- Rank
- #359
- Total Output Tokens
- 118,380
- Response Time (avg)
- 38.01s
- Total Cost
- $0.000
Cobuddy (medium) vs KAT Coder AIR V2.5 (default)
KAT Coder AIR V2.5 (default) leads on average score with 4.4 vs 4.4. Cobuddy (medium) has the lower benchmark cost at $0.000 vs $0.070. KAT Coder AIR V2.5 (default) is faster at 11.96s vs 38.01s, with pass rates of 43.5% vs 34.8%.
Compared models
- Rank
- #356
- Total Output Tokens
- 97,752
- Response Time (avg)
- 11.96s
- Total Cost
- $0.070
Recommended model
KAT Coder AIR V2.5 (default)
It has the best score here (4.4), while responding about 3.2x faster than Cobuddy (medium).
Detailed comparison
| Metric | Cobuddy Cobuddy medium Free Available | KAT Coder AIR V2.5 KAT Coder AIR V2.5 default |
|---|---|---|
| Score | 4.4 | 4.4 |
| Rank | #359 | #356 |
| Reliability | 10.0 | 10.0 |
| Consistency | 7.3 | 7.4 |
| Attempts | 66/69 | 69/69 |
| Tests Correct | ||
| Attempt pass rate | 43.5% | 34.8% |
| Flaky tests | 6 | 7 |
| Total Runs | 66 | 69 |
| Cost per result | 0.000 | 1.382 |
| Total Cost | $0.000 | $0.070 |
| Input Price | $0.000 / 1M | $0.150 / 1M |
| Output Price | $0.000 / 1M | $0.600 / 1M |
| Cache Read Price | N/A | N/A |
| Cache Write Price | N/A | N/A |
| Total Input Tokens | 37,449 | 69,376 |
| Output Tokens | 1,677 | 7,792 |
| Reasoning Tokens | 116,703 | 89,960 |
| Response Time (avg) | 38.01s | 11.96s |
| Response Time (max) | 309.02s | 121.05s |
| Response Time (total) | 798.15s | 275.18s |
| Parameters | ~21B total (~3B active) | ~35B total (~3B active) |
| Availability | Closed | Closed |
Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.
Model generation showcase
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#359 Cobuddy
medium
No endpoints found for baidu/cobuddy:free.
- Cost
- $0.000
- Time
- 0.1s
- Tokens
- 0 tok
#356 KAT Coder AIR V2.5
default- Cost
- $0.002
- Time
- 14.5s
- Tokens
- 2,619 tok
Category Breakdown
| Agentic | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 3.0 | 10.0 | 0.0% | 0 | 173ms | 0 | 0 | 0 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.07s | 0 | 0 | 0 |
| Anti-AI Tricks | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 8.7 | 7.9 | 91.7% | 1 | 10.00s | 453 | 98 | 4,666 | |
| KAT Coder AIR V2.5 | 5.3 | 5.6 | 50.0% | 2 | 2.68s | 672 | 686 | 2,358 |
| Coding | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 3.7 | 6.7 | 22.2% | 1 | 79.17s | 4,726 | 358 | 30,138 | |
| KAT Coder AIR V2.5 | 3.3 | 9.6 | 0.0% | 0 | 14.31s | 6,472 | 2,032 | 14,886 |
| Combined | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 1.5 | 5.0 | 0.0% | 0 | 47.38s | 18,324 | 465 | 7,265 | |
| KAT Coder AIR V2.5 | 3.8 | 1.6 | 50.0% | 2 | 73.00s | 43,170 | 2,531 | 48,237 |
| Data parsing and extraction | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 6.3 | 5.8 | 66.7% | 1 | 17.36s | 8,181 | 275 | 5,591 | |
| KAT Coder AIR V2.5 | 6.3 | 5.8 | 66.7% | 1 | 2.66s | 7,776 | 280 | 988 |
| Domain specific | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 2.9 | 4.4 | 22.2% | 2 | 128.15s | 540 | 10 | 49,454 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 8.33s | 780 | 1,399 | 10,258 |
| General Intelligence | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 4.2 | 9.9 | 0.0% | 0 | 23.23s | 498 | 76 | 3,782 | |
| KAT Coder AIR V2.5 | 5.0 | 10.0 | 0.0% | 0 | 12.02s | 516 | 141 | 515 |
| Instructions following | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 9.8 | 10.0 | 100.0% | 0 | 11.60s | 508 | 64 | 2,842 | |
| KAT Coder AIR V2.5 | 9.9 | 10.0 | 100.0% | 0 | 1.75s | 699 | 90 | 768 |
| Puzzle Solving | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 3.6 | 7.2 | 22.2% | 1 | 12.83s | 561 | 189 | 5,808 | |
| KAT Coder AIR V2.5 | 2.9 | 4.4 | 22.2% | 2 | 1.84s | 696 | 284 | 971 |
| Tool Calling | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 10.0 | 10.0 | 100.0% | 0 | 11.19s | 3,505 | 133 | 294 | |
| KAT Coder AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 5.13s | 8,391 | 330 | 1,230 |
| Trivia | Score | Consistency | Attempt pass rate | Flaky tests | Tests Correct | Response Time (avg) | Input Tokens | Output Tokens | Reasoning Tokens |
|---|---|---|---|---|---|---|---|---|---|
| Cobuddy | 3.0 | 10.0 | 0.0% | 0 | 36.98s | 153 | 9 | 6,863 | |
| KAT Coder AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 17.96s | 204 | 19 | 9,749 |
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