CheapoS
Input vs output
Input is context sent to models, including repeated context. Output is what models generate. Token volume measures usage, not work quality.
- Input
- 250,220,98098.4%
- Output
- 4,004,4971.6%
7,557 reported requests. Public-free, included-access and local usage only.
Cached input & reasoning output
- Cached input
- 28,529,629 tokens · 1,416 of 7,557 requests reported
- Reasoning output
- 600,565 tokens · 1,369 of 7,557 requests reported
These reported subsets are already included in input or output. Missing details stay unknown; they are not added to the total.
Compute Tiers in the Mix
How this member's compute breaks down across cloud gateways, included quotas, and local inference.
Free Remote Gateways
Public free endpoints and unbilled community cloud compute.
252,187,448 tokensIncluded Account Quotas
Pre-bundled developer environment allowances and included plans.
1,601,645 tokensLocal Hardware
Homegrown Apple Silicon MLX, local Ollama, and CPU execution.
436,384 tokensRoles in the mix.
How this member's cheapoS autonomous swarms distribute cognitive workloads.
Worker
The execution workhorse: editing files, running terminal checks, and tool calling.
- Input
- 178,794,980
- Output
- 1,740,139
Reviewer
The quality gatekeeper: auditing diffs, inspecting tests, and enforcing safety.
- Input
- 50,349,121
- Output
- 1,650,913
Planner
The architect: breaking complex requests into actionable autonomous milestones.
- Input
- 12,121,552
- Output
- 377,843
Coordinator
The dispatcher: routing tasks between subagents and orchestrating checkpoints.
- Input
- 108,197
- Output
- 3,911
Models in the mix.
All models benchmarked on this member's machines, colored by compute provider.
Provider details available for 57 of 63 model labels. Names below show recorded routes; older usage may lack provider details. Token totals include all shared history for each model, including when filtered by provider.
| # | Model Name | Recorded providers | Compute Share | Total Tokens | Access & Cost | Reliability |
|---|---|---|---|---|---|---|
| 1 | gemini-3.1-flash-lite | antigravity via OmniRoute | 50.73M
| Access not reported | 99.3% | |
| 2 | dots-studio/dots-3-note-previewopenrouter/dots-studio/dots-3-note-preview:free | OpenRouter via OmniRoute | 39.56M
| Public Free ($0.00) | 78.3% | |
| 3 | groq/qwen/qwen3.6-27b | groq via OmniRoute | 28.42M
| Public Free ($0.00) | 94.2% | |
| 4 | antigravity/gemini-3.1-flash-lite | antigravity via OmniRoute | 22.42M
| Access not reported | 88.7% | |
| 5 | openai/gpt-oss-120b | groq via OmniRoute | 21.07M
| Public Free ($0.00) | 100% | |
| 6 | groq/qwen/qwen3.8-27b | groq via OmniRoute | 10.99M
| Public Free ($0.00) | 93.7% | |
| 7 | dots-studio/dots-3-note-previewdots-studio/dots-3-note-preview:free | OpenRouter via OmniRoute | 8.94M
| Public Free ($0.00) | 100% | |
| 8 | qwen/qwen3.8-27b | groq via OmniRoute | 7.24M
| Public Free ($0.00) | 100% | |
| 9 | nvidia/nemotron-3-super-120b-a12bnvidia/nemotron-3-super-120b-a12b:free | OpenRouter via OmniRoute | 7.17M
| Public Free ($0.00) | 100% | |
| 10 | antigravity/gemini-3.7-flash-low | antigravity via OmniRoute | 6.83M
| Public Free ($0.00) | 87.2% | |
| 11 | antigravity/gemini-3.7-flash-medium | antigravity via OmniRoute | 6.28M
| Access not reported | 94.1% | |
| 12 | nvidia/google/gemma-4-31b-it | nvidia via OmniRoute | 5.08M
| Public Free ($0.00) | 71.6% | |
| 13 | qwen/qwen3.6-27b | groq via OmniRoute | 3.35M
| Public Free ($0.00) | 100% | |
| 14 | inclusionai/ling-3.0-flash-fininclusionai/ling-3.0-flash-fin:free | OpenRouter via OmniRoute | 3.31M
| Public Free ($0.00) | 100% | |
| 15 | cohere/north-mini-codeopenrouter/cohere/north-mini-code:free | OpenRouter via OmniRoute | 2.81M
| Public Free ($0.00) | 0% | |
| 16 | openai/gpt-oss-20b | groq via OmniRoute | 2.57M
| Public Free ($0.00) | 100% | |
| 17 | cohere/north-mini-codecohere/north-mini-code:free | OpenRouter via OmniRoute | 2.38M
| Public Free ($0.00) | 100% | |
| 18 | inclusionai/ling-3.0-flash-vlopenrouter/inclusionai/ling-3.0-flash-vl:free | OpenRouter via OmniRoute | 2.35M
| Public Free ($0.00) | 78.4% | |
| 19 | inclusionai/ling-3.0-flash-finopenrouter/inclusionai/ling-3.0-flash-fin:free | OpenRouter via OmniRoute | 2.30M
| Public Free ($0.00) | 62.1% | |
| 20 | nvidia/nvidia/nemotron-3-super-120b-a12b | nvidia via OmniRoute | 1.79M
| Public Free ($0.00) | 58.7% | |
| 21 | antigravity/gemini-3.1-pro-low | antigravity via OmniRoute | 1.65M
| Access not reported | 61.5% | |
| 22 | gemini-3.7-flash-low | antigravity via OmniRoute | 1.63M
| Access not reported | 100% | |
| 23 | poolside/laguna-xs-2.1poolside/laguna-xs-2.1:free | OpenRouter via OmniRoute | 1.58M
| Public Free ($0.00) | 100% | |
| 24 | nvidia/nemotron-3-super-120b-a12b | nvidia via OmniRoute | 1.30M
| Public Free ($0.00) | 100% | |
| 25 | groq/openai/gpt-oss-120b | groq via OmniRoute | 1.26M
| Public Free ($0.00) | 17.6% | |
| 26 | nex-agi/nex-n2.5-mininex-agi/nex-n2.5-mini:free | OpenRouter via OmniRoute | 1.25M
| Public Free ($0.00) | 100% | |
| 27 | nvidia/nemotron-3-ultra-550b-a55bnvidia/nemotron-3-ultra-550b-a55b:free | OpenRouter via OmniRoute | 1.13M
| Public Free ($0.00) | 100% | |
| 28 | antigravity/claude-sonnet-4-6-high | antigravity via OmniRoute | 939.9K
| Public Free ($0.00) | — | |
| 29 | inclusionai/ling-3.0-flash-vlinclusionai/ling-3.0-flash-vl:free | OpenRouter via OmniRoute | 888.9K
| Public Free ($0.00) | 100% | |
| 30 | claude-sonnet-4-6 | antigravity via OmniRoute | 801.3K
| Public Free ($0.00) | — | |
| 31 | poolside/laguna-s-2.1poolside/laguna-s-2.1:free | OpenRouter via OmniRoute | 680.9K
| Public Free ($0.00) | 100% | |
| 32 | nvidia/nemotron-3-ultra-550b-a55bopenrouter/nvidia/nemotron-3-ultra-550b-a55b:free | OpenRouter via OmniRoute | 676.2K
| Public Free ($0.00) | 76.7% | |
| 33 | nvidia/nemotron-3-super-120b-a12bopenrouter/nvidia/nemotron-3-super-120b-a12b:free | OpenRouter via OmniRoute | 574.4K
| Public Free ($0.00) | 28.6% | |
| 34 | google/gemma-4-31b-it | nvidia via OmniRoute | 483.2K
| Public Free ($0.00) | 100% | |
| 35 | nex-agi/nex-n2.5-pronex-agi/nex-n2.5-pro:free | OpenRouter via OmniRoute | 466.2K
| Public Free ($0.00) | 100% | |
| 36 | gemma4:31b | Local | 410.9K
| Local ($0.00) | 91.9% | |
| 37 | groq/openai/gpt-oss-20b | groq via OmniRoute | 395.9K
| Public Free ($0.00) | 22.2% | |
| 38 | nex-agi/nex-n2.5-miniopenrouter/nex-agi/nex-n2.5-mini:free | OpenRouter via OmniRoute | 380.1K
| Public Free ($0.00) | 4.8% | |
| 39 | gemini-3.1-pro-low | antigravity via OmniRoute | 349.0K
| Public Free ($0.00) | 100% | |
| 40 | ling-3.0-flash-fin-free | — | 276.2K
| Public Free ($0.00) | — | |
| 41 | liquid/lfm-2.5-2.6bliquid/lfm-2.5-2.6b:free | OpenRouter via OmniRoute | 202.8K
| Public Free ($0.00) | 100% | |
| 42 | poolside/laguna-xs-2.1openrouter/poolside/laguna-xs-2.1:free | OpenRouter via OmniRoute | 190.1K
| Public Free ($0.00) | 25% | |
| 43 | openai/gpt-oss-safeguard-20b | groq via OmniRoute | 152.5K
| Public Free ($0.00) | 100% | |
| 44 | inclusionai/ling-3.0-flash-santeinclusionai/ling-3.0-flash-sante:free | OpenRouter via OmniRoute | 145.2K
| Public Free ($0.00) | 100% | |
| 45 | nvidia/nemotron-3-nano-omni-30b-a3b-reasoningnvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free | OpenRouter via OmniRoute | 144.8K
| Public Free ($0.00) | 100% | |
| 46 | claude-sonnet-4-6-high | antigravity via OmniRoute | 119.9K
| Public Free ($0.00) | — | |
| 47 | poolside/laguna-s-2.1openrouter/poolside/laguna-s-2.1:free | OpenRouter via OmniRoute | 90.1K
| Public Free ($0.00) | 40% | |
| 48 | nvidia/nemotron-3-nano-omni-30b-a3b-reasoningopenrouter/nvidia/nemotron-3-nano-omni-30b-a3b-reasoning:free | OpenRouter via OmniRoute | 82.3K
| Public Free ($0.00) | 7.7% | |
| 49 | nvidia/nemotron-3.5-lightningopenrouter/nvidia/nemotron-3.5-lightning:free | OpenRouter via OmniRoute | 82.0K
| Public Free ($0.00) | 30% | |
| 50 | liquid/lfm-2.5-2.6bopenrouter/liquid/lfm-2.5-2.6b:free | OpenRouter via OmniRoute | 81.3K
| Public Free ($0.00) | 20% | |
| 51 | nex-agi/nex-n2.5-proopenrouter/nex-agi/nex-n2.5-pro:free | OpenRouter via OmniRoute | 76.9K
| Public Free ($0.00) | 27.3% | |
| 52 | inclusionai/ling-3.0-flash-santeopenrouter/inclusionai/ling-3.0-flash-sante:free | OpenRouter via OmniRoute | 57.6K
| Public Free ($0.00) | 0% | |
| 53 | nvidia/nemotron-3.5-lightningnvidia/nemotron-3.5-lightning:free | OpenRouter via OmniRoute | 29.6K
| Public Free ($0.00) | 100% | |
| 54 | qwen2.5-coder:7b | Local | 25.4K
| Local ($0.00) | — | |
| 55 | auto/codingauto/coding:free | — | 19.6K
| Public Free ($0.00) | — | |
| 56 | antigravity/gemini-3-flash | antigravity via OmniRoute | 13.1K
| Public Free ($0.00) | — | |
| 57 | antigravity/gemini-3.7-flash-high | — | 8.9K
| Public Free ($0.00) | — | |
| 58 | google/gemma-4-26b-a4b-itopenrouter/google/gemma-4-26b-a4b-it:free | OpenRouter via OmniRoute | 888
| Public Free ($0.00) | 0% | |
| 59 | auto/best-free | — | 879
| Public Free ($0.00) | — | |
| 60 | google/gemma-4-31b-itopenrouter/google/gemma-4-31b-it:free | OpenRouter via OmniRoute | 777
| Public Free ($0.00) | 8.3% | |
| 61 | mistralai/mistral-nemotron | — | 698
| Public Free ($0.00) | — | |
| 62 | google/gemma-4-26b-a4b-itgoogle/gemma-4-26b-a4b-it:free | OpenRouter via OmniRoute | 555
| Public Free ($0.00) | — | |
| 63 | google/gemma-4-31b-itgoogle/gemma-4-31b-it:free | — | 222
| Public Free ($0.00) | — |
Good company. Better ideas.
There’s always room for another builder in the club.