# Decision Index 0.3 Tools

> Decision Index 0.3 publishes chance-corrected tools scores for 112 evaluated systems.

Canonical page: https://benchlm.ai/benchmarks/jevdecisionindex03tools

- Category: [Decision Models](/decision-models)
- Last updated: October 6, 2026

The Decision Index 0.3 board lists 112 evaluated systems. This snapshot follows source commit f03e5a6 and keeps the tools score values and size labels published on the board.

The full score weights 37 public benchmarks at 20%, private tests of the same skills at 50%, and private tasks from new domains at 30%. The source reports 110,201 decisions. Scores are chance-corrected and coverage-adjusted; unsupported or unanswered requests count as wrong.

The published aggregates include private task results, but the task contents and item-level answers are not public. We show the board as external reference data, separate from general model rankings.

- [Decision Index 0.3 board](https://huggingface.co/spaces/multimodalart/jev-decision-index)
- [Decision Index methodology](https://huggingface.co/spaces/multimodalart/jev-decision-index/blob/main/methodology.html)
- [Space README and model repositories](https://huggingface.co/spaces/multimodalart/jev-decision-index/blob/main/README.md)
- [Decision Models](/decision-models)

## About Decision Index 0.3 Tools

- Year: 2026
- Tasks: Tools area of the Decision Index 0.3 evaluation
- Format: Chance-corrected area score
- Difficulty: Tool-use and automation decision tasks
- Paper: [Decision Index 0.3 leaderboard](https://huggingface.co/spaces/multimodalart/jev-decision-index)

The area score appears on the board beside the full score. The full score combines public benchmarks at 20%, private tests of the same skills at 50%, and private tasks from new domains at 30%. Private task contents and item-level results are not published.

Decision Index 0.3 Tools is currently displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.

## Leaderboard (112 evaluated systems)

| Rank | Model | Creator | Score |
|------|-------|---------|-------|
| 1 | [Fastino GLiDE no-thinking (28B)](/models/decision-index-0-3-fastino-glide-no-thinking-28b) | Not listed | 82.7 points |
| 2 | [Perplexity Decider v1.1 (27B)](/models/decision-index-0-3-perplexity-decider-v1-1-27b) | Perplexity | 80.6 points |
| 3 | [Torchcast Decision 27B](/models/decision-index-0-3-torchcast-decision-27b) | Not listed | 80.5 points |
| 4 | [Eikos-27B](/models/eikos-27b) | caiovicentino1 | 77.3 points |
| 5 | [Jebadiah 27B](/models/decision-index-0-3-jebadiah-27b) | frontier-infra | 77.0 points |
| 6 | [Cloudflare clef](/models/cloudflare-clef) | Cloudflare | 77.0 points |
| 7 | [Bespoke Nimble 9B v3](/models/decision-index-0-3-bespoke-nimble-9b-v3) | bespokelabs | 76.8 points |
| 8 | [vLLM-SR Decision 2.0 Vega 27B](/models/decision-index-0-3-vllm-sr-decision-2-0-vega-27b) | Not listed | 76.3 points |
| 9 | [Kev 27B](/models/decision-index-0-3-kev-27b) | jaredpalmer | 76.1 points |
| 10 | [simple-jev · Qwen3.8-27B (featherless)](/models/decision-index-simple-jev-qwen3-8-27b) | Featherless AI | 75.9 points |
| 11 | [reflex 27B](/models/reflex-27b) | kshetrajna12 | 75.7 points |
| 12 | [deck31b (Gemma 4 31B)](/models/decision-index-0-3-deck31b-gemma-4-31b) | Not listed | 75.6 points |
| 13 | [Quyet-1.0-Large](/models/decision-index-0-3-quyet-1-0-large) | chinhnc | 73.9 points |
| 14 | [JEV-27B](/models/decision-index-0-3-jev-27b) | autotrust | 73.8 points |
| 15 | [Jev](/models/decision-index-0-3-jev) | Not listed | 73.7 points |
| 16 | [JADE](/models/decision-index-0-3-jade) | Not listed | 73.5 points |
| 17 | [Jevfire](/models/decision-index-0-3-jevfire) | Not listed | 72.2 points |
| 18 | [Decider chat · Gemma-4-31B](/models/decision-index-decider-chat-gemma4-31b) | Mapika | 72.0 points |
| 19 | [Xor 1.2](/models/decision-index-0-3-xor-1-2) | Not listed | 71.5 points |
| 20 | [decisio 0.4.0 (Gemma 4 12B)](/models/decision-index-0-3-decisio-0-4-0-gemma-4-12b) | Not listed | 71.0 points |
| 21 | [Xor 26B-A4B](/models/decision-index-0-3-xor-26b-a4b) | juspay | 70.8 points |
| 22 | [Cloudflare clef-flash](/models/cloudflare-clef-flash) | Cloudflare | 70.5 points |
| 23 | [Decider chat · Qwen3.6-27B](/models/decision-index-0-3-decider-chat-qwen3-6-27b) | Not listed | 70.3 points |
| 24 | [Surogate Rune 26B-A4B v3](/models/decision-index-rune-26b-a4b-v3) | Surogate | 69.7 points |
| 25 | [Blink v0.3 26B-A4B (NVFP4)](/models/decision-index-0-3-blink-v0-3-26b-a4b-nvfp4) | PixilabAI | 69.6 points |
| 26 | [JoshuaSP diffusiongemma (open-jev)](/models/decision-index-0-3-joshuasp-diffusiongemma-open-jev) | Not listed | 67.8 points |
| 27 | [decisio 0.4.0 (Qwen3.6-35B-A3B)](/models/decision-index-0-3-decisio-0-4-0-qwen3-6-35b-a3b) | Not listed | 67.4 points |
| 28 | [GEV-26B-Decide](/models/decision-index-0-3-gev-26b-decide) | autotrust | 67.3 points |
| 29 | [JPT-35B-A3B](/models/decision-index-0-3-jpt-35b-a3b) | kirp | 67.2 points |
| 30 | [Hopper 12B (trained)](/models/decision-index-0-3-hopper-12b-trained) | Not listed | 66.4 points |
| 31 | [AJev lora5 (Gemma 4 12B)](/models/decision-index-0-3-ajev-lora5-gemma-4-12b) | andyzhang232 | 66.1 points |
| 32 | [Winnow-12B](/models/winnow-12b) | Eldan Ring | 65.2 points |
| 33 | [Lev1 3.7B](/models/decision-index-0-3-lev1-3-7b) | Not listed | 65.2 points |
| 34 | [ezjev 4B s2](/models/decision-index-0-3-ezjev-4b-s2) | everettjf | 64.7 points |
| 35 | [jiwo 4B](/models/decision-index-0-3-jiwo-4b) | eljiwo | 63.9 points |
| 36 | [vLLM-SR Decision 2.0 Lux 9B](/models/decision-index-0-3-vllm-sr-decision-2-0-lux-9b) | Not listed | 63.7 points |
| 37 | [JPT-9B](/models/decision-index-0-3-jpt-9b) | kirp | 62.7 points |
| 38 | [Jev-Omni](/models/jev-omni) | akhilaaa3 | 62.6 points |
| 39 | [Sieve 9B](/models/decision-index-0-3-sieve-9b) | sthanika-ai | 61.9 points |
| 40 | [JevK5 9B v0.3.3](/models/decision-index-0-3-jevk5-9b-v0-3-3) | alibiserikbay | 61.8 points |
| 41 | [Hopper (G) 1.2](/models/decision-index-0-3-hopper-g-1-2) | HopitAI | 61.6 points |
| 42 | [vLLM-SR Decision 2.0 Nox 4B](/models/decision-index-0-3-vllm-sr-decision-2-0-nox-4b) | Not listed | 58.9 points |
| 43 | [JEV-9B](/models/decision-index-0-3-jev-9b) | autotrust | 58.3 points |
| 44 | [Kev 9B v2](/models/decision-index-0-3-kev-9b-v2) | Not listed | 58.1 points |
| 45 | [lev](/models/decision-index-0-3-lev) | interfaze-ai | 57.9 points |
| 46 | [Jet v6.2](/models/decision-index-0-3-jet-v6-2) | michaljach | 57.0 points |
| 47 | [NeoHorse-Jev-4B](/models/decision-index-0-3-neohorse-jev-4b) | TokenRhythm | 56.6 points |
| 48 | [JPT-4B](/models/decision-index-0-3-jpt-4b) | kirp | 56.5 points |
| 49 | [Jevstral 8B](/models/decision-index-0-3-jevstral-8b) | AmirBraham | 56.3 points |
| 50 | [Winnow-E4B](/models/decision-index-0-3-winnow-e4b) | EldanRing | 56.1 points |
| 51 | [Intern-Decision-4B](/models/decision-index-0-3-intern-decision-4b) | internlm | 55.8 points |
| 52 | [Bespoke Nimble 9B v2](/models/decision-index-0-3-bespoke-nimble-9b-v2) | bespokelabs | 54.8 points |
| 53 | [JevK5 v0.3](/models/decision-index-0-3-jevk5-v0-3) | Not listed | 54.1 points |
| 54 | [Intelif Qwen3-4B](/models/decision-index-0-3-intelif-qwen3-4b) | Not listed | 53.8 points |
| 55 | [Ryotide Qwen v0.3.1](/models/decision-index-0-3-ryotide-qwen-v0-3-1) | Not listed | 52.7 points |
| 56 | [djev](/models/djev) | Maisa | 52.6 points |
| 57 | [Kas 4B](/models/decision-index-0-3-kas-4b) | kpiya | 52.4 points |
| 58 | [razorback16 openjev diffusiongemma (NVFP4, vLLM)](/models/decision-index-0-3-razorback16-openjev-diffusiongemma-nvfp4-vllm) | Not listed | 52.0 points |
| 59 | [Kev 4B r10](/models/decision-index-0-3-kev-4b-r10) | jaredpalmer | 51.5 points |
| 60 | [Gevva E4B](/models/decision-index-0-3-gevva-e4b) | davidburhans | 50.9 points |
| 61 | [Decider 4B](/models/decision-index-0-3-decider-4b) | Mapika | 50.8 points |
| 62 | [Decider 35B-A3B](/models/decider-35b-a3b) | Mapika | 50.6 points |
| 63 | [RSI-Jev v5.0 VL 3B](/models/decision-index-0-3-rsi-jev-v5-0-vl-3b) | shgao | 50.4 points |
| 64 | [Jev-Style 2B v3](/models/decision-index-0-3-jev-style-2b-v3) | Not listed | 48.8 points |
| 65 | [Jobe](/models/decision-index-0-3-jobe) | Not listed | 48.4 points |
| 66 | [EXAONE-4.0-1.2B-JEV v0.3](/models/decision-index-0-3-exaone-4-0-1-2b-jev-v0-3) | Not listed | 47.8 points |
| 67 | [vLLM-SR Decision 2.0 Sol 2B](/models/decision-index-0-3-vllm-sr-decision-2-0-sol-2b) | Not listed | 47.2 points |
| 68 | [Gevva E2B](/models/decision-index-0-3-gevva-e2b) | davidburhans | 47.1 points |
| 69 | [openvons](/models/decision-index-0-3-openvons) | Not listed | 46.2 points |
| 70 | [Solomon v1.1](/models/decision-index-0-3-solomon-v1-1) | Not listed | 46.0 points |
| 71 | [Tev1-4B-experimental](/models/decision-index-0-3-tev1-4b-experimental) | togethercomputer | 43.5 points |
| 72 | [this-that 1.2](/models/decision-index-0-3-this-that-1-2) | Not listed | 40.2 points |
| 73 | [OneJev 0.8B](/models/decision-index-0-3-onejev-0-8b) | OmniJev | 40.2 points |
| 74 | [SemIf](/models/decision-index-0-3-semif) | Not listed | 39.5 points |
| 75 | [open-jev (pngwn)](/models/decision-index-0-3-open-jev-pngwn) | Not listed | 39.3 points |
| 76 | [Metask-Jev-4B](/models/metask-jev-4b) | Wayfind (metask-ai) | 38.1 points |
| 77 | [Decider 2B](/models/decider-2b) | Mapika | 37.6 points |
| 78 | [Intern-Decision-2B](/models/decision-index-0-3-intern-decision-2b) | internlm | 35.9 points |
| 79 | [mmastrac diffusiongemma (vLLM PR 57250)](/models/decision-index-0-3-mmastrac-diffusiongemma-vllm-pr-57250) | Not listed | 35.8 points |
| 80 | [JPT-0.8B](/models/decision-index-0-3-jpt-0-8b) | kirp | 34.6 points |
| 81 | [Sieve 2B](/models/decision-index-0-3-sieve-2b) | sthanika-ai | 32.8 points |
| 82 | [jiwo 0.8B](/models/decision-index-0-3-jiwo-0-8b) | eljiwo | 32.7 points |
| 83 | [Bosun v3.1 1.7B](/models/decision-index-0-3-bosun-v3-1-1-7b) | Hanno-Labs | 32.7 points |
| 84 | [Sifr 0.8B v3.1](/models/decision-index-0-3-sifr-0-8b-v3-1) | Not listed | 32.6 points |
| 85 | [Dinah-0](/models/decision-index-0-3-dinah-0) | Lukitaduarte | 32.2 points |
| 86 | [Kev 0.8B r15](/models/decision-index-0-3-kev-0-8b-r15) | Not listed | 32.0 points |
| 87 | [Tev1-0.8B-experimental](/models/decision-index-0-3-tev1-0-8b-experimental) | togethercomputer | 31.0 points |
| 88 | [vLLM-SR Decision 2.0 Eos 0.8B](/models/decision-index-0-3-vllm-sr-decision-2-0-eos-0-8b) | Not listed | 30.6 points |
| 89 | [mini-jev](/models/decision-index-0-3-mini-jev) | Not listed | 29.3 points |
| 90 | [Intern-Decision-0.8B](/models/decision-index-0-3-intern-decision-0-8b) | internlm | 29.0 points |
| 91 | [Jev-Style 0.8B v3](/models/decision-index-0-3-jev-style-0-8b-v3) | Not listed | 27.1 points |
| 92 | [Bosun v3.1 0.6B](/models/bosun-v31-0-6b) | Clause Logic | 27.0 points |
| 93 | [vLLM-SR Decision 2.0 Kai 0.6B](/models/decision-index-0-3-vllm-sr-decision-2-0-kai-0-6b) | Not listed | 25.1 points |
| 94 | [Bekko System One v0 400M](/models/decision-index-0-3-bekko-system-one-v0-400m) | hotchpotch | 18.3 points |
| 95 | [Kodiak v0.2 1B (accuracy)](/models/decision-index-0-3-kodiak-v0-2-1b-accuracy) | cortex-agent-llc | 13.5 points |
| 96 | [GLiNER2.5-Decide](/models/decision-index-0-3-gliner2-5-decide) | fastino | 13.0 points |
| 97 | [CLM-v0.1-8B](/models/decision-index-0-3-clm-v0-1-8b) | Contrastive-LM | 12.8 points |
| 98 | [Bekko System One v0 68M](/models/decision-index-0-3-bekko-system-one-v0-68m) | hotchpotch | 12.1 points |
| 99 | [Lavoir](/models/decision-index-0-3-lavoir) | moganai | 10.7 points |
| 100 | [Von 1.3](/models/decision-index-0-3-von-1-3) | Not listed | 8.8 points |
| 101 | [Qwen-2.5-1B-RLCD](/models/decision-index-0-3-qwen-2-5-1b-rlcd) | harshatheg | 7.5 points |
| 102 | [Laya](/models/laya) | Convai Innovations | 7.3 points |
| 103 | [LFM2.5-2.6B-RLCD](/models/decision-index-0-3-lfm2-5-2-6b-rlcd) | monotykamary | 7.0 points |
| 104 | [DM-JEPA 1.1](/models/decision-index-0-3-dm-jepa-1-1) | Not listed | 6.5 points |
| 105 | [Bekko System One v0 17M](/models/decision-index-0-3-bekko-system-one-v0-17m) | hotchpotch | 6.5 points |
| 106 | [Julia 1](/models/decision-index-0-3-julia-1) | SupersonicLabs | 6.4 points |
| 107 | [Verdict](/models/decision-index-0-3-verdict) | Not listed | 5.9 points |
| 108 | [LFM2.5-350M-RLCD](/models/decision-index-0-3-lfm2-5-350m-rlcd) | notnotsamuel | 3.6 points |
| 109 | [system-one-gemma](/models/decision-index-0-3-system-one-gemma) | Not listed | 2.8 points |
| 110 | [Zev](/models/decision-index-0-3-zev) | Not listed | 2.7 points |
| 111 | [JevK5 Lite](/models/decision-index-0-3-jevk5-lite) | alibiserikbay | 0.6 points |
| 112 | [jeff](/models/jeff) | Logan Markewich | 0.1 points |

## FAQ

### What does Decision Index 0.3 Tools measure?

Decision Index 0.3 publishes chance-corrected tools scores for 112 evaluated systems.

### Which model leads the published Decision Index 0.3 Tools snapshot?

Fastino GLiDE no-thinking (28B) currently leads the published Decision Index 0.3 Tools snapshot with a score of 82.7 points.

### How many models are evaluated on Decision Index 0.3 Tools?

The October 6, 2026 contains 112 AI models.

### Does Decision Index 0.3 Tools affect BenchLM's overall score?

Not directly. Decision Index 0.3 Tools is still displayed on BenchLM for reference, but it is excluded from the weighted scoring formula.