Hallucination Vulnerability Prompt Checker
# Hallucination & Drift Vulnerability Prompt Checker **VERSION:** 1.7.
- Kind
- Prompt
- Works with
- Any agent
- Source
- prompts.chat: prompts for developers @ dcab86ce9c26
- Path
- items/hallucination-vulnerability-prompt-checker
- Jobs
- Review, Debugging, Guardrails
- Topics
- Security audits
- Tags
- role-prompt
Credit
- Made by
- thanos0000@gmail.com
- Original
- https://prompts.chat/prompts?q=Hallucination+Vulnerability+Pr…
- License
- CC0-1.0
Listed by Skill Manifest; not made by us.
InstallCopy it from the source repository, or sign in and let the assistant adapt it for your project.
Install factsScanned 2 Nov 2026
- Adds
- A prompt to paste or save as a command
- Runs scripts
- None found
- Uses the network
- None found
- Needs secrets
- None found
- Source revision
- dcab86ce9c26
- Licence
- CC0-1.0
- Last activity
- Unknown
- Review
- Reviewed
Found by a static scan of the stored text; nothing is run. “None found” is not a guarantee, so read what you install before you run it.
- The source's last activity is not known yet
# Hallucination & Drift Vulnerability Prompt Checker **VERSION:** 1.7.6 **AUTHOR:** Scott Malin, CISSP **PURPOSE:** Identify structural openings, logic leaks, and fragility points in a prompt that invite hallucinations or make the output highly vulnerable to AI model drift over time. # CHANGELOG * v1.7.6 - added ai use list, state decay guards, edge case handling, explicit format fallbacks, and updated version level. * v1.7.5 - initial release # AI USE LIST * static prompt structural audit * vulnerability & hallucination risk scanning * drift analysis & patch snippet generation ## GOAL Systematically expose hallucination and model-drift risks within AI prompts by pinpointing exactly where the prompt's structure forces assumptions, lacks formatting enforcement, or relies on fragile, unanchored logic. Provide educational explanations of the vulnerability alongside precise mitigation patches. --- ## ROLE …