- Rank
- #273
- Total Output Tokens
- 1,818,271
- Response Time (avg)
- 140.39s
- Total Cost
- $0.000
North Mini Code (medium) vs Gemini 2.5 Flash
Gemini 2.5 Flash leads on average score with 5.5 vs 5.4. North Mini Code (medium) has the lower benchmark cost at $0.000 vs $0.017. Gemini 2.5 Flash is faster at 6.00s vs 140.39s, with pass rates of 42.0% vs 37.7%.
Compared models
- Rank
- #266
- Total Output Tokens
- 1,890
- Response Time (avg)
- 6.00s
- Total Cost
- $0.017
Recommended model
Gemini 2.5 Flash
It has the best score here (5.5), while responding about 23.4x faster than North Mini Code (medium).
Detailed comparison
| Metric | North Mini Code North Mini Code medium Free Available | Gemini 2.5 Flash Gemini 2.5 Flash none |
|---|---|---|
| Score | 5.4 | 5.5 |
| Rank | #273 | #266 |
| Reliability | 8.9 | 10.0 |
| Consistency | 8.6 | 9.6 |
| Attempts | 61/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 42.0% | 37.7% |
| Flaky tests | 4 | 1 |
| Total Runs | 61 | 69 |
| Cost per result | 0.000 | 0.209 |
| Total Cost | $0.000 | $0.017 |
| Input Price | $0.000 / 1M | $0.300 / 1M |
| Output Price | $0.000 / 1M | $2.500 / 1M |
| Total Input Tokens | 166,347 | 39,886 |
| Output Tokens | 423,884 | 1,890 |
| Reasoning Tokens | 1,394,387 | 0 |
| Response Time (avg) | 140.39s | 6.00s |
| Response Time (max) | 786.72s | 118.00s |
| Response Time (total) | 3229.07s | 138.04s |
| Parameters | 30B total (3B active) | ~350B total (~20B active) |
| Availability | Open source | Closed |
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#273 North Mini Code
medium- Cost
- $0.000
- Time
- 51.8s
- Tokens
- 12,460 tok
#266 Gemini 2.5 Flash
none
Invalid SVG
- Cost
- $0.164
- Time
- 215.5s
- Tokens
- 65,659 tok
Top Models by Score
Score vs Total Cost
Response Time (avg)
Score vs Response Time (avg)
Total Output Tokens
Score vs Total Output Tokens
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 3.9 | 9.6 | 0.0% | 0 | 105.20s | 84,605 | 0 | 53,480 | |
| Gemini 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 1.81s | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 8.4 | 10.0 | 75.0% | 0 | 64.79s | 324 | 64,441 | 68,535 | |
| Gemini 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 582ms | 492 | 102 | 0 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 4.5 | 4.9 | 33.3% | 2 | 320.43s | 7,119 | 219,891 | 561,569 | |
| Gemini 2.5 Flash | 5.5 | 10.0 | 33.3% | 0 | 736ms | 8,122 | 483 | 0 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 2.9 | 5.8 | 16.7% | 1 | 554.89s | 63,682 | 0 | 472,040 | |
| Gemini 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 61.19s | 16,470 | 486 | 0 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 10.0 | 10.0 | 100.0% | 0 | 24.06s | 6,819 | 240 | 2,659 | |
| Gemini 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 652ms | 7,257 | 279 | 0 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 2.9 | 7.2 | 11.1% | 1 | 107.19s | 550 | 7,595 | 102,957 | |
| Gemini 2.5 Flash | 3.6 | 7.2 | 22.2% | 1 | 449ms | 642 | 12 | 0 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 5.1 | 10.0 | 0.0% | 0 | 25.08s | 444 | 1,546 | 1,635 | |
| Gemini 2.5 Flash | 5.0 | 10.0 | 0.0% | 0 | 615ms | 486 | 78 | 0 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 9.8 | 10.0 | 100.0% | 0 | 15.43s | 379 | 909 | 1,339 | |
| Gemini 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 590ms | 615 | 72 | 0 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 3.3 | 10.0 | 0.0% | 0 | 19.70s | 543 | 2,215 | 2,485 | |
| Gemini 2.5 Flash | 7.7 | 10.0 | 66.7% | 0 | 604ms | 558 | 132 | 0 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 10.0 | 10.0 | 100.0% | 0 | 3.93s | 1,776 | 41 | 563 | |
| Gemini 2.5 Flash | 10.0 | 10.0 | 100.0% | 0 | 1.91s | 5,088 | 234 | 0 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| North Mini Code | 3.0 | 10.0 | 0.0% | 0 | 305.02s | 106 | 127,006 | 127,125 | |
| Gemini 2.5 Flash | 3.0 | 10.0 | 0.0% | 0 | 1.15s | 156 | 12 | 0 |
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