Leaderboard/Research/ResearcherSkill
Last commit on May 26, 2026·Created on March 22, 2026

krzysztofdudek/ResearcherSkill

An autonomous loop for optimizing measurable metrics through repeated experimentation
Combined rank
#644
across all skills
In Research
#34
category rank
Stars
258
7d change unavailable
Forks
27
Watchers
2
Traction scoreGitHub stars can be faked, so popularity alone can be misleading. Traction Score looks for broader signs of real attention, adoption, and active maintenance.
TL;DR

Researcher automates the iterative process of tuning configurations and improving performance metrics. It is designed for tasks where a goal—such as reducing latency, increasing accuracy, or improving build times—can be measured quantitatively or scored against a rubric.

The skill operates independently, managing its own experimental branches and logging results to a dedicated lab directory. It continues to iterate until a target threshold is met or a performance plateau is reached, removing the need for manual trial-and-error.

WHO IT'S FOR
Performance / Infrastructure Engineers
optimizing build times and system latency
Prompt Engineers
tuning prompt quality against a rubric
ML / Data Scientists
finding best configurations for model accuracy
QA / Test Automation Engineers
improving test pass rates autonomously
Repository contents

1 skill file

Compatible AgentsThe repository documents support for these agents. The skills may also work with other agents that can load SKILL.md files, but they may need some setup or small changes.
Want to install it?
Claude Marketplace · Claude Plugin · Clone to Claude · Manual Copy · Symlink to AgentRepository instructions