quantitative performance metrics, compare solver outputs, and surface actionable insights for model improvements.

Core Features & Use Cases

  • Build structured result tables: aggregate metrics such as R², RMSE, objective values, and convergence status across runs.
  • Generate comparative visuals and summaries: charts and tables that highlight strengths and weaknesses of methods per subproblem.
  • Update documentation: draft concise findings to MODEL_REPORT.md or SOLVE_PLAN.md.

Quick Start

Provide the path to results (e.g., results/ or output/) and ask this skill to generate a summarized results report.

Frequently Asked Questions about analyze-results

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I analyze solver results and compute statistics from multiple runs?

Generate comparison tables and charts for solver outputs by parsing JSON or CSV files from your results directory. The skill computes statistics like R² and RMSE, producing structured summaries that highlight method strengths and weaknesses per subproblem.

How do I compare solver outputs across different subproblems and datasets?

Compare solver outputs by parsing result files from your output directory to generate structured comparison tables and charts. The skill computes statistics and highlights method strengths and weaknesses across different subproblems and datasets.

What output formats can I use to analyze solver results and generate insights?

Analyze solver results stored in JSON, CSV, or Excel formats by reading files from common folders like results/ or output/. The skill generates a Findings document, charts, and suggested next steps for model improvements.

Can I draft concise findings to MODEL_REPORT.md or SOLVE_PLAN.md from solver outputs?

Draft concise findings to MODEL_REPORT.md or SOLVE_PLAN.md by processing solver outputs from your results directory. The skill updates documentation with structured summaries, quantitative metrics, and suggested next steps for model improvements.

What's the best way to generate comparison tables and charts from solver outputs?

Generate comparison tables and charts by parsing JSON, CSV, or Excel result files to compute statistics like R² and RMSE. The skill produces structured summaries and visualizations highlighting method performance across subproblems.