This page uses opencode/glm-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/glm-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/glm-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 | +0.166 | 85% | +7% | 15.17 | +3.60 | $0.4215 | -$6.0124 | 27m 33s |
| opencode/kimi-k2.5 | 0.785 | +0.162 | 89% | +11% | 14.25 | +2.68 | $0.9122 | -$5.5217 | 41m 05s |
| opencode/claude-opus-4-6 | 0.67 | +0.047 | 89% | +11% | 14.88 | +3.30 | $21.8757 | +$15.4417 | 40m 04s |
| opencode/glm-5 Baseline | 0.623 | +0.0 | 78% | +0% | 11.57 | +0.00 | $6.4339 | +$0.0000 | 20m 10s |
| opencode/big-pickle | 0.615 | -0.008 | 67% | -11% | 15.39 | +3.82 | $0.0000 | -$6.4339 | 36m 28s |
| opencode/gpt-5.4 | 0.609 | -0.014 | 78% | +0% | 11.00 | -0.57 | $8.9827 | +$2.5488 | 32m 47s |
| opencode/claude-sonnet-4-6 | 0.593 | -0.03 | 78% | +0% | 16.43 | +4.86 | $11.8406 | +$5.4066 | 42m 31s |
| opencode/glm-5.1 | 0.547 | -0.076 | 67% | -11% | 12.06 | +0.48 | $1.8816 | -$4.5523 | 64m 39s |
| opencode/minimax-m2.5 | 0.481 | -0.142 | 56% | -22% | 18.87 | +7.30 | $0.6413 | -$5.7927 | 32m 15s |
| opencode/gpt-5.4-mini | 0.425 | -0.198 | 48% | -30% | 9.54 | -2.03 | $1.0606 | -$5.3733 | 21m 48s |
| opencode/minimax-m2.5-free | 0.415 | -0.208 | 59% | -19% | 16.19 | +4.62 | $0.0000 | -$6.4339 | 41m 34s |
| opencode/gemini-3-flash | 0.415 | -0.208 | 59% | -19% | 21.81 | +10.24 | $2.4307 | -$4.0033 | 62m 52s |
| opencode/gemini-3.1-pro | 0.291 | -0.332 | 37% | -41% | 12.70 | +1.13 | $5.8536 | -$0.5803 | 51m 25s |
| opencode/nemotron-3-super-free | 0.181 | -0.441 | 26% | -52% | 19.43 | +7.86 | $0.0000 | -$6.4339 | 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 | $0.1133 | 32s |
| RHEL k3s node preparation repair | Competitive split | failed | opencode/gpt-5.4-nano 1.0 |
1.0 | $0.1018 | 21s |
| Bootstrap phase validation repair | Competitive split | failed | opencode/kimi-k2.5 0.993 |
0.993 | $0.1869 | 38s |
| Docker Compose observability fix | Competitive split | failed | opencode/gpt-5.4-nano 0.975 |
0.975 | $0.0964 | 16s |
| Pre-ArgoCD bootstrap sequencing | Competitive split | failed | opencode/gpt-5.4-nano 0.967 |
0.967 | $0.1649 | 42s |
| Kubernetes OIDC RBAC repair | Competitive split | failed | opencode/gpt-5.4-nano 0.95 |
0.95 | $0.1987 | 4m 43s |
| K3s registry mirror trust repair | Competitive split | passed | opencode/big-pickle 1.0 |
0.247 | $0.2926 | 25s |
| Terraform static site repair | Competitive split | passed | opencode/kimi-k2.5 0.978 |
0.202 | $0.2463 | 28s |
| Event status shell summary | Competitive split | passed | opencode/big-pickle 1.0 |
0.188 | $0.0954 | 37s |
| Kubernetes rollout repair | Clear separation | passed | opencode/gpt-5.4-mini 1.0 |
0.181 | $0.2735 | 33s |
| CNPG restore manifest repair | Competitive split | passed | opencode/big-pickle 0.964 |
0.178 | $0.2697 | 25s |
| Log audit shell script | Competitive split | passed | opencode/gpt-5.4-nano 0.935 |
0.173 | $0.3671 | 31s |
| ExternalDNS RFC2136 repair | Competitive split | passed | opencode/kimi-k2.5 0.982 |
0.168 | $0.3206 | 34s |
| MetalLB ingress address pool repair | Competitive split | passed | opencode/gpt-5.4-nano 0.928 |
0.168 | $0.5282 | 1m 08s |
| nftables router ingress repair | Competitive split | passed | opencode/gpt-5.4-nano 0.98 |
0.163 | $0.1201 | 29s |
| Workspace transplant bundle repair | Competitive split | passed | opencode/big-pickle 0.985 |
0.162 | $0.1595 | 27s |
| Log level rollup shell script | Competitive split | passed | opencode/big-pickle 0.965 |
0.158 | $0.1567 | 29s |
| RHEL NetworkManager bridge VLAN repair | Competitive split | passed | opencode/gpt-5.4-nano 0.951 |
0.15 | $0.1978 | 18s |
| MCP OpenBao contract repair | Competitive split | passed | opencode/big-pickle 0.954 |
0.144 | $0.2235 | 36s |
| Traefik forwarded header trust repair | Competitive split | passed | opencode/kimi-k2.5 0.913 |
0.142 | $0.5014 | 48s |
| Build workspace plane convergence | Competitive split | passed | opencode/gpt-5.4-nano 0.942 |
0.141 | $0.2917 | 28s |
| RHEL edge firewalld router repair | Competitive split | passed | opencode/gpt-5.4-nano 0.953 |
0.132 | $0.2802 | 1m 11s |
| Ansible nginx role completion | Competitive split | passed | opencode/big-pickle 0.963 |
0.131 | $0.1366 | 22s |
| AppArmor dnsmasq profile repair | Competitive split | passed | opencode/gpt-5.4-nano 0.918 |
0.123 | $0.2683 | 1m 01s |
| GitOps workspace render validation | Competitive split | passed | opencode/big-pickle 0.941 |
0.117 | $0.1990 | 29s |
| Wildcard TLS route coverage | Competitive split | passed | opencode/kimi-k2.5 0.929 |
0.116 | $0.2252 | 37s |
| Workspace runtime access convergence | Competitive split | passed | opencode/gpt-5.4-nano 0.932 |
0.112 | $0.4184 | 1m 00s |
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/nemotron-3-super-free | 21-0 6 ties |
+0.441 | +52% | +$6.4339 | -88m 50s | -7.86 |
| opencode/gemini-3.1-pro | 19-4 4 ties |
+0.332 | +41% | +$0.5803 | -31m 15s | -1.13 |
| opencode/minimax-m2.5-free | 21-3 3 ties |
+0.208 | +19% | +$6.4339 | -21m 23s | -4.62 |
| opencode/gemini-3-flash | 21-3 3 ties |
+0.208 | +19% | +$4.0033 | -42m 41s | -10.24 |
| opencode/gpt-5.4-mini | 9-13 5 ties |
+0.198 | +30% | +$5.3733 | -1m 38s | +2.03 |
| opencode/gpt-5.4-nano | 2-23 2 ties |
-0.166 | -7% | +$6.0124 | -7m 22s | -3.60 |
| opencode/kimi-k2.5 | 4-23 0 ties |
-0.162 | -11% | +$5.5217 | -20m 54s | -2.68 |
| opencode/minimax-m2.5 | 9-13 5 ties |
+0.142 | +22% | +$5.7927 | -12m 05s | -7.30 |
| opencode/glm-5.1 | 12-12 3 ties |
+0.076 | +11% | +$4.5523 | -44m 29s | -0.48 |
| opencode/claude-opus-4-6 | 20-6 1 ties |
-0.047 | -11% | -$15.4417 | -19m 54s | -3.30 |
| opencode/claude-sonnet-4-6 | 18-7 2 ties |
+0.03 | +0% | -$5.4066 | -22m 20s | -4.86 |
| opencode/gpt-5.4 | 16-7 4 ties |
+0.014 | +0% | -$2.5488 | -12m 37s | +0.57 |
| opencode/big-pickle | 5-18 4 ties |
+0.008 | +11% | +$6.4339 | -16m 18s | -3.82 |
The benchmark result only matters in context: this section pairs the observed benchmark outcome with the catalog metadata and operating characteristics behind it.
OpenRouter reference blend for z-ai/glm-5 is 1.115 USD per 1M tokens using a 3:1 input:output mix.