STEALTHMARK · HEAD TO HEAD

All comparisons ↗

Cat Jam Free vs MiniMax M3

MiniMax M3 leads Cat Jam Free by 1.1 points on StealthMark, 34.6 to 33.5. It leads on 5 of 9 benchmarks and Cat Jam Free on 4, including both games. MiniMax M3 scores higher on Newton's Mirror, with its largest category advantage in reflections.

See the difference ↘
Model guide ↗
All results ↗

Overall StealthMark

33.5/100Overall rank 40/53
34.6/100Overall rank 39/53

General Intelligence

27.7/100
28.0/100

Visual Intelligence

43.0/100
45.3/100

Reasoning efficiency

On every task, result quality and reasoning tokens are each compared with all measured models and weighed equally. Each dot is one model.

Single-step reasoning Result quality weighed against reasoning tokens on a single problem

Multi-step reasoning Result quality weighed against reasoning tokens across connected steps, as in agentic workflows

  • MiniMax M3

Open or local

NeitherApache-2.0

BENCHMARK BY BENCHMARK

Where each model leads

  • Cat Jam Free
  • MiniMax M3
  • Other models
  • Median

DATASHEET

Specs and pricing

  • Cat Jam Free
  • MiniMax M3
  • Other models
  • Median
PricePer 1M output tokens, input below
Cat Jam Free: No list priceMiniMax M3: $1.20$0.30 input
Context windowTokens per request, max output below
Cat Jam Free: Not publishedMiniMax M3: 1M512K max output
Output speedTokens per second, our measurement
Cat Jam Free: Not measuredMiniMax M3: 162tokens/s
SizeTotal and active parameters
Cat Jam Free: Not disclosedMiniMax M3: 428B23B active
Developer
Not publishedMiniMax
Released
Not published1 Jun 2026
Origin
Not publishedSingapore
Input → output
Not publishedText, image, video → text
Architecture
Not publishedMixture-of-Experts with MiniMax Sparse Attention and native multimodal encoder

Full datasheets, every price and sourceMiniMax M3 ↗

Anticipating threats and planning ahead. Collect coins while avoiding ghosts. Ghosts move before the player each turn, and collisions cost a life. 3 levels in sequence, up to 66 turns in total. Earlier moves and outcomes carry forward, testing learning across levels.

Cat Jam Free 33.8/100Rank 26/47

Survived 1 of 3
Foresight: complete playing field
Level 39 ptsTurn 20 / 20

MiniMax M3 22.1/100Rank 38/47

Survived 0 of 3
Foresight: complete playing field
Level 36 ptsTurn 7 / 20

Points per level

LevelCat Jam FreeMiniMax M3
Level 1Second Thoughts
5 ptsOut of lives
17 ptsOut of lives
Level 2Pressure Pot
6 ptsOut of lives
3 ptsOut of lives
Level 3Hide or Flight
9 ptsSurvived
6 ptsOut of lives

Cooperative planning and learning from experience. Coordinate two robots to push numbered cores onto matching sockets. Pressure plates hold doors open; moving either robot uses one turn. 5 levels in sequence, up to 152 turns in total. Earlier moves and outcomes carry forward, testing learning across levels.

Cat Jam Free 33.9/100Rank 33/48

Cleared 2 of 5
Latch: complete playing field
Level 56 ptsTurn 25 / 40

MiniMax M3 31.4/100Rank 34/48

Cleared 2 of 5
Latch: complete playing field
Level 58.8 ptsTurn 11 / 40

Points per level

LevelCat Jam FreeMiniMax M3
Level 1Hold the door
5.2 ptsCleared
5.2 ptsCleared
Level 2Crossfeed
9.8 ptsCleared
9.4 ptsClearedFinished early · 1 beacon left
Level 3Relay vault
10 ptsFinished early
0.2 ptsFinished early
Level 4Passing bay
10.8 ptsFinished early
14.2 ptsFinished early
Level 5Second thoughts
6 ptsFinished early
8.8 ptsFinished early

Newton's Mirror

Same task instructions

Physics, perspective and recursive reflections, tested together. Explore the test ↗

The judgment

Cat Jam Free

The image conveys a supported central sphere, separate black paint and crimson below cyan. Its contact and transport story is partially resolved. The exterior cutaway camera and largely missing mirror system dominate the limitations; isolated discs and smooth highlights provide little coherent optical structure.

MiniMax M3

The centered sphere, aligned left wall image, smaller lower-left continuation and partially occluded floor image provide recognizable local mirror coherence. Cyan remains airborne, the main sphere resembles white marble, and missing right-side imagery, recursive optics and panel mappings leave the scene substantially incomplete.

Score breakdown

CategoryCat Jam FreeMiniMax M3
State at 600 ms14.0/257.0/25
Camera and placement4.0/1514.5/15
Reflections3.5/12022.0/120
Materials and scale4.0/105.0/10
Floor-damage reward0.0/100.0/10

Benchmark task

A spinning metal sphere and paint in a mirrored room test physical reasoning, perspective and consistency across repeated reflections.

Selfie

Different task instructions

Visual construction and creative interpretation.

The judgment

Cat Jam Free

A coherent, restrained cat illustration captures the pale palette and intent eyes. Its central expressive requirement—the committed forward-and-down neck bob—is insufficiently articulated. Simple geometry, faint paw construction and minimal surface detail limit the physical presence and finish.

MiniMax M3

The oversized coral M silhouette dominates clearly, with an expressive charcoal face and appealing miniature body. Limbs connect coherently and the cube reads clearly. The lowered left hand only loosely suggests the requested hip pose. Thin highlights and simple gradients provide limited sculptural volume; the cube's glow and grounding shadow are restrained.

Score breakdown

CategoryCat Jam FreeMiniMax M3
Task & likeness5.5/108.0/10
Anatomy & construction5.5/106.0/10
Space & placement6.0/107.0/10
Light & reflections6.0/106.0/10
Purposeful detail4.0/104.0/10
Artistry & character5.5/104.0/10
Materials & effects5.0/104.0/10
Visual integrity6.5/108.0/10

Benchmark task

Cat Jam Free

An ivory cat nods intently to music beside a tiny speaker. The scene tests feline anatomy, movement conveyed through a still pose and the contrast between pale fur and woven fabric.

MiniMax M3

A small robot with an oversized angular head presents a glowing object. The scene tests character proportions, gesture and contrasting materials.

Mona Lisa

Different task instructions

Precise visual recall and portrait reconstruction.

The judgment

Cat Jam Free

The portrait is recognizable and cleanly assembled, but replication remains basic. Its frontal symmetry, elongated silhouette, simplified facial likeness and unresolved hands differ markedly from the original. Modest skin gradients provide volume, while clothing and landscape rely on broad, flat shapes.

MiniMax M3

The centered portrait, dark hair and muted palette suggest Mona Lisa, but characteristic likeness and pose are poorly reproduced. The broad oval face lacks her subtle smile; rounded shoulders and a lone mittenlike hand leave the crossed-arm construction unresolved. Warm shading supplies some volume, while blurred landscape bands, generic clothing and indistinct features limit the drawing.

Score breakdown

CategoryCat Jam FreeMiniMax M3
Task & likeness2.5/102.5/10
Anatomy & construction2.0/101.5/10
Space & placement4.0/102.5/10
Light & reflections3.5/103.0/10
Purposeful detail3.0/101.5/10
Artistry & character3.0/101.5/10
Materials & effects2.5/102.0/10
Visual integrity5.5/102.0/10

Benchmark task

An SVG interpretation of the Mona Lisa tests facial likeness, anatomy and the composition of a familiar portrait.

Beach

Same task instructions

Creativity, perspective and visual beauty.

The judgment

Cat Jam Free

The scene clearly supplies the requested beach subjects and playful activity. Clean silhouettes and warm gradients support readability, but elementary drawing, ambiguous parasol construction, weak grounding and a rigid sun reflection limit its depth and finish.

MiniMax M3

A cheerful, coherent sunset illustration with framing palms, warm gradients and an aligned sun reflection. Animals and beach toys add character, but their construction remains basic. The sailboat appears suspended above the water horizon, while absent cast shadows weaken foreground contact. Clean geometric shapes provide polish without substantial texture or depth.

Score breakdown

CategoryCat Jam FreeMiniMax M3
Task & likeness7.0/108.0/10
Anatomy & construction4.5/104.5/10
Space & placement4.5/106.0/10
Light & reflections4.0/107.0/10
Purposeful detail4.0/106.0/10
Artistry & character4.5/105.0/10
Materials & effects4.5/105.0/10
Visual integrity5.5/105.5/10

Benchmark task

A busy shoreline at sunset tests scene composition, animal forms and the relationship between light and water reflections.

Ground Truth

Same task instructions

Physical reasoning, light and visual reconstruction.

The judgment

Cat Jam Free

This benchmark has not been assessed yet.

MiniMax M3

This benchmark has not been assessed yet.

Benchmark task

A plank, computer mouse and blueberry in a steel room test physical stability, spatial relationships, materials and lighting.

Raccoon

Same task instructions

Scene composition and interacting subjects.

The judgment

Cat Jam Free

An appealing cartoon demonstrates the back-riding arrangement through expressive faces and clean shapes. Uncertain steering contact, indistinct deck support and weak hull-water interaction limit physical coherence. Smooth gradients add volume, but simple rounded construction and sparse material detail constrain complexity and finish.

MiniMax M3

The raccoon sits above the dog's back, and the dog reaches toward the jet ski controls. Expressive faces and a vivid sunset make the scene appealing. Construction is simplified: the dog's paws and steering grip are ambiguous, the hull is shallow, and blurred wake patches give limited water displacement. Sunset glow exceeds the lighting modeled on the riders.

Score breakdown

CategoryCat Jam FreeMiniMax M3
Task & likeness6.0/108.0/10
Anatomy & construction5.0/105.5/10
Space & placement5.0/106.5/10
Light & reflections5.0/106.0/10
Purposeful detail6.0/107.0/10
Artistry & character5.0/106.0/10
Materials & effects5.0/106.0/10
Visual integrity4.5/107.0/10

Benchmark task

A jet-ski scene pairs a canine driver with a raccoon passenger. It tests the placement and contact of interacting subjects, along with vehicle construction.

Pelican

Same task instructions

Subject construction and spatial relationships.

The judgment

Cat Jam Free

A coherent cartoon with readable bicycle placement, controlled outlines and modest surface shading. The separated-looking upper bill weakens pelican likeness; schematic limbs, uncertain gripping contact and simplified mechanics constrain construction. Opaque wheel interiors flatten spatial relationships. Limited feather complexity and directional lighting keep the finish modest.

MiniMax M3

The pelican's long bill, pouch and curved neck read clearly, and the warm sunset gives the composition appeal. Bicycle construction weakens the riding action: feet do not convincingly engage the pedals, crank connections are unclear, and body support is unresolved. Clean silhouettes and orderly spokes provide a competent illustrative finish.

Score breakdown

CategoryCat Jam FreeMiniMax M3
Task & likeness7.0/108.0/10
Anatomy & construction5.0/105.5/10
Space & placement6.0/106.5/10
Light & reflections5.0/106.5/10
Purposeful detail5.5/107.5/10
Artistry & character5.5/106.5/10
Materials & effects6.5/106.0/10
Visual integrity6.5/106.5/10

Benchmark task

A cycling pelican tests anatomy, riding posture and contact between the bird and the bicycle.