Ag Predict

Q: What is a Claude Code skill and how does the Ag Predict 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. Ag Predict is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Security category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Security · Sub-category: security-misc · Last updated: 2026-06-13

5 expert personas debate proposed changes before implementation. Catches architectural, security, performance, and UX issues early. Use before major features or risky cha — from ngxccc/agent-skills-kit

About this skill (catalog notes)

Ag Predict includes explicit scope boundaries (an explicit 'when not to use' or 'out of scope' section); worked examples; at least one code block. The SKILL.md runs to about 640 words, in the catalog's typical mid-range.

License: MIT
Original author: ngxccc
Indexed lastmod: 2026-06-13
Catalog position: Security · security-misc
Indexed related skills: 10

How Ag Predict fits the catalog

Ag Predict sits in the Security category under the security-misc sub-topic in the ClaudSkills catalog. There are 10 related skills indexed alongside it; comparing a few before installing usually reveals which fits your workflow best.

These notes are auto-generated from features detected in the SKILL.md file and from this catalog's structure — they aren't part of the source repository.

From the source SKILL.md

Five expert personas independently analyze a proposed change, then debate conflicts to produce a consensus verdict before a single line of code is written.

What this skill does

Ag Predict is a community-contributed Claude Code skill in the security-misc sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/ag-predict/ and loads when your prompt matches the skill's trigger.

Who uses this skill

The Ag Predict Claude Code skill is built for security engineers, penetration testers, DevSecOps practitioners, and development teams hardening codebases and infrastructure. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ 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/ag-predict
curl -L https://claudskills.com/skills/ag-predict/SKILL.md \
  -o ~/.claude/skills/ag-predict/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/ag-predict/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/ag-predict/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\ag-predict\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 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.

See pricing → Download desktop app

Frequently asked questions

How do I install the Ag Predict Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/ag-predict/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Ag Predict skill do?

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 Ag Predict skill?

Use Ag Predict when your Claude Code task falls under the Security category — specifically in the security misc 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 Ag Predict" or describe the task and let Claude pick). Browse related skills at /category/security/.

What is a Claude Code skill and how does the Ag Predict 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. Ag Predict is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Security category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/ngxccc/agent-skills-kit/blob/0549aa81a84141c2c7007356474f7ed64e57b60d/.claude/skills/ag-predict/SKILL.md
License: MIT
Author: ngxccc

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

ngxccc. (2026). Ag Predict [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/ag-predict/

BibTeX

@misc{ag-predict-2026,
  author    = {ngxccc},
  title     = {Ag Predict [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/ag-predict/}
}

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