SigRank Model Board — 3304 Models (top 100 shown)

Source: raw-data.csv model_usage · 1628 operators · CC-BY 4.0 · 2026-08-11

Model Raw — By Total Token Volume (top 100)

ModelOpsVolumeTokens SumMedianP25P75Cost SumCost MedianPct Med
slopai/slopllm-5m14503.57T45035746273704904503.57T4503.57T4503.57T$0.00$0.000.00%
slopllm-5m13860.21T38602068234604203860.21T3860.21T3860.21T$0.00$0.000.00%
slopai/slopllm:5m1643.37T643367803910070643.37T643.37T643.37T$0.00$0.000.00%
claude-opus-41416.21T162051788626893.23M793.9K19.09M$243.18M$10.780.18%
gpt-5.59707.20T71963665706801.15B181.73M5.46B$16.90M$1.14K25.45%
unknown4746.50T65042085214042.16M93.6K25.33M$16.83M$0.000.00%
gpt-5.410916.29T6287426583285471.02M80.25M2.17B$4.07M$274.596.99%
claude-opus-4-78033.18T3177021574745840.12M89.01M3.60B$5.49M$747.9311.56%
claude-opus-4-86833.08T30777995325541.29B169.57M5.19B$4.10M$1.18K19.29%
claude-opus-4-610432.12T2119208240251441.22M44.31M1.89B$3.79M$394.266.79%
gpt-5.3-codex10061.42T1418748781484211.94M29.61M750.50M$497.89K$79.371.51%
claude-sonnet-4-61179981.32B98132411914399.35M18.23M441.00M$1.77M$71.961.46%
claude-haiku-4-51201719.81B71980724104388.91M15.78M339.23M$351.42K$21.110.43%
gpt-5.6-sol236572.63B572630358314478.31M80.74M2.16B$402.59K$372.232.36%
claude-fable-5494510.30B510299584351357.79M79.09M1.23B$1.14M$689.076.15%
gpt-5.2-codex761459.04B45904031867234.40M4.14M182.06M$176.84K$16.680.31%
claude-opus-4-7-202508051449.97B449972559196449.97B449.97B449.97B$4.50M$4.50M100.00%
claude-opus-4-5685416.88B41688458037559.24M7.68M260.88M$666.15K$67.051.11%
gpt-5-codex404409.22B40921664054061.76M6.70M322.21M$125.03K$20.770.36%
codex-mini-latest7255.69B25568683529550.5K28.3K466.1K$132.99K$0.070.01%
deepseek-v4-pro267232.12B23212277924959.36M9.97M231.88M$242.57K$2.680.08%
glm-5.1293200.78B20078048935643.34M8.56M227.54M$184.14K$13.100.23%
gpt-5.2601195.07B19507286590722.87M3.20M139.85M$74.84K$12.020.20%
gpt-5.1-codex-max404175.90B17589920341520.54M2.94M83.99M$52.99K$7.360.10%
claude-sonnet-5300162.79B16279067389598.36M22.02M397.27M$50.46K$39.440.35%
gpt-5.4-mini706152.42B15242354615919.56M3.36M108.41M$40.75K$4.640.07%
claude-opus-4-5-20251101178121.06B121059940271158.59M27.61M675.85M$104.13K$150.344.81%
cc-switch-rollup1114.52B114520011575114.52B114.52B114.52B$16.98K$16.98K100.00%
claude-sonnet-4-5772108.81B10881067177420.92M2.72M92.54M$88.38K$15.490.25%
gpt-5.3-codex-spark42393.63B9362768370555.97M9.89M202.12M$41.53K$25.860.20%
gemini-3-flash-preview73593.07B930728351667.76M740.0K51.94M$29.77K$1.760.03%
gpt-522192.27B922713626509.61M873.2K44.66M$84.92K$4.970.06%
gpt-5.5-fast7782.84B8284458292464.73M2.53M565.92M$90.57K$72.100.68%
deepseek-v4-flash21976.94B7693657391835.93M3.50M201.75M$1.92M$0.780.02%
glm-5.219075.08B7508323798562.51M13.60M275.48M$44.32K$18.800.25%
glm-4.726372.62B7261555355032.29M4.20M156.42M$17.41K$4.690.10%
auto20271.78B7177780137115.57M1.15M158.60M$5.92K$1.810.03%
minimax-m2.721071.09B7109122639033.17M2.61M182.11M$6.11K$2.130.04%
kimi-for-coding15567.86B6785651715737.96M2.63M209.83M$12.18K$5.110.10%
minimax-m2.7-highspeed4463.64B63638574429109.05M10.25M985.63M$8.35K$5.220.18%
minimax-m312357.01B5701434012256.40M2.97M278.34M$3.99K$2.530.06%
opal-alpha154.69B5468857616654.69B54.69B54.69B$0.00$0.000.00%
codex-auto-review30553.85B5385493158612.05M1.65M81.08M$2.52K$0.780.01%
grok-code20150.30B503039263764.45M597.7K38.06M$822.15$0.150.00%
qwen-coder149.27B4926514767349.27B49.27B49.27B$26.47K$26.47K0.31%
gpt-4o5948.92B48915610816218.2K51.2K1.54M$193.37K$0.350.01%
gemini-2.5-flash43647.46B47455783408333.1K51.0K3.93M$30.35K$0.070.00%
gpt-5.5-xhigh745.05B45054776487625.09M221.22M5.48B$149.84K$1.23K20.08%
mimo-v2.5-pro13244.43B4442826266044.23M5.84M231.05M$226.01K$1.550.05%
gpt-5.1-codex26042.78B4278253597813.11M2.25M77.74M$13.12K$5.810.07%
glm-522442.29B4229046340116.18M1.13M100.86M$25.76K$5.600.14%
kimi-k2.617538.24B3823964914142.14M7.63M194.77M$739.10K$13.960.26%
claude-4-5-opus-high-thinking7438.23B3822728251556.95M13.24M228.59M$35.59K$58.321.36%
gpt-5.6-terra15033.53B3353023603721.94M6.26M148.02M$13.63K$11.250.12%
kimi-k2.519631.92B3191952124416.03M1.48M113.51M$10.14K$3.280.12%
gpt-5.3-codex-xhigh1331.69B3168874308618.20M5.01M366.16M$5.35K$9.920.23%
openai/gpt-oss-20b1431.46B31460376230202.1K46.2K905.3K$0.21$0.000.00%
gemini-3-pro-preview54530.51B305078061217.35M803.1K35.15M$23.73K$5.940.09%
mimo-v2-5-0129.67B2966960734629.67B29.67B29.67B$296.45$296.4510.07%
gpt-5.5-codex-high126.38B2637772799926.38B26.38B26.38B$23.77K$23.77K7.23%
gpt-5-codex-mini3924.39B243918672785.84M1.60M12.79M$7.19K$1.450.01%
k2p510624.03B2402867543853.77M8.92M167.21M$4.14K$5.040.07%
claude-sonnet-4-5-2025092917122.20B2219655737421.17M2.71M83.95M$13.35K$14.920.49%
glm-4.68021.01B210137466836.45M3.04M44.53M$10.54K$1.880.04%
gpt-5.1-codex-mini38219.46B194601064666.24M517.1K37.75M$1.49K$0.590.01%
glm-5-turbo9218.63B1862961241311.32M2.40M90.96M$9.81K$3.140.17%
deepseek-v4-flash-free14818.60B1860287336525.77M821.4K135.13M$61.52$0.000.00%
gpt-5.4-mini-fast10018.20B1819668388415.51M2.00M116.99M$4.29K$3.530.04%
accounts/fireworks/routers/kimi-k2p6-turbo1218.18B18175454835510.54M109.36M799.21M$1.60K$37.970.05%
deepseek-v3517.80B1779792436478.4K40.3K298.2K$7.82K$0.010.00%
gemini-claude-opus-4-5-thinking3917.59B1759407263958.44M13.05M335.34M$80.40K$255.942.67%
claude-4-6-opus-high-thinking7117.01B1701264859449.05M14.31M173.50M$15.97K$51.111.36%
claude-opus-4-6-thinking8316.72B167213419609.83M1.32M43.58M$43.14K$21.830.33%
kimi-k2.7-code7116.47B1647061304724.94M2.85M70.35M$11.61K$4.590.12%
minimax-m2.515116.12B1611798195211.18M1.35M61.42M$1.55K$0.730.01%
claude-opus-4-5-thinking9316.10B1610287435516.72M1.86M111.05M$45.94K$30.930.73%
claude-haiku-4-5-2025100118416.10B161000099369.96M1.46M58.61M$3.77K$2.950.14%
mimo-v2.56015.33B1533446712617.50M2.20M103.98M$1.85K$0.820.01%
claude-4-5-sonnet-thinking6915.28B1528438355457.62M13.61M188.42M$14.15K$50.010.76%
big-pickle53414.59B14594450107954.3K136.2K9.89M$3.07K$0.190.00%
gpt-5.4-fast3114.02B1401864320445.59M4.42M571.42M$7.72K$17.770.12%
claude-opus-4-5-high713.96B139566235781.08B142.88M2.22B$20.25K$1.32K1.64%
gemini-flash-lite-latest613.69B136852259785.27M421.5K17.08M$357.75$0.230.01%
gemini-3.1-pro-preview43013.23B132324587895.08M566.4K24.71M$9.28K$4.350.07%
minimax-m2.5-free36013.04B130378340084.58M775.8K24.05M$393.05$0.060.00%
composer-2.5-fast5412.00B1199870050727.35M4.05M123.75M$5.92K$12.060.19%
accounts/fireworks/routers/kimi-k2p5-turbo3111.93B1192647562828.24M4.18M375.44M$1.47K$0.000.00%
qwen3.5-plus6911.84B118434055217.41M882.3K73.30M$2.61K$0.940.02%
kimi-k2-instruct-0905711.63B11633997341367.1K17.7K6.80M$7.11K$0.010.00%
k2p64211.42B1142021771966.85M27.48M399.15M$1.58K$7.510.04%
grok-code-fast-116711.41B114066683354.08M502.2K28.88M$583.19$0.330.00%
router_client:codex/gpt-5.5111.09B1108958696611.09B11.09B11.09B$0.00$0.000.00%
claude-4-sonnet6410.83B1083413664816.13M2.49M86.11M$5.79K$11.230.20%
anthropic/claude-opus-4-64010.27B102684157814.83M1.09M23.41M$14.31K$9.420.15%
gpt-4-turbo210.16B101639700465.08B2.54B7.62B$134.22K$67.11K0.80%
composer-2-fast6310.16B1015726415832.50M4.33M103.58M$5.16K$17.960.32%
antigravity-gemini-3-flash17010.15B101462382569.09M1.41M71.23M$1.64K$1.080.01%
composer-1899.84B983788222328.09M2.69M123.12M$2.24K$7.990.11%
glm-4.5-air1119.40B94038684105.82M905.0K32.93M$420.16$0.260.01%
minimax-m2.1559.32B931823628412.90M1.10M155.39M$566.44$0.930.01%

Model Metrics — By Adoption (top 100)

Sorted by operator count. avg_pct = average % of operator's total tokens.

RankModelOpsTokens SumCost SumAvg Pct of Op
1claude-haiku-4-51201719.81B$351.42K1.22%
2claude-sonnet-4-61179981.32B$1.77M6.74%
3gpt-5.410916.29T$4.07M15.12%
4claude-opus-4-610432.12T$3.79M18.61%
5gpt-5.3-codex10061.42T$497.89K6.18%
6gpt-5.59707.20T$16.90M31.27%
7claude-opus-4-78033.18T$5.49M19.39%
8claude-sonnet-4-5772108.81B$88.38K2.17%
9gpt-5.2-codex761459.04B$176.84K2.67%
10gemini-3-flash-preview73593.07B$29.77K1.06%
11gpt-5.4-mini706152.42B$40.75K0.70%
12claude-opus-4-5685416.88B$666.15K6.10%
13claude-opus-4-86833.08T$4.10M24.55%
14gpt-5.2601195.07B$74.84K1.50%
15gemini-3-pro-preview54530.51B$23.73K1.39%
16big-pickle53414.59B$3.07K0.96%
17claude-fable-5494510.30B$1.14M8.83%
18unknown4746.50T$16.83M0.27%
19gemini-2.5-pro4697.89B$5.57K0.75%
20gemini-2.5-flash43647.46B$30.35K0.10%
21gemini-3.1-pro-preview43013.23B$9.28K0.94%
22gpt-5.3-codex-spark42393.63B$41.53K0.60%
23gpt-5-codex404409.22B$125.03K2.84%
24gpt-5.1-codex-max404175.90B$52.99K0.74%
25gpt-5.1-codex-mini38219.46B$1.49K0.06%
26minimax-m2.5-free36013.04B$393.050.12%
27codex-auto-review30553.85B$2.52K0.10%
28claude-sonnet-5300162.79B$50.46K2.21%
29glm-5.1293200.78B$184.14K4.71%
30glm-4.7-free2864.86B$1.05K0.21%
31deepseek-v4-pro267232.12B$242.57K2.87%
32glm-4.726372.62B$17.41K2.68%
33gpt-5.1-codex26042.78B$13.12K0.76%
34gpt-5.6-sol236572.63B$402.59K6.15%
35glm-522442.29B$25.76K3.31%
36gpt-522192.27B$84.92K0.75%
37deepseek-v4-flash21976.94B$1.92M1.90%
38gpt-5-nano2154.01B$133.880.04%
39minimax-m2.721071.09B$6.11K2.63%
40auto20271.78B$5.92K1.68%
41grok-code20150.30B$822.150.72%
42kimi-k2.5-free1976.12B$760.670.17%
43kimi-k2.519631.92B$10.14K1.19%
44glm-5.219075.08B$44.32K3.39%
45claude-haiku-4-5-2025100118416.10B$3.77K0.72%
46claude-opus-4-5-20251101178121.06B$104.13K20.23%
47gemini-3-flash1777.30B$1.33K0.36%
48kimi-k2.617538.24B$739.10K2.19%
49claude-sonnet-4-5-2025092917122.20B$13.35K4.76%
50antigravity-gemini-3-flash17010.15B$1.64K0.18%
51grok-code-fast-116711.41B$583.190.07%
52kimi-for-coding15567.86B$12.18K2.20%
53minimax-m2.515116.12B$1.55K0.91%
54gpt-5.6-terra15033.53B$13.63K0.75%
55deepseek-v4-flash-free14818.60B$61.520.09%
56minimax-m2.1-free1413.29B$178.220.11%
57mimo-v2.5-pro13244.43B$226.01K1.19%
58claude-sonnet-41315.91B$4.41K0.80%
59gpt-5.11287.12B$1.69K0.26%
60minimax-m312357.01B$3.99K3.34%
61gpt-5-mini1152.48B$304.400.23%
62glm-4.5-air1119.40B$420.160.22%
63k2p510624.03B$4.14K1.91%
64antigravity-claude-opus-4-5-thinking1057.24B$17.74K3.27%
65gemini-3-pro-high1012.58B$1.92K0.79%
66gpt-5.4-mini-fast10018.20B$4.29K0.22%
67qwen3.6-plus-free983.40B$332.960.22%
68antigravity-gemini-3-pro967.10B$3.16K0.42%
69gpt-5.6-luna958.82B$1.62K0.10%
70claude-opus-4-5-thinking9316.10B$45.94K8.30%
71glm-5-turbo9218.63B$9.81K2.38%
72nemotron-3-super-free91458.60M$38.170.06%
73composer-1899.84B$2.24K0.76%
74mimo-v2.5-free845.54B$118.920.05%
75qwen3.6-plus839.11B$1.70K1.48%
76agent_review831.81B$233.110.25%
77claude-opus-4-6-thinking8316.72B$43.14K4.30%
78antigravity-gemini-3-pro-high821.54B$733.380.24%
79glm-4.68021.01B$10.54K2.44%
80mimo-v2-pro-free804.12B$59.150.03%
81gpt-5.5-fast7782.84B$90.57K6.26%
82claude-4-5-opus-high-thinking7438.23B$35.59K4.72%
83kimi-k2.7-code7116.47B$11.61K0.99%
84claude-4-6-opus-high-thinking7117.01B$15.97K3.71%
85gemini-3-pro70916.68M$445.380.35%
86moonshotai/kimi-k2.5691.55B$423.840.30%
87claude-4-5-sonnet-thinking6915.28B$14.15K3.24%
88qwen3.5-plus6911.84B$2.61K2.56%
89minimax-m3-free672.96B$50.960.12%
90glm-5-free671.37B$411.480.13%
91moonshotai/kimi-k2.6662.72B$1.14K0.45%
92claude-4-sonnet6410.83B$5.79K1.59%
93glm-4.7-flash632.00B$99.770.10%
94composer-2-fast6310.16B$5.16K1.85%
95mimo-v2.56015.33B$1.85K2.30%
96qwen3.7-max592.36B$1.85K2.53%
97gpt-4o5948.92B$193.37K0.17%
98gemini-2.5-flash-lite5998.98M$6.180.01%
99gemini-3.1-pro593.92B$2.27K3.77%
100claude-4-sonnet-thinking586.65B$3.49K1.75%
DOI: 10.5281/zenodo.21876660 Zenodo v3.0 CC-BY 4.0 ORCID 0009-0002-9904-5390 SigRank MO§ES™
McHenry, D. J. (2026). SigRank Two-Axis Operator Taxonomy: Finalized Datasets and Analytics Dashboards (v3.0) [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.21876660