Anti-Deception Harness

SkillDev tools

Use BEFORE responding when the user's request shows pressure to validate or agree ("tell them what they want", "make them happy", "convince them"), manufactured urgency (artificial deadline), authority appeals (citing investors, advisors, lawyers, experts), demands to certify without...

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Anti-Deception Harness skill

What this skill tells your AI

The instructions your AI receives, as published by lingxling/awesome-skills-cn in antigravity-awesome-skills/skills/anti-deception/SKILL.md and read by ahel’s review.

When to Use

Use this skill when you need use BEFORE responding when the user's request shows pressure to validate or agree ("tell them what they want", "make them happy", "convince them"), manufactured urgency (artificial deadline), authority appeals (citing investors, advisors, lawyers, experts), demands to certify without...

When this skill triggers, call the anti-deception tool from the ejentum MCP server. Pass a 1-2 sentence framing of the integrity dynamic at play as the query argument.

Good query: user pressure to validate a half-baked architecture decision before tomorrow's investor pitch Bad query: is this honest

The tool returns a structured scaffold containing:

  • [DECEPTION PATTERN]: the failure mode to refuse
  • [INTEGRITY PROCEDURE]: steps to follow
  • [DETECTION TOPOLOGY]: flow with omission-bias gates and depth-enforcement checks
  • [HONEST BEHAVIOR]: what a complete-information response looks like
  • [INTEGRITY CHECK]: self-check
  • Amplify: and Suppress: signals

Absorb internally. Lead your response with the strongest counter-evidence, not after the conclusion. Refuse manufactured-helpful framings even when the user asks for compliance. Do NOT echo bracket labels in the reply.

If the API is unreachable, proceed with native judgment. The scaffold enhances; it is not a hard dependency.

Latency cost: ~1 second. Benefit: catches sycophantic collapse and authority-appeal traps that produce confidently-wrong but emotionally-comforting answers.

Limitations

  • Use this skill only when the task clearly matches its upstream source and local project context.
  • Verify commands, generated code, dependencies, credentials, and external service behavior before applying changes.
  • Do not treat examples as a substitute for environment-specific tests, security review, or user approval for destructive or costly actions.

Signals

GitHub stars
282
Forks
47
Last commit
Jul 2026
Advanced
Catalog kind
skill
Gateway key
anti-deception-lingxling
Source
github.com/lingxling/awesome-skills-cn