This page uses opencode/minimax-m2.5 as the comparison baseline. Every chart and table below is intended to answer the same question: where this model leads, where it lags, and what it costs in quality, time, and request pressure.
These charts use opencode/minimax-m2.5 as zero. Positive bars mean other models are above the baseline on that metric; negative bars mean they trail it.
Use this to decide whether another model beats opencode/minimax-m2.5 enough to justify the change.
| Model | Composite | Delta vs baseline | Success | Success delta | ORPT | ORPT delta | Cost | Cost delta | Wall time |
|---|---|---|---|---|---|---|---|---|---|
| opencode/gpt-5.4-nano | 0.789 | +0.308 | 85% | +30% | 15.17 | -3.69 | $0.4215 | -$0.2197 | 27m 33s |
| opencode/kimi-k2.5 | 0.785 | +0.304 | 89% | +33% | 14.25 | -4.62 | $0.9122 | +$0.2710 | 41m 05s |
| opencode/claude-opus-4-6 | 0.67 | +0.189 | 89% | +33% | 14.88 | -3.99 | $21.8757 | +$21.2344 | 40m 04s |
| opencode/glm-5 | 0.623 | +0.142 | 78% | +22% | 11.57 | -7.30 | $6.4339 | +$5.7927 | 20m 10s |
| opencode/big-pickle | 0.615 | +0.134 | 67% | +11% | 15.39 | -3.48 | $0.0000 | -$0.6413 | 36m 28s |
| opencode/gpt-5.4 | 0.609 | +0.128 | 78% | +22% | 11.00 | -7.87 | $8.9827 | +$8.3414 | 32m 47s |
| opencode/claude-sonnet-4-6 | 0.593 | +0.112 | 78% | +22% | 16.43 | -2.44 | $11.8406 | +$11.1993 | 42m 31s |
| opencode/glm-5.1 | 0.547 | +0.066 | 67% | +11% | 12.06 | -6.81 | $1.8816 | +$1.2404 | 64m 39s |
| opencode/minimax-m2.5 Baseline | 0.481 | +0.0 | 56% | +0% | 18.87 | +0.00 | $0.6413 | +$0.0000 | 32m 15s |
| opencode/gpt-5.4-mini | 0.425 | -0.056 | 48% | -7% | 9.54 | -9.33 | $1.0606 | +$0.4193 | 21m 48s |
| opencode/minimax-m2.5-free | 0.415 | -0.066 | 59% | +4% | 16.19 | -2.68 | $0.0000 | -$0.6413 | 41m 34s |
| opencode/gemini-3-flash | 0.415 | -0.066 | 59% | +4% | 21.81 | +2.95 | $2.4307 | +$1.7894 | 62m 52s |
| opencode/gemini-3.1-pro | 0.291 | -0.19 | 37% | -19% | 12.70 | -6.17 | $5.8536 | +$5.2123 | 51m 25s |
| opencode/nemotron-3-super-free | 0.181 | -0.299 | 26% | -30% | 19.43 | +0.56 | $0.0000 | -$0.6413 | 109m 00s |
This table puts the most revealing tasks first: unsolved tasks, single-solver tasks, and tasks where the baseline trails the winner by a meaningful margin.
| Task | Field read | Baseline result | Winner | Gap to winner | Baseline cost | Baseline time |
|---|---|---|---|---|---|---|
| SELinux registry volume label repair | Clear separation | failed | opencode/kimi-k2.5 1.0 |
1.0 | $0.0098 | 33s |
| RHEL k3s node preparation repair | Competitive split | failed | opencode/gpt-5.4-nano 1.0 |
1.0 | $0.0161 | 1m 06s |
| Event status shell summary | Competitive split | dnf | opencode/big-pickle 1.0 |
1.0 | n/a | 45s |
| Kubernetes rollout repair | Clear separation | failed | opencode/gpt-5.4-mini 1.0 |
1.0 | $0.0232 | 1m 01s |
| ExternalDNS RFC2136 repair | Competitive split | failed | opencode/kimi-k2.5 0.982 |
0.982 | $0.0144 | 45s |
| Docker Compose observability fix | Competitive split | failed | opencode/gpt-5.4-nano 0.975 |
0.975 | $0.0124 | 37s |
| Pre-ArgoCD bootstrap sequencing | Competitive split | failed | opencode/gpt-5.4-nano 0.967 |
0.967 | $0.0171 | 57s |
| Ansible nginx role completion | Competitive split | failed | opencode/big-pickle 0.963 |
0.963 | $0.0196 | 51s |
| Kubernetes OIDC RBAC repair | Competitive split | failed | opencode/gpt-5.4-nano 0.95 |
0.95 | $0.0135 | 57s |
| Log audit shell script | Competitive split | failed | opencode/gpt-5.4-nano 0.935 |
0.935 | $0.0139 | 44s |
| Workspace runtime access convergence | Competitive split | failed | opencode/gpt-5.4-nano 0.932 |
0.932 | $0.0306 | 1m 32s |
| MetalLB ingress address pool repair | Competitive split | failed | opencode/gpt-5.4-nano 0.928 |
0.928 | $0.0183 | 1m 04s |
| RHEL NetworkManager bridge VLAN repair | Competitive split | passed | opencode/gpt-5.4-nano 0.951 |
0.206 | $0.0676 | 2m 55s |
| Wildcard TLS route coverage | Competitive split | passed | opencode/kimi-k2.5 0.929 |
0.168 | $0.0719 | 2m 36s |
| Workspace transplant bundle repair | Competitive split | passed | opencode/big-pickle 0.985 |
0.137 | $0.0244 | 51s |
| Build workspace plane convergence | Competitive split | passed | opencode/gpt-5.4-nano 0.942 |
0.133 | $0.0418 | 1m 34s |
| nftables router ingress repair | Competitive split | passed | opencode/gpt-5.4-nano 0.98 |
0.131 | $0.0181 | 1m 00s |
| Terraform static site repair | Competitive split | passed | opencode/kimi-k2.5 0.978 |
0.116 | $0.0170 | 1m 11s |
| Log level rollup shell script | Competitive split | passed | opencode/big-pickle 0.965 |
0.112 | $0.0225 | 54s |
| K3s registry mirror trust repair | Competitive split | passed | opencode/big-pickle 1.0 |
0.094 | $0.0118 | 33s |
| Bootstrap phase validation repair | Competitive split | passed | opencode/kimi-k2.5 0.993 |
0.093 | $0.0404 | 2m 06s |
| RHEL edge firewalld router repair | Competitive split | passed | opencode/gpt-5.4-nano 0.953 |
0.049 | $0.0302 | 1m 48s |
| CNPG restore manifest repair | Competitive split | passed | opencode/big-pickle 0.964 |
0.049 | $0.0168 | 1m 03s |
| Traefik forwarded header trust repair | Competitive split | passed | opencode/kimi-k2.5 0.913 |
0.037 | $0.0286 | 1m 53s |
| AppArmor dnsmasq profile repair | Competitive split | passed | opencode/gpt-5.4-nano 0.918 |
0.021 | $0.0232 | 1m 21s |
| GitOps workspace render validation | Competitive split | passed | opencode/big-pickle 0.941 |
0.02 | $0.0193 | 50s |
| MCP OpenBao contract repair | Competitive split | passed | opencode/big-pickle 0.954 |
0.015 | $0.0187 | 47s |
Pairwise task wins and top-line deltas show whether a challenger truly beats the baseline or just looks cheaper or faster in isolation.
| Challenger | Task record | Composite edge | Success edge | Cost edge | Time edge | ORPT edge |
|---|---|---|---|---|---|---|
| opencode/gpt-5.4-nano | 6-18 3 ties |
-0.308 | -30% | +$0.2197 | +4m 42s | +3.69 |
| opencode/kimi-k2.5 | 8-18 1 ties |
-0.304 | -33% | -$0.2710 | -8m 50s | +4.62 |
| opencode/nemotron-3-super-free | 15-1 11 ties |
+0.299 | +30% | +$0.6413 | -76m 45s | -0.56 |
| opencode/gemini-3.1-pro | 15-3 9 ties |
+0.19 | +19% | -$5.2123 | -19m 10s | +6.17 |
| opencode/claude-opus-4-6 | 14-10 3 ties |
-0.189 | -33% | -$21.2344 | -7m 49s | +3.99 |
| opencode/glm-5 | 13-9 5 ties |
-0.142 | -22% | -$5.7927 | +12m 05s | +7.30 |
| opencode/big-pickle | 6-15 6 ties |
-0.134 | -11% | +$0.6413 | -4m 13s | +3.48 |
| opencode/gpt-5.4 | 13-11 3 ties |
-0.128 | -22% | -$8.3414 | -32s | +7.87 |
| opencode/claude-sonnet-4-6 | 14-8 5 ties |
-0.112 | -22% | -$11.1993 | -10m 16s | +2.44 |
| opencode/minimax-m2.5-free | 15-7 5 ties |
+0.066 | -4% | +$0.6413 | -9m 19s | +2.68 |
| opencode/gemini-3-flash | 15-5 7 ties |
+0.066 | -4% | -$1.7894 | -30m 37s | -2.95 |
| opencode/glm-5.1 | 13-8 6 ties |
-0.066 | -11% | -$1.2404 | -32m 24s | +6.81 |
| opencode/gpt-5.4-mini | 12-8 7 ties |
+0.056 | +7% | -$0.4193 | +10m 27s | +9.33 |
The benchmark result only matters in context: this section pairs the observed benchmark outcome with the catalog metadata and operating characteristics behind it.
Primary blended price derived automatically from OpenRouter listing minimax/minimax-m2.5 using a 3:1 input:output blend.