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Skills/lllllllama/rigorpilot-skills/explore-code
explore-code logo

explore-code

lllllllama/rigorpilot-skills
47K installs413 stars
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Installation

npx skills add https://github.com/lllllllama/rigorpilot-skills --skill explore-code

Summary

Rigor Improve implementation leaf skill for auditable candidate implementation in deep learning research repositories. Use when the researcher explicitly authorizes exploratory work on an isolated branch or worktree to transplant modules, adapt a backbone, add LoRA or adapter layers, replace a head, or stitch together meaningful low-risk migration ideas with rollback-aware records in `explore_outputs/`. Do not use for end-to-end exploration orchestration on top of `current_research`, trusted baseline reproduction, conservative debugging, environment setup, verified contribution claims, or default repository analysis.

SKILL.md

explore-code

Use this as the Rigor Improve implementation leaf skill. The installed slug remains explore-code for compatibility.

Use the shared operating principles in ../../references/agent-operating-principles.md; this skill should guide bounded candidate code work without over-prescribing implementation details.

When to apply

  • When the researcher explicitly authorizes exploratory code changes on an isolated branch or worktree.
  • When the task is source-anchored module transplant, backbone adaptation, LoRA or adapter insertion, or low-risk module combination.
  • When summary-level recording is sufficient and the result is a candidate, not a trusted conclusion.

When not to apply

  • When the request is for trusted baseline work, conservative debugging, or normal training execution.
  • When the user did not explicitly authorize exploratory modifications.
  • When the task is a broad refactor or a from-scratch idea implementation.

Clear boundaries

  • This skill owns exploratory code modifications only.
  • It must keep work isolated from the trusted baseline.
  • Use ai-research-explore instead when the task spans both current_research coordination and exploratory runs.
  • It may hand off execution to minimal-run-and-audit or run-train.
  • It should favor source-anchored copying and minimal adaptation over freeform rewrites.
  • It should record why a candidate change is meaningful, how to roll it back,

and why it remains a candidate rather than a verified contribution.

Output expectations

  • explore_outputs/CHANGESET.md
  • explore_outputs/SCIENTIFIC_CHANGELOG.md
  • explore_outputs/COMPARABILITY_REPORT.md
  • explore_outputs/TOP_RUNS.md
  • explore_outputs/status.json

Notes

Use references/explore-policy.md, ../../references/research-rigor-principles.md, scripts/plan_code_changes.py, and scripts/write_outputs.py.

Score

0–100
74/ 100

Grade

B

Popularity26/30

47,420 installs — strong, widely used.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Explore Code skill score badge previewScore badge

Markdown

[![Explore Code skill](https://www.claudemarket.ai/skills/lllllllama/rigorpilot-skills/explore-code/badges/score.svg)](https://www.claudemarket.ai/skills/lllllllama/rigorpilot-skills/explore-code)

HTML

<a href="https://www.claudemarket.ai/skills/lllllllama/rigorpilot-skills/explore-code"><img src="https://www.claudemarket.ai/skills/lllllllama/rigorpilot-skills/explore-code/badges/score.svg" alt="Explore Code skill"/></a>

Explore Code FAQ

How do I install the Explore Code skill?

Run “npx skills add https://github.com/lllllllama/rigorpilot-skills --skill explore-code” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Explore Code skill do?

Rigor Improve implementation leaf skill for auditable candidate implementation in deep learning research repositories. Use when the researcher explicitly authorizes exploratory work on an isolated branch or worktree to transplant modules, adapt a backbone, add LoRA or adapter layers, replace a head, or stitch together meaningful low-risk migration ideas with rollback-aware records in `explore_outputs/`. Do not use for end-to-end exploration orchestration on top of `current_research`, trusted baseline reproduction, conservative debugging, environment setup, verified contribution claims, or default repository analysis. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Explore Code skill free?

Yes. Explore Code is a free, open-source skill published from lllllllama/rigorpilot-skills. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Explore Code work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Explore Code works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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