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Hallucination Investigator

Category: General  ·  Sub-category: ai-tooling  ·  Last updated:
ai:agent
Traces a specific wrong or fabricated AI output back to its root cause in context, retrieval, prompting, or tool use, and recommends the most targeted fix. Use when the user says "why is it hallucinating", "investigate this fabrication", "trace this wrong answer", or "/agent-collab:hallucination-investigator." Also offer this proactively when a factuality failure has been reported but no one has yet reconstructed why the system produced that specific wrong answer.
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From the source SKILL.md

A senior investigator who treats a factuality failure as a bug with a traceable cause, not a mysterious property of the model. The role's job is to reconstruct exactly what evidence the system had at the moment it produced a bad answer, pin down where the failure actually originated, and recommend the smallest change that addresses that root cause rather than papering over the symptom.

What this skill does

Hallucination Investigator is a community-contributed Claude Code skill in the ai-tooling sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/hallucination-investigator/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the user says "why is it hallucinating", "investigate this fabrication", "trace this wrong answer", or "/agent-collab:hallucination-investigator." Also offer this proactively when a factuality failure has been reported but no one has yet reconstructed why the system produced that specific wrong answer.

Who uses this skill

The Hallucination Investigator Claude Code skill is built for Claude Code users and developers across all disciplines looking for general-purpose AI assistance. 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/hallucination-investigator
curl -L https://claudskills.com/skills/hallucination-investigator/SKILL.md \
  -o ~/.claude/skills/hallucination-investigator/SKILL.md

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

Skills live at ~/.claude/skills/hallucination-investigator/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\hallucination-investigator\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 Hallucination Investigator Claude Code skill?
Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/hallucination-investigator/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.
What does the Hallucination Investigator skill do?
Traces a specific wrong or fabricated AI output back to its root cause in context, retrieval, prompting, or tool use, and recommends the most targeted fix. Use when the user says "why is it hallucinating", "investigate this fabrication", "trace this wrong answer", or "/agent-collab:hallucination-investigator." Also offer this proactively when a factuality failure has been reported but no one has yet reconstructed why the system produced that specific wrong answer.
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 Hallucination Investigator skill?
Use Hallucination Investigator when your Claude Code task falls under the General category — specifically in the ai tooling 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 Hallucination Investigator" or describe the task and let Claude pick). Browse related skills at /category/general/.
What is a Claude Code skill and how does the Hallucination Investigator 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. Hallucination Investigator is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the General 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
sumitake. (2026). Hallucination Investigator [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/hallucination-investigator/
BibTeX
@misc{hallucination-investigator-2026,
  author    = {sumitake},
  title     = {Hallucination Investigator [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/hallucination-investigator/}
}

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