Haipipe Probe Review
QA specialist of haipipe-probe. Three complementary checks. (1) STRUCTURAL: audits run quality (per-run sanity) and probe quality (statistical claim integrity) via checklists, produces ✅/⚠️/❌ + actionable issues. (2) INTEGRITY: Codex MCP fraud-pattern audit (ground-truth provenance, metric-definition consistency, phantom results, scope-language mismatch, individual/split leakage), writes INTEGRITY_AUDIT.md. (3) SEMANTIC: Codex MCP judges whether evidence supports the intended claim (yes/partial/no + confidence), writes CLAIMS_FROM_RESULTS.md. The honest-science gate before a claim becomes a paper-able statement. Trigger: review, audit, qa, integrity, fraud check, fake ground truth, phantom results, scope check, claim verdict, supports?, /haipipe-probe-review.
Security AStatic scan found no risk patternsHow grading works ›
From the source SKILL.md
Skill: haipipe-probe-review =================================
review probe → probe-structural-reviewer-agent (review.md)
review integrity → probe-integrity-auditor-agent (INTEGRITY_AUDIT.md, Codex)
review claim → claim-verifier-agent (CLAIMS_FROM_RESULTS.md, Codex)
What this skill does
Haipipe Probe Review is a community-contributed Claude Code skill in the math-stats sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/haipipe-probe-review/ and loads when your prompt matches the skill's trigger.
Who uses this skill
The Haipipe Probe Review Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 196,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).
How to install
Free
Manual install (2 steps)
mkdir -p ~/.claude/skills/haipipe-probe-review
curl -L https://claudskills.com/skills/haipipe-probe-review/SKILL.md \
-o ~/.claude/skills/haipipe-probe-review/SKILL.md
Or just download SKILL.md directly and drop it into ~/.claude/skills/haipipe-probe-review/. Claude Code auto-discovers it on next session.
Skills live at ~/.claude/skills/haipipe-probe-review/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\haipipe-probe-review\SKILL.md on Windows. See the full install guide for step-by-step instructions.
Telegram
📱 Install from your phone or desktop Telegram
Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →
Pro
One-click install via the desktop app
The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.
Pro
For the full experience including quality scoring and one-click install features for each skill — upgrade to Pro.
Frequently asked questions
How do I install the Haipipe Probe Review Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy
SKILL.md from the source repository to
~/.claude/skills/haipipe-probe-review/SKILL.md and restart Claude Code. Both flows are detailed at
claudskills.com/install/.
What does the Haipipe Probe Review skill do?
QA specialist of haipipe-probe. Three complementary checks. (1) STRUCTURAL: audits run quality (per-run sanity) and probe quality (statistical claim integrity) via checklists, produces ✅/⚠️/❌ + actionable issues. (2) INTEGRITY: Codex MCP fraud-pattern audit (ground-truth provenance, metric-definition consistency, phantom results, scope-language mismatch, individual/split leakage), writes INTEGRITY_AUDIT.md. (3) SEMANTIC: Codex MCP judges whether evidence supports the intended claim (yes/partial/no + confidence), writes CLAIMS_FROM_RESULTS.md. The honest-science gate before a claim becomes a paper-able statement. Trigger: review, audit, qa, integrity, fraud check, fake ground truth, phantom results, scope check, claim verdict, supports?, /haipipe-probe-review.
Is this skill free to install?
Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.
When should I use the Haipipe Probe Review skill?
Use Haipipe Probe Review when your Claude Code task falls under the Science & Research category — specifically in the math stats area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Haipipe Probe Review" or describe the task and let Claude pick). Browse related skills at
/category/science/.
What is a Claude Code skill and how does the Haipipe Probe Review skill fit in?
A Claude Code skill is a
SKILL.md file that lives under
~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Haipipe Probe Review is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at
/learn/what-is-a-claude-skill/.
Attribution & license
Cite this skill
If you reference this skill in a blog post, paper, or documentation, you can cite it as:
APA
jluo41. (2026). Haipipe Probe Review [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/haipipe-probe-review/
BibTeX
@misc{haipipe-probe-review-2026,
author = {jluo41},
title = {Haipipe Probe Review [Claude Code skill]},
year = {2026},
publisher = {ClaudSkills},
url = {https://claudskills.com/skills/haipipe-probe-review/}
}Embed this skill
Promote, attribute, or link this skill from your own README, blog post, or documentation. All three snippets are free to use — no sign-up, no API key. More distribution surfaces →
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Security scan
Grade A · scanned 2026-09-28 — free static scan against the OWASP Agentic Skills Top 10.
No risk patterns were found in any of the ten OWASP-aligned categories. How grading works ›
- ✓ Prompt injection
- ✓ Data exfiltration
- ✓ Supply chain
- ✓ Reverse shell
- ✓ Credentials
- ✓ Execution
- ✓ Filesystem
- ✓ Persistence
- ✓ Obfuscation
- ✓ Network
Show this grade on your repo (click to copy):
[](https://claudskills.com/skills/haipipe-probe-review/#security)
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