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autoresearch-agent
92 / 100 · Low risk
Fine to try. Some of what it can do is expected: a coding skill usually runs build and test commands.
By sinhoneyy/master-skills (GitHub) · coding · 17 stars · scanned at commit 8e70b78
Autonomous experiment loop that optimizes any file by a measurable metric. Inspired by Karpathy's autoresearch. The agent edits a target file, runs a fixed evaluation, keeps improvements (git commit), discards failures (git reset), and loops indefinitely. Use when: user wants to optimize code speed, reduce bundle/image size, improve test pass rate, optimize prompts, improve content quality (headlines, copy, CTR), or run any measurable improvement loop. Requires: a target file, an evaluation com…
Works with any agent that supports SKILL.md skills.
What this skill can do
Runs commands on your computer
This is disclosed by the author in the skill's SKILL.md or README. Expected for a coding skill.
Found in 19 places.
Show 16 more
- skills/autoresearch-agent/SKILL.md, line 234
result = subprocess.run(["my-benchmark", "--json"], capture_output=True, text=True) - skills/autoresearch-agent/SKILL.md, line 245
python scripts/log_results.py --experiment engineering/api-speed - skills/autoresearch-agent/SKILL.md, line 295
git clone https://github.com/alirezarezvani/claude-skills.git - skills/autoresearch-agent/SKILL.md, line 301
./scripts/convert.sh --skill autoresearch-agent --tool codex|gemini|cursor|windsurf|openclaw - skills/autoresearch-agent/SKILL.md, line 306
clawhub install cs-autoresearch-agent - skills/autoresearch-agent/scripts/run_experiment.py, line 50
result = subprocess.run( - skills/autoresearch-agent/scripts/run_experiment.py, line 88
Note: shell=True is intentional here — eval_cmd is user-provided and - skills/autoresearch-agent/scripts/run_experiment.py, line 95
result = subprocess.run( - skills/autoresearch-agent/scripts/run_experiment.py, line 96
eval_cmd, shell=True, - skills/autoresearch-agent/scripts/run_experiment.py, line 97
stdout=lf, stderr=subprocess.STDOUT, - skills/autoresearch-agent/scripts/run_experiment.py, line 103
except subprocess.TimeoutExpired: - skills/autoresearch-agent/scripts/setup_experiment.py, line 48
result = subprocess.run( - skills/autoresearch-agent/scripts/setup_experiment.py, line 49
cmd, shell=True, capture_output=True, text=True, - skills/autoresearch-agent/scripts/setup_experiment.py, line 160
result = subprocess.run( - skills/autoresearch-agent/scripts/setup_experiment.py, line 167
subprocess.run( - skills/autoresearch-agent/scripts/setup_experiment.py, line 301
result = subprocess.run(
Changes files outside its own folder
This is disclosed by the author in the skill's SKILL.md or README.
Found in 1 place.
Other copies in this repository
sinhoneyy/master-skills has 1 more folder with a skill named autoresearch-agent. This page shows the lowest-scoring copy.
Install
Paste this into your terminal. It downloads exactly the version we scanned, not whatever is newest.
if [ -e ~/.agents/skills/'autoresearch-agent' ] || [ -L ~/.agents/skills/'autoresearch-agent' ]; then echo 'A skill folder named autoresearch-agent already exists — not replacing it' >&2; false; else d=$(mktemp -d) && git clone --quiet --filter=blob:none --no-checkout 'https://github.com/sinhoneyy/master-skills' "$d" && git -C "$d" checkout --quiet '8e70b780359915a1f197ca37a1add2d4016115a2' -- 'skills/autoresearch-agent' && mkdir -p ~/.agents/skills && cp -R "$d"/'skills/autoresearch-agent' ~/.agents/skills/'autoresearch-agent' && rm -rf "$d"; fi
Codex reads ~/.agents/skills directly. For Claude Code, Cursor, Copilot, Gemini CLI, Antigravity or OpenCode, also link it. For Claude Code: ln -s ~/.agents/skills/'autoresearch-agent' ~/.claude/skills/'autoresearch-agent' (other agents: ~/.cursor/skills, ~/.copilot/skills, ~/.gemini/skills, ~/.gemini/config/skills, ~/.config/opencode/skills). Or install through the finder skill, which does both.
Badge for your README
The badge for sinhoneyy/master-skills shows the score of its lowest-scoring skill.
[](https://zalavijaysinh.github.io/skilltrust/repos/sinhoneyy/master-skills/)
Score history
| Date | Version | Score |
|---|
| 2026-11-09 | 8e70b78 | 92 |