This page uses opencode/minimax-m2.5-free 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-free 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-free 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 | +0.375 | 85% | +26% | 15.17 | -1.01 | $0.4215 | +$0.4215 | 27m 33s |
| opencode/kimi-k2.5 | 0.785 | +0.37 | 89% | +30% | 14.25 | -1.94 | $0.9122 | +$0.9122 | 41m 05s |
| opencode/claude-opus-4-6 | 0.67 | +0.255 | 89% | +30% | 14.88 | -1.31 | $21.8757 | +$21.8757 | 40m 04s |
| opencode/glm-5 | 0.623 | +0.208 | 78% | +19% | 11.57 | -4.62 | $6.4339 | +$6.4339 | 20m 10s |
| opencode/big-pickle | 0.615 | +0.2 | 67% | +7% | 15.39 | -0.80 | $0.0000 | +$0.0000 | 36m 28s |
| opencode/gpt-5.4 | 0.609 | +0.194 | 78% | +19% | 11.00 | -5.19 | $8.9827 | +$8.9827 | 32m 47s |
| opencode/claude-sonnet-4-6 | 0.593 | +0.178 | 78% | +19% | 16.43 | +0.24 | $11.8406 | +$11.8406 | 42m 31s |
| opencode/glm-5.1 | 0.547 | +0.132 | 67% | +7% | 12.06 | -4.13 | $1.8816 | +$1.8816 | 64m 39s |
| opencode/minimax-m2.5 | 0.481 | +0.066 | 56% | -4% | 18.87 | +2.68 | $0.6413 | +$0.6413 | 32m 15s |
| opencode/gpt-5.4-mini | 0.425 | +0.01 | 48% | -11% | 9.54 | -6.65 | $1.0606 | +$1.0606 | 21m 48s |
| opencode/minimax-m2.5-free Baseline | 0.415 | +0.0 | 59% | +0% | 16.19 | +0.00 | $0.0000 | +$0.0000 | 41m 34s |
| opencode/gemini-3-flash | 0.415 | +0.0 | 59% | +0% | 21.81 | +5.63 | $2.4307 | +$2.4307 | 62m 52s |
| opencode/gemini-3.1-pro | 0.291 | -0.124 | 37% | -22% | 12.70 | -3.49 | $5.8536 | +$5.8536 | 51m 25s |
| opencode/nemotron-3-super-free | 0.181 | -0.233 | 26% | -33% | 19.43 | +3.24 | $0.0000 | +$0.0000 | 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 |
|---|---|---|---|---|---|---|
| RHEL k3s node preparation repair | Competitive split | failed | opencode/gpt-5.4-nano 1.0 |
1.0 | n/a | 1m 17s |
| Event status shell summary | Competitive split | dnf | opencode/big-pickle 1.0 |
1.0 | n/a | 45s |
| Bootstrap phase validation repair | Competitive split | failed | opencode/kimi-k2.5 0.993 |
0.993 | n/a | 1m 00s |
| ExternalDNS RFC2136 repair | Competitive split | failed | opencode/kimi-k2.5 0.982 |
0.982 | n/a | 1m 01s |
| nftables router ingress repair | Competitive split | failed | opencode/gpt-5.4-nano 0.98 |
0.98 | n/a | 1m 44s |
| Docker Compose observability fix | Competitive split | dnf | opencode/gpt-5.4-nano 0.975 |
0.975 | n/a | 5m 00s |
| RHEL edge firewalld router repair | Competitive split | failed | opencode/gpt-5.4-nano 0.953 |
0.953 | n/a | 37s |
| RHEL NetworkManager bridge VLAN repair | Competitive split | failed | opencode/gpt-5.4-nano 0.951 |
0.951 | n/a | 53s |
| Log audit shell script | Competitive split | dnf | opencode/gpt-5.4-nano 0.935 |
0.935 | n/a | 1m 15s |
| Wildcard TLS route coverage | Competitive split | dnf | opencode/kimi-k2.5 0.929 |
0.929 | n/a | 5m 00s |
| Traefik forwarded header trust repair | Competitive split | failed | opencode/kimi-k2.5 0.913 |
0.913 | n/a | 1m 10s |
| SELinux registry volume label repair | Clear separation | passed | opencode/kimi-k2.5 1.0 |
0.3 | n/a | 1m 13s |
| K3s registry mirror trust repair | Competitive split | passed | opencode/big-pickle 1.0 |
0.3 | n/a | 45s |
| Kubernetes rollout repair | Clear separation | passed | opencode/gpt-5.4-mini 1.0 |
0.3 | n/a | 1m 35s |
| Workspace transplant bundle repair | Competitive split | passed | opencode/big-pickle 0.985 |
0.285 | n/a | 51s |
| Terraform static site repair | Competitive split | passed | opencode/kimi-k2.5 0.978 |
0.278 | n/a | 1m 20s |
| Pre-ArgoCD bootstrap sequencing | Competitive split | passed | opencode/gpt-5.4-nano 0.967 |
0.267 | n/a | 1m 32s |
| Log level rollup shell script | Competitive split | passed | opencode/big-pickle 0.965 |
0.265 | n/a | 49s |
| CNPG restore manifest repair | Competitive split | passed | opencode/big-pickle 0.964 |
0.264 | n/a | 1m 27s |
| Ansible nginx role completion | Competitive split | passed | opencode/big-pickle 0.963 |
0.263 | n/a | 1m 11s |
| MCP OpenBao contract repair | Competitive split | passed | opencode/big-pickle 0.954 |
0.254 | n/a | 1m 50s |
| Kubernetes OIDC RBAC repair | Competitive split | passed | opencode/gpt-5.4-nano 0.95 |
0.25 | n/a | 2m 13s |
| Build workspace plane convergence | Competitive split | passed | opencode/gpt-5.4-nano 0.942 |
0.242 | n/a | 1m 14s |
| GitOps workspace render validation | Competitive split | passed | opencode/big-pickle 0.941 |
0.241 | n/a | 1m 22s |
| Workspace runtime access convergence | Competitive split | passed | opencode/gpt-5.4-nano 0.932 |
0.232 | n/a | 1m 20s |
| MetalLB ingress address pool repair | Competitive split | passed | opencode/gpt-5.4-nano 0.928 |
0.228 | n/a | 1m 48s |
| AppArmor dnsmasq profile repair | Competitive split | passed | opencode/gpt-5.4-nano 0.918 |
0.218 | n/a | 1m 21s |
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 | 2-23 2 ties |
-0.375 | -26% | -$0.4215 | +14m 01s | +1.01 |
| opencode/kimi-k2.5 | 1-24 2 ties |
-0.37 | -30% | -$0.9122 | +29s | +1.94 |
| opencode/claude-opus-4-6 | 2-24 1 ties |
-0.255 | -30% | -$21.8757 | +1m 29s | +1.31 |
| opencode/nemotron-3-super-free | 10-1 16 ties |
+0.233 | +33% | +$0.0000 | -67m 27s | -3.24 |
| opencode/glm-5 | 3-21 3 ties |
-0.208 | -19% | -$6.4339 | +21m 23s | +4.62 |
| opencode/big-pickle | 4-18 5 ties |
-0.2 | -7% | +$0.0000 | +5m 05s | +0.80 |
| opencode/gpt-5.4 | 1-21 5 ties |
-0.194 | -19% | -$8.9827 | +8m 46s | +5.19 |
| opencode/claude-sonnet-4-6 | 4-21 2 ties |
-0.178 | -19% | -$11.8406 | -57s | -0.24 |
| opencode/glm-5.1 | 3-18 6 ties |
-0.132 | -7% | -$1.8816 | -23m 06s | +4.13 |
| opencode/gemini-3.1-pro | 7-10 10 ties |
+0.124 | +22% | -$5.8536 | -9m 51s | +3.49 |
| opencode/minimax-m2.5 | 7-15 5 ties |
-0.066 | +4% | -$0.6413 | +9m 19s | -2.68 |
| opencode/gpt-5.4-mini | 6-13 8 ties |
-0.01 | +11% | -$1.0606 | +19m 45s | +6.65 |
| opencode/gemini-3-flash | 5-5 17 ties |
+0.0 | +0% | -$2.4307 | -21m 18s | -5.63 |
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:free using a 3:1 input:output blend. Reference price uses minimax/minimax-m2.5 at 0.336 USD per 1M tokens from the same OpenRouter family.
Observed to trigger external_directory permission prompts in headless runs.