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StepCOVNet: Skill for Claude Code

.cursor/skills/ar-tide-autoresearch/SKILL.md

ar-tide-autoresearch is a skill for Claude Code, Cursor from cpuguy96/StepCOVNet. It costs 22 tokens per session (159 once invoked), scanned A, original, Apache-2.0.

An old name for the StepCOVNet autoresearch loop, which runs repeated machine-learning experiments within a time budget. It now points users to the autoresearch skill with the ar-tide-overfit profile.

In plain words
What is it for?
Use it only when maintaining or following older references; start new tide overfitting research through autoresearch with the ar-tide-overfit profile.
Why use it?
It preserves older links and instructions while directing new runs to the current skill. It should not be used as a separate, current workflow.

Skill for Claude CodeCursor

Written for Claude Code and Cursor: disable-model-invocation in frontmatter, but also installed under .cursor/.

This is cpuguy96/StepCOVNet's own configuration. It tells Claude Code and Cursor how to work on StepCOVNet itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything StepCOVNet configures →

not rated 22repo 27d ago A scan SkillSpector: pass 22 tokens original Apache-2.0
View source ↗ cpuguy96/StepCOVNet
Reuse

Borrowing it

Nothing to install: this file belongs to cpuguy96/StepCOVNet. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/cpuguy96/StepCOVNet/master/.cursor/skills/ar-tide-autoresearch/SKILL.md
Clone the repo
git clone --depth 1 https://github.com/cpuguy96/StepCOVNet

Made for: Claude Code, Cursor.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for ar-tide-autoresearch

README.md
[![agentmods](https://agentmods.dev/badge/skills/cpuguy96/stepcovnet/ar-tide-autoresearch/github.svg)](https://agentmods.dev/skills/cpuguy96/stepcovnet/ar-tide-autoresearch)
Your own site
<a href="https://agentmods.dev/skills/cpuguy96/stepcovnet/ar-tide-autoresearch"><img src="https://agentmods.dev/badge/skills/cpuguy96/stepcovnet/ar-tide-autoresearch/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for ar-tide-autoresearch

Your own site · 80×15
<a href="https://agentmods.dev/skills/cpuguy96/stepcovnet/ar-tide-autoresearch"><img src="https://agentmods.dev/badge/skills/cpuguy96/stepcovnet/ar-tide-autoresearch.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 22 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 159 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits
  • NVIDIA SkillSpector pass 7 Sept 2026
How audits are shown
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00022 $0.00159
Opus 5.5 $0.00009 $0.00064
Sonnet 5.5 $0.00004 $0.00032
Haiku 4.5 $0.00002 $0.00016

Measured 2mo ago against content hash b867bf5a6da1, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ar-tide-autoresearch scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.cursor/skills/ar-tide-autoresearch/SKILL.md · 21 lines

What it actually says

Moved: use autoresearch

This path is kept for old links. Open ../autoresearch/SKILL.md with profile ar-tide-overfit.

One-prompt example:

Run autoresearch.
Profile: ar-tide-overfit
Goal: scratch teacher 634/634 then free-run 634/634 on tide @ 20 ms.
Budget: 7 hours.
Go — do not ask me between runs.
Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 21 lines · 22 tokens per session scan A b867bf5a6da1

Subscribe to this mod's changes

ar-tide-autoresearch is a skill published in the GitHub repository cpuguy96/StepCOVNet (22 stars, last pushed 27d ago), licensed Apache-2.0. It adds 22 tokens to every session and 159 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Scientificcnndeep-learninggamesmachine-learningneural-networkstepmania
Related

ar-tide-autoresearch compared with skills from other repositories

ar-tide-autoresearch next to 6 skills from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
ar-tide-autoresearchcpuguy96/StepCOVNetSkill2227d agoApache-2.0A22Claude Code, Cursor
physicsnemo-discoverNVIDIA/physicsnemoSkill3.4ktodayApache-2.0A124Claude Code, Codex
depth-estimationSharpAI/DeepCameraSkill3.1k1mo agoMITA22Claude Code, Codex
HomeSafe-BenchSharpAI/DeepCameraSkill3.1k1mo agoMITA28Claude Code, Codex
perforatedai-plotPerforatedAI/PerforatedAISkill2402d agoApache-2.0A90Claude Code, Codex
ml-for-aecAbhinavbwj/Claude-skills-for-Computational-DesignersSkill2267mo agoMITA39Claude Code
ml-architecture-diagramZtsdut/ml-architecture-diagram-skillSkill52mo agoMITA95Claude Code, Codex