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Research

Scientific computing and academic tools.

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lab-tools
113

project-sync

Sync experiment results from the code repo into the paper's daily experiments log (daily_experiments.tex). Use when you have new experiment results to record, want to update the paper with latest numbers, or log experimental findings from an ML research project.

NeverSight
NeverSight
research
open
lab-tools
113

observability-control

Manage observability stack lifecycle (start, stop, backup, restore, upgrade). Use when controlling the LGTM stack for Claude Code monitoring.

NeverSight
NeverSight
research
open
lab-tools
113

ralph-skill-review-loop

Self-improving review loop for Ralph Wiggum skills. Reviews skills against best practices, implements improvements, and continues until two consecutive clean reviews. Use when validating or improving the ralph-prompt-* skill suite.

NeverSight
NeverSight
research
open
lab-tools
113

checkpoint-manager

State snapshots and rollback for safe experimentation. Use when creating checkpoints, rolling back changes, managing recovery points, or implementing safe experimentation.

NeverSight
NeverSight
research
open
lab-tools
113

bug-fixer

Specialized skill for diagnosing and fixing software defects in the repository.

dbt-labs
dbt-labs
research
open
lab-tools
113

debug-epoch-mismatch

Systematic workflow for debugging Cardano ledger epoch pots mismatches in Dolos. Use when an epoch test fails or treasury/reserves/rewards diverge from DBSync.

txpipe
txpipe
research
open
computational-chemistry
112

task-classifier

Classifies task complexity (1-10) for model and agent routing

alfredolopez80
alfredolopez80
research
open
computational-chemistry
112

minimax-mcp-usage

[DEPRECATED] Use /research skill with Zai MCP instead - Optimal patterns for MiniMax MCP tools

alfredolopez80
alfredolopez80
research
open
astronomy-physics
112

weather-forecast

Get current weather and forecast for any location worldwide

IBM
IBM
research
open
lab-tools
112

scraper-status

Quick overview of all scrapers — quality grades, extraction rates, and coverage gaps.

RealEstateWebTools
RealEstateWebTools
research
open
lab-tools
112

autoresearch

Autonomous experiment loop: modifies code, runs experiments, evaluates metrics, keeps improvements. Inspired by karpathy/autoresearch + pi-autoresearch + autoexp. Triggers: /autoresearch, 'auto research', 'optimize continuously', 'experiment loop', 'autonomous optimization'.

alfredolopez80
alfredolopez80
research
open
lab-tools
111

wasm-compatibility

Check if a marimo notebook is compatible with WebAssembly (WASM) and report any issues.

marimo-team
marimo-team
research
open
lab-tools
110

testing-posture

Faz análise de postura de testes (presença, estrutura, camadas).

glaucia86
glaucia86
research
open
academic
109

geo-content-optimizer

Optimizes content for Generative Engine Optimization (GEO) to increase chances of being cited by AI systems like ChatGPT, Claude, Perplexity, and Google AI Overviews. Makes content AI-friendly while maintaining SEO value.

aaron-he-zhu
aaron-he-zhu
research
open
academic
109

serp-analysis

Analyzes search engine results pages (SERPs) to understand ranking factors, SERP features, user intent patterns, and AI overview triggers. Essential for understanding what it takes to rank.

aaron-he-zhu
aaron-he-zhu
research
open
academic
109

chapter-evaluator

Evaluate educational chapters from dual student and teacher perspectives. This skill should be used when analyzing chapter quality, identifying content gaps, or planning chapter improvements. Reads all lessons in a chapter directory and provides structured analysis with ratings, gap identification, and prioritized recommendations.

panaversity
panaversity
research
open
academic
109

chapter-evaluator

Evaluate educational chapters from dual student and teacher perspectives. This skill should be used when analyzing chapter quality, identifying content gaps, or planning chapter improvements. Reads all lessons in a chapter directory and provides structured analysis with ratings, gap identification, and prioritized recommendations.

panaversity
panaversity
research
open
academic
109

backlink-analyzer

Analyzes backlink profiles to understand link authority, identify toxic links, discover link building opportunities, and monitor competitor link acquisition. Essential for off-page SEO strategy.

aaron-he-zhu
aaron-he-zhu
research
open
academic
109

content-evaluation-framework

This skill should be used when evaluating the quality of book chapters, lessons, or educational content. It provides a systematic 6-category rubric with weighted scoring (Technical Accuracy 30%, Pedagogical Effectiveness 25%, Writing Quality 20%, Structure & Organization 15%, AI-First Teaching 10%, Constitution Compliance Pass/Fail) and multi-tier assessment (Excellent/Good/Needs Work/Insufficient). Use this during iterative drafting, after content completion, on-demand review requests, or before validation phases.

panaversity
panaversity
research
open
academic
109

rank-tracker

Tracks and analyzes keyword ranking positions over time for both traditional search results and AI-generated responses. Monitors ranking changes, identifies trends, and alerts on significant movements.

aaron-he-zhu
aaron-he-zhu
research
open
lab-tools
108

analyze-ablation

Analyze guideline ablation experiment results to determine which guideline sections are essential, marginal, or dispensable. Use when the user asks to analyze ablation results, interpret guideline compaction data, or wants to know which guidelines to keep for AGENTS.md.

get-convex
get-convex
research
open
scientific-computing
108

sys-biological

DNA Methylation & Nociception (Pain Memory) systems.

8421bit
8421bit
research
open
computational-chemistry
106

neqsim-physics-explanations

Physics explanations for common NeqSim results. USE WHEN: users ask 'why' about simulation results, when explaining unexpected behavior, or when adding educational context to notebooks and reports. Maps common engineering phenomena to plain-language explanations.

equinor
equinor
research
open
computational-chemistry
106

neqsim-input-validation

Input validation rules for NeqSim simulations. USE WHEN: setting up thermodynamic systems, process equipment, or running simulations. Catches physically impossible or suspect inputs before simulation runs, saving time and providing corrective guidance.

equinor
equinor
research
open
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