---
title: "Avoid Hallucinating Specifics - Air Market"
description: "The confident answer that turns out to be invented is worse than no answer, because you act on it. This addresses stating exact details when the real state is uncertain, and asks for the uncertainty…"
canonical: "https://airmarket.ai/app/avoid-hallucinating-specifics"
---

[Air Market](/) / [Developer Tools](/category/devtools) / Avoid Hallucinating Specifics

Skill by [AIMING Lab](/@aiming-lab)

# Avoid Hallucinating Specifics

Hear "I am not sure" instead of a confident wrong answer

## What this does

The confident answer that turns out to be invented is worse than no answer, because you act on it. This addresses stating exact details when the real state is uncertain, and asks for the uncertainty to be said out loud instead. Reach for it when precise details matter and you need to know which ones are solid.

### Top 3 things it does for you

- Flag the parts you are unsure about
- Stop guessing at endpoints and signatures
- Say which specifics need checking

## Information

**Avoid Hallucinating Specifics at a glance**

|  |  |
| --- | --- |
| Kind | Skill |
| Publisher | [AIMING Lab](/@aiming-lab) |
| Category | [Developer Tools](/category/devtools) |
| Works with | Agent Skills - an open standard supported by 40+ agents |
| Size | 910 bytes |
| Licence | MIT |
| Repository | [aiming-lab/MetaClaw](https://github.com/aiming-lab/MetaClaw/tree/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/avoid-hallucinating-specifics) |
| GitHub stars | 3,496 (as of Nov 2026) |

## Security report

**Verified.** AIR scanned this exact version of Avoid Hallucinating Specifics and flagged nothing. AIR's verdict: **safe**.

**What Avoid Hallucinating Specifics's check was run against**

|  |  |
| --- | --- |
| Commit | fc163ba8a12ba5e6950544c3e0d55707c16e2a7e |
| Content hash | 5b9327a9dcab1a4e8b246a4f158e7840d4a992509268a4806a0c09bb283258ff |
| Files read | [Browse the files at this exact commit](https://github.com/aiming-lab/MetaClaw/blob/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/avoid-hallucinating-specifics/SKILL.md) |

A scan is named by the exact content it read, not by a version number. A different version is a different artifact, and nothing here applies to a version AIR has not scanned.

[Read the full security report for Avoid Hallucinating Specifics](/security/avoid-hallucinating-specifics)

## About Avoid Hallucinating Specifics

This addresses a common mistake: stating specific facts - API endpoints, library versions, config options, function signatures - with false confidence when the truth is uncertain.

The rule it applies is simple: flag the uncertainty rather than guessing the specifics.

## What's inside

- SKILL.md - instructions

## Questions

### Is Avoid Hallucinating Specifics safe to install?

AIR scanned this exact version of Avoid Hallucinating Specifics and flagged nothing. AIR's verdict: safe. The verdict is named by the content that was read, at commit fc163ba8a12b, so it cannot drift onto a version nobody scanned. The full report is at https://airmarket.ai/security/avoid-hallucinating-specifics.

### How do I install Avoid Hallucinating Specifics?

Open https://airmarket.ai/app/avoid-hallucinating-specifics on Air Market and use the install action: Air Market hands Claude a prompt naming this exact skill, and Claude sets it up. Source, pinned to the exact commit this listing describes: https://github.com/aiming-lab/MetaClaw/tree/fc163ba8a12ba5e6950544c3e0d55707c16e2a7e/memory_data/skills/avoid-hallucinating-specifics. Install from that link, not the branch.

## Related on Air Market

- [More Developer Tools listings](/category/devtools)
- [Everything by AIMING Lab](/@aiming-lab)

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Canonical URL: <https://airmarket.ai/app/avoid-hallucinating-specifics>