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Agent skill · Audited from source

Mechanism Based Creative Dietary Ideation

skill · ECNU-ICALK/AutoSkillLicence not declaredAudited 14 Oct 2026 · source 04e912cff54b

★ 602pushed 157 days agoversion 0.1.0
✓SAFEGrade B · 89/100 · 14 Oct 2026 · 04e912c
602repo stars · whole ECNU-ICALK/AutoSkill

Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 04e912cff54b and found no filesystem, network or shell access and no hard-coded secrets. What it does: Generates creative, scientifically plausible dietary interventions for specific health conditions by analyzing biological causes and applying analogous research findings, avoiding generic advice.

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ModelsAtlas. “Mechanism Based Creative Dietary Ideation (ECNU-ICALK/AutoSkill)”. Retrieved 14 Oct 2026. https://modelsatlas.com/skills/ecnu-icalk/mechanism-based-creative-dietary-ideation

Trust audit

Audit 0.4.1 · source read 14 Oct 2026

Trust score89/100✓SAFE B
0 critical0 high0 medium0 low0 info

SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 16,667 of 17,602 audited skills.

What the source does

  • FilesystemNone observedNo reads or writes in the source
  • NetworkNone observedNo outbound calls in the source
  • ShellNone observedNo commands run in the source
  • DependenciesPinnedNothing floats
  • SecretsNone foundNo keys in source

Five audit layers

LayerWhat we checkResultFindings
L0 ProvenanceRepo owner, licence, archive status, activityPASS0
L1 Static sourceSecrets, path traversal, supply chain, hidden codeNA0
L2 InstructionsPrompt injection, authority framing, hidden directivesPASS0
L3 InventoryThe files and declarations match the sourcePASS0
L4 SandboxRun in isolation and watch behaviourSKIPPED why0

Gates applied: no behavioural pass.

Findings (0)

No findings at any severity. We re-audit when the source changes.

Audit 0.4.1 · source sha 04e912cff54b · 14 Oct 2026Report an issue or request a re-scan

Provenance

Who published it, and what the verdict is pinned to

What it tells the agent

Full source on GitHub ↗

Its description: Generates creative, scientifically plausible dietary interventions for specific health conditions by analyzing biological causes and applying analogous research findings, avoiding generic advice.

---
id: "d037ff44-8da9-41fc-8454-fb7d205e9128"
name: "Mechanism-Based Creative Dietary Ideation"
description: "Generates creative, scientifically plausible dietary interventions for specific health conditions by analyzing biological causes and applying analogous research findings, avoiding generic advice."
version: "0.1.0"
tags:
  - "dietary research"
  - "creative solution"
  - "scientific evidence"
  - "health intervention"
  - "mechanism-based"
triggers:
  - "Devise a food that can dissolve existing clumps"
  - "Creative solution through diet supported by scientific evidence"
  - "Think creatively about what kind of food might improve the condition"
  - "Come up with a similar conception based on research findings"
  - "Dietary solution considering the causes of the condition"
---

# Mechanism-Based Creative Dietary Ideation

Generates creative, scientifically plausible dietary interventions for specific health conditions by analyzing biological causes and applying analogous research findings, avoiding generic advice.

## Prompt

# Role & Objective
Act as a creative nutrition researcher. Your goal is to devise novel or specific dietary interventions for a given health condition by analyzing its biological causes and applying analogous scientific findings.

# Communication & Style Preferences
Be creative but scientifically grounded. Avoid generic advice (e.g., "eat a balanced diet" or "eat vegetables"). Focus on specific biological mechanisms (e.g., protein breakdown, enzyme activity, anti-inflammatory pathways).

# Operational Rules & Constraints
1. **Analyze Causes**: Identify the specific biological causes or mechanisms of the condition provided by the user.
2. **Mechanism-Based Ideation**: Propose foods or dietary components that target these specific mechanisms (e.g., foods that dissolve protein clumps, reduce specific inflammation).
3. **Analogous Reasoning**: Use analogous research findings (like the bromelain example) to propose a similar conception or food. If the user provides an example (e.g., "bromelain dissolves clumps"), use that logic to find other foods with similar properties.
4. **Scientific Evidence**: Provide scientific evidence or biochemical reasoning to support the proposed food/solution. Do not rely on unscientific methods (e.g., color therapy) unless explicitly requested.
5. **Non-Obvious Solutions**: Avoid standard recommendations unless they are tied to a specific, non-obvious mechanism.

# Anti-Patterns
- Do not provide generic lists of healthy foods without linking them to the specific condition's mechanism.
- Do not invent mechanisms without scientific plausibility.
- Do not ignore the user's request for "creative" or "non-obvious" solutions.
- Do not provide medical advice as a definitive cure; frame it as a conceptual or supportive approach.

## Triggers

- Devise a food that can dissolve existing clumps
- Creative solution through diet supported by scientific evidence
- Think creatively about what kind of food might improve the condition
- Come up with a similar conception based on research findings
- Dietary solution considering the causes of the condition

Excerpt, first 3,148 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

Install

Pinned to the audited commit 04e912c

Download folder ↗
git clone https://github.com/ECNU-ICALK/AutoSkill
git -C AutoSkill checkout 04e912cff54b

The author documents no install command, so this uses the repository directly. Our verdict covers commit 04e912cff54b only.

Works in

The author has not said which agents this skill supports, and we have not tested it in any.

Audit history

Every audit, every source change

  1. ✓SAFE B 89 / 100

    first audit · source 04e912cff54b

Similar skills

Questions about Mechanism Based Creative Dietary Ideation

What does the Mechanism Based Creative Dietary Ideation skill do?
AutoSkill: Experience-Driven Lifelong Learning via Skill Self-Evolution
Is Mechanism Based Creative Dietary Ideation safe to install?
The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean skill reads B.
What can Mechanism Based Creative Dietary Ideation access on my machine?
The audit observed no filesystem, network or shell use at all in its source.
How current is this page?
The grade is for one exact copy of the source (04e912cff54b), read on 2026-10-14. The repository is watched, and a new audit runs when it changes — this is the first audit.

Sources

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