anti-hallucination
ALWAYS activate this skill. Apply these rules to every task regardless of domain. This skill governs how Claude Code verifies information, writes code, references documentation, and avoids fabricating functions, arguments, APIs, file paths, data structures, or facts.
Install / Use
npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill dont-lieInstalls into whichever agent you are using.
SKILL.md
Installable skill definition
Quality Score
Category
Content & MediaSupported Platforms
Our assessment of anti-hallucination
anti-hallucination scores 87/100 on our quality scale, 298th of 622 Content & Media skills we index (top 48%).
We have not analysed the SKILL.md file itself yet, so the content part of this score is an estimate until our crawler reaches it.
With 4,360 GitHub stars, it is one of the more widely adopted skills in the catalogue.
Maintenance, license and trust
- The repository was last updated 4 days ago, so anti-hallucination is actively maintained.
- No license is declared. By default that means all rights are reserved: you can read it, but reusing or redistributing it is not clearly permitted. Ask the author before building on it commercially.
- Its trust signals score 88/100, with 1 caution from licensing, adoption, age or documentation. These come from repository metadata, not a code audit — read the skill file before letting an agent act on it.
anti-hallucination compared with similar skills
All 4 of these similar skills score higher than anti-hallucination; compare them before choosing.
| Skill | Score | Stars | Updated | Format |
|---|---|---|---|---|
| anti-hallucination (this skill)by brycewang-stanford | 87 | 4.4k | 4d ago | SKILL.md |
| Agent-Reachby Panniantong | 100 | 85.7k | 12d ago | CLAUDE.md |
| headroomby headroomlabs-ai | 100 | 73.9k | today | CLAUDE.md |
| crawl4aiby unclecode | 100 | 84.4k | 2d ago | MCP Server |
| Scraplingby D4Vinci | 100 | 84.0k | today | MCP Server |
Frequently asked questions
- How do I install anti-hallucination?
- Run
npx skills add brycewang-stanford/Auto-Empirical-Research-Skills --skill anti-hallucination. The install tabs above show the steps for each supported agent. - Which AI agents does anti-hallucination work with?
- It is written for Claude Code, as a SKILL.md file. Other agents that read the same format can often use it too.
- Is anti-hallucination safe to use?
- It declares no license and scores 88/100 on trust signals. Skills are instructions an agent will follow, so read the file before installing it and do not approve commands you do not understand.
- Is anti-hallucination still maintained?
- The repository was last updated 4 days ago, so anti-hallucination is actively maintained.
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Languages
Trust signals
From repository metadata: license, adoption, age and documentation. Not a code audit — see the Safety scan above for what the skill file itself contains.