Healthy Food Guide by KarbCoach
Trader Joe's S'Mores Clusters: Food Integrity analysis
Quick answer
Lower integrity
Trader Joe's s'mores clusters received a Food Integrity Score of 52 out of 100 (lower integrity). This reflects highly processed and moderate additive load. This product blends simple ingredients with more processed elements, e.g., emulsifiers and refined oils. While containing familiar items like chocolate and marshmallows, it also embeds elements typically associated with ultra-processed foods. Consumption should be occasional, focusing on simple alternatives for a cleaner diet if desired. Main considerations include additive load and processing. Opt for simpler s'mores ingredients.
Food Integrity Score 52/100
What stood out on the label?
- Highly processed
- Moderate additive load
- Transparency: Medium
What to watch?
- Additive load
- Processing
Simpler options to consider
- Opt for simpler s'mores ingredients
You are viewing ingredients and processing. Switch to Longevity for nutrition and longer-term eating pattern fit.
Source data, GTIN, and Healthy Food Guide analysis details
Product facts
- Product
- Trader Joe's S'Mores Clusters
- Brand
- Trader Joe's
- Category
- Sweets & Desserts (source: Chocolate Covered Marshmallows)
- GTIN / UPC
00000000765596- Serving size
- 36 g (36 g)
- Source data — ingredients
- Ingredient list from product label data (see Sources)
- Healthy Food Guide analysis
- Independent Longevity and Food Integrity scorecards. See methodology under Sources.
- Data last verified
Food Integrity results

S'Mores Clusters
Trader Joe's
Lower integrity
Warning Signs
Ingredients like carrageenan and soy lecithin are often questioned in health spaces.
Consider This
Look for the multiple emulsifiers and refined oils that signal a highly processed product.
Good Substitutes
Opt for homemade s'mores using simple chocolate, marshmallows, and graham crackers.
Overall Assessment
Lower integrityThis product blends simple ingredients with more processed elements, e.g., emulsifiers and refined oils. While containing familiar items like chocolate and marshmallows, it also embeds elements typically associated with ultra-processed foods. Consumption should be occasional, focusing on simple alternatives for a cleaner diet if desired.
Key Highlights
What stood out
- Additive load
- Processing
Family Watchlist
Ingredients some users may personally want to know about.
- Soy Lecithin — Contains emulsifier
- Carrageenan — Contains carrageenan
Highest concern ingredients
- Mini Marshmallows (7/10) — Higher concern due to carrageenan and flavors.
Better choice tips
- Opt for simpler s'mores ingredients.
Ingredients
Ingredient list
Milk Chocolate (Sugar, Milk, Unsweetened Chocolate, Cocoa Butter, Soy Lecithin [Emulsifier], Natural Vanilla Flavor), Mini Marshmallows (Tapioca Syrup, Cane Sugar, Water, Tapioca Starch, Carrageenan, Soy Protein Concentrate, Natural Vanilla Flavor), Graham Cracker (Graham Flour, Brown Sugar, Palm Oil, Canola Oil, Cane Sugar, Unbleached Enriched Flour [Wheat Flour, Niacin, Reduced Iron, Thiamine Mononitrate, Riboflavin, Folic Acid), Invert Sugar Syrup, Honey, Sea Salt, Sodium Bicarbonate, Natural Flavor, Ammonium Bicarbonate, Soy Lecithin [Emulsifier])
Formulations can vary — check the package label for the final word.
Highest-concern ingredients first. Expand an item for notes.
Mini Marshmallows (Tapioca Syrup, Cane Sugar, Water, Tapioca Starch, Carrageenan, Soy Protein Concentrate, Natural Vanilla Flavor)Concern 7/10 — Higher concernSugary treatWatchlist
What this is
Sugary treat
Processing category
Processed
Main concern area
Additive load
Why it matters
Use of carrageenan and flavors.
Additional note
Carrageenan and flavors included.
Family watchlist
Contains carrageenan
Graham Cracker (Graham Flour, Brown Sugar, Palm Oil, Canola Oil, Cane Sugar, Unbleached Enriched Flour [Wheat Flour, Niacin, Reduced Iron, Thiamine Mononitrate, Riboflavin, Folic Acid), Invert Sugar Syrup, Honey, Sea Salt, Sodium Bicarbonate, Natural Flavor, Ammonium Bicarbonate, Soy Lecithin [Emulsifier])Concern 6/10 — Moderate concernBaked goodWatchlist
What this is
Baked good
Processing category
Processed
Main concern area
Processing
Why it matters
Use of emulifiers and oils.
Additional note
Refined oils and emulsifiers.
Family watchlist
Contains natural flavor
Milk Chocolate (Sugar, Milk, Unsweetened Chocolate, Cocoa Butter, Soy Lecithin [Emulsifier], Natural Vanilla Flavor)Concern 5/10 — Moderate concernSweetened chocolateWatchlist
What this is
Sweetened chocolate
Processing category
Processed
Main concern area
Additive load
Why it matters
Includes soy lecithin and flavor.
Additional note
Contains emulsifier and flavor.
Family watchlist
Contains emulsifier
This score is not a medical safety rating. It reflects ingredient processing and formulating principles. Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions.
How this product may fit different goals
The same food can look different depending on what matters most to you. Here is a general preview of how this product may align with several common goals.
Low-Spike Stability
Watch-outsMetabolic Health
For someone prioritizing Low-Spike Stability, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar", "syrup", "cane". See ingredients for details.)
Heart-Healthy Eating
Watch-outsMetabolic Health
For someone prioritizing Heart-Healthy Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Ingredients often higher in saturated fat (Mentions "palm oil". See ingredients for details.)
GLP-1 Eating Support
Watch-outsMetabolic Health
For someone prioritizing GLP-1 Eating Support, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar", "syrup", "cane". See ingredients for details.)
Low Sugar Lifestyle
Watch-outsMetabolic Health
For someone prioritizing Low Sugar Lifestyle, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar", "syrup", "cane". See ingredients for details.)
Appetite & Portion Awareness
Watch-outsMetabolic Health
For someone prioritizing Appetite & Portion Awareness, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Sweetener/sugar ingredients (Mentions "sugar", "syrup", "cane". See ingredients for details.)
Vegetarian
SupportiveDietary Patterns
For someone prioritizing Vegetarian, the available data suggest this product may align in helpful ways.
A supportive signal: Plant-food ingredients (Mentions "soy protein". See ingredients for details.)
Vegan
Watch-outsDietary Patterns
For someone prioritizing Vegan, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Animal-derived ingredients (Mentions "milk", "honey". See ingredients for details.)
Plant-Based
Watch-outsDietary Patterns
For someone prioritizing Plant-Based, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Animal-derived ingredients (Mentions "milk", "honey". See ingredients for details.)
Low-Carb Lifestyle
Watch-outsDietary Patterns
For someone prioritizing Low-Carb Lifestyle, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Carb-dense ingredients (Mentions "flour", "wheat flour", "enriched flour". See ingredients for details.)
This product has 1 additional signal for this goal.
Keto-Style Eating
Watch-outsDietary Patterns
For someone prioritizing Keto-Style Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Carb-dense ingredients (Mentions "flour", "wheat flour", "enriched flour". See ingredients for details.)
This product has 1 additional signal for this goal.
Low Gluten Eating
Watch-outsDietary Patterns
For someone prioritizing Low Gluten Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Gluten-related ingredients (Mentions "wheat", "graham". See ingredients for details.)
Minimally Processed Eating
Watch-outsDietary Patterns
For someone prioritizing Minimally Processed Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Higher processing level (Highly processed)
This product has 2 additional signals for this goal.
Whole-Food Focused Eating
Watch-outsDietary Patterns
For someone prioritizing Whole-Food Focused Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Higher processing level (Highly processed)
This product has 2 additional signals for this goal.
Reduce Ultra-Processed Foods
Watch-outsDietary Patterns
For someone prioritizing Reduce Ultra-Processed Foods, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Higher processing level (Highly processed)
This product has 2 additional signals for this goal.
Mediterranean-Style Eating
Watch-outsDietary Patterns
For someone prioritizing Mediterranean-Style Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Ingredients often higher in saturated fat (Mentions "palm oil". See ingredients for details.)
Paleo-Style Eating
Watch-outsDietary Patterns
For someone prioritizing Paleo-Style Eating, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Grain/legume ingredients (Mentions "wheat", "flour", "soy". See ingredients for details.)
This product has 2 additional signals for this goal.
Healthy Fat Focus
Watch-outsDietary Patterns
For someone prioritizing Healthy Fat Focus, the analysis identifies considerations that may matter more than the general product score alone.
A consideration: Ingredients often higher in saturated fat (Mentions "palm oil". See ingredients for details.)
Athletic Fueling
NeutralAthletic Performance
For someone prioritizing Athletic Fueling, the Food Integrity data do not show a strong matching signal for this product.
Workout Recovery
NeutralAthletic Performance
For someone prioritizing Workout Recovery, the Food Integrity data do not show a strong matching signal for this product.
Strength & Protein Focus
NeutralAthletic Performance
For someone prioritizing Strength & Protein Focus, the Food Integrity data do not show a strong matching signal for this product.
Pescatarian
NeutralDietary Patterns
For someone prioritizing Pescatarian, the Food Integrity data do not show a strong matching signal for this product.
See how this product fits your goals
Choose what matters most to you and explore a more detailed interpretation of this product's nutrition, ingredients, and tradeoffs.
Understanding the Food Integrity analysis
What the Food Integrity analysis evaluates
The Food Integrity analysis focuses on how a packaged food is formulated and made. It examines processing level, ingredient quality, additives, oils, sweeteners, purity cues, and how clearly a label communicates what is in the product. The Food Integrity Score summarizes that formulation and transparency picture on a 0–100 scale. It is not a full nutrient report and it is not a personalized meal plan.
Why processing, ingredients, and transparency matter
Processing level and ingredient quality shape what you are actually eating beyond calories on the label. Additives, industrial oils, and intense sweeteners can change how clean or heavily engineered a product feels, even when the front of pack looks wholesome. Purity and transparency matter because incomplete or marketing-heavy labeling can hide tradeoffs that only show up when the full ingredient list is reviewed carefully.
Who may prioritize Food Integrity
Some people care mainly about Food Integrity because their dietary goals center on formulation rather than macros alone. Examples include checking vegetarian or vegan suitability, preferring simpler ingredient sources, avoiding certain additives or sweeteners, watching oil choices, or preferring less processed options. For those priorities, the Food Integrity Score can be the more practical first read.
How Food Integrity differs from Longevity
Food Integrity is the focused analysis of processing, ingredients, additives, purity, and transparency. Longevity is the broader analysis of nutritional composition, metabolic and dietary characteristics, processing, and ingredient quality together. Favorable nutrition values do not necessarily mean strong Food Integrity: a product can look balanced on macros yet still rely on heavy processing or additives that the Food Integrity analysis flags in more detail.
Why the two analyses overlap—and why to review Longevity too
The analyses overlap intentionally. Food Integrity–related characteristics contribute to Longevity, and Longevity still benefits from the same ingredient-quality lens. They are not competing verdicts; they answer different questions at different depths. Reviewing the Longevity analysis can add information about nutritional composition, metabolic characteristics, and dietary balance that Food Integrity alone does not emphasize. Looking at both usually gives the most complete understanding of tradeoffs.
Common questions about this product
Is Trader Joe's S'Mores Clusters highly processed?
Food Integrity lists processing level as Highly processed. That reflects formulation and processing signals from the ingredient analysis — not a medical or regulatory classification.
Why are the Longevity and Food Integrity scores different?
Longevity emphasizes nutrition per serving and longer-term dietary alignment. Food Integrity emphasizes ingredients, additives, processing, and label transparency. The same product can score differently on those lenses.
How much fiber is in one serving?
Trader Joe's S'Mores Clusters shows about 0g of fiber per labeled serving in the Longevity nutrition facts.
Does it contain added sugar?
Trader Joe's S'Mores Clusters: 19g added sugar per serving. Confirm the current package Nutrition Facts and ingredient list.
What helped the Longevity Score?
Key positives called out in the analysis include: Simple ingredient list; Contains some protein.
What prevented a perfect Longevity Score?
Key concerns noted include: High in added sugar; Low in fiber; Moderate saturated fat.
Who might evaluate this product differently?
People prioritizing different goals (for example lower carbs, higher protein, or minimally processed eating) may weigh the same sweets & desserts differently. Use the goal preview on this page, then personalize in KarbCoach for your priorities.
Source data and Healthy Food Guide analysis
- Public label databases (including USDA FoodData Central and Open Food Facts) — Possible sources for package ingredients and nutrition.
- Healthy Food Guide analysis (Longevity and Food Integrity) — Independent Longevity and Food Integrity scorecards.
- How the Longevity Score is calculated
- How the Food Integrity Score is calculated
- Scoring models: KarbCoach Longevity and Food Integrity.
- Independent analysis. No manufacturer affiliation.
- Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions. Full sources and safety details.
Label accuracy and safety information
Formulations can vary by region, size, and packaging. Check the package label for ingredients, allergens, and nutrition. Not medical advice — do not use this site or the KarbCoach mobile app for allergy or health decisions.
See how this item lines up with your goals
Healthy Food Guide covers this product in detail. In KarbCoach, your goals shape what matters most for your meals.
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