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wanshuiyin avatar

Analyze Results

wanshuiyin/auto-claude-code-research-in-sleep
370 installs14.3k stars
Summary

When you've got a folder full of experiment JSONs and CSVs scattered across results directories, this skill pulls them together into comparison tables with proper baselines and deltas. It handles the tedious parts: computing means and standard deviations across seeds, flagging outliers, identifying trends in hyperparameter sweeps. What I like is the structured insight format that forces you to go from observation to interpretation to next experiment, which keeps you from just staring at numbers. It'll also propose documentation updates when findings look significant. Basically saves you from writing the same pandas aggregation code every time you need to compare model runs.

Install to Claude Code

npx -y skills add wanshuiyin/auto-claude-code-research-in-sleep --skill analyze-results --agent claude-code

Installs into .claude/skills of the current project.

CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
Put your SEO on autopilot
Put your SEO on autopilot
An agent that runs the SEO playbooks that move rankings and ships PRs you control.
Get founding access →
Vibe Prospecting MCPVibe Prospecting MCP
Vibe Prospecting MCP
Connect Claude to +800M contacts, +150M companies. Find & Enrich leads in chat.
Try For Free →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
Put your SEO on autopilot
Put your SEO on autopilot
An agent that runs the SEO playbooks that move rankings and ships PRs you control.
Get founding access →
Vibe Prospecting MCPVibe Prospecting MCP
Vibe Prospecting MCP
Connect Claude to +800M contacts, +150M companies. Find & Enrich leads in chat.
Try For Free →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Files
SKILL.md

Select a file.

Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
AppSignal
AppSignal
Monitor with ease. Code with confidence.
Start Free Trial →
Make money from your Skills
Make money from your Skills
On Capafy, your Skill runs online 24/7 as an agent product, and you get paid every time someone uses it.
Start earning →
Put your SEO on autopilot
Put your SEO on autopilot
An agent that runs the SEO playbooks that move rankings and ships PRs you control.
Get founding access →
Vibe Prospecting MCPVibe Prospecting MCP
Vibe Prospecting MCP
Connect Claude to +800M contacts, +150M companies. Find & Enrich leads in chat.
Try For Free →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Categories
Data Science & ML
First SeenJun 3, 2026
View on GitHub

More from wanshuiyin/auto-claude-code-research-in-sleep

All 41 skills →
  • Novelty Check368
  • Paper Write366
  • Auto Paper Improvement Loop363
  • Pixel Art362
  • Experiment Plan361
  • Run Experiment358
  • Formula Derivation356
  • Research Refine356
  • Monitor Experiment355
  • Paper Slides354
  • Paper Illustration353
  • Paper Plan351
  • Proof Writer344
  • Mermaid Diagram340
  • Paper Compile340
  • Research Refine Pipeline340
  • Ablation Planner337
  • Experiment Bridge337
  • Paper Poster336
  • Rebuttal335
  • Result To Claim335
  • Auto Review Loop Llm334
  • Idea Discovery Robot331
  • Auto Review Loop Minimax330

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