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ModelCap

New & trending discoveries

Fast public signals can surface a model before its identity or capability evidence is ready. Every candidate stays in an explicit operational state; attention velocity never becomes a ModelCap rank. Known packaging and companion artifacts stay visible as explained exclusions. Unresolved identities remain queued for automatic retries; source failures and missing evidence are not treated as completed work.

Updated 7 Nov 2026, 16:11 UTC

Discovery state summary

Awaiting ingestion
1
Seen in a discovery source but not yet admitted to the catalogue.
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Automatic retry
183
Unresolved source inputs stay queued for automatic rechecks, with the reason preserved.
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Excluded from ranking
36
Known packaging, companion or other nonrankable artifacts, with an explicit reason.
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No Index position
143
Catalogued identity without a separate public ModelCap Index position.
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Archived rank
100
Exact catalogue identity with an all-versions rank, but no current-board position.
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Catalogued & positioned
135
Catalogue identity with a verified current public position.
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Candidate feed

New and rising attention first · 598 matching · page 1 of 13

Qwen: Qwen3.6 35B A3B

Qwen

Official publisher release

First observed 27 Apr 2026 · last observed 7 Nov 2026

Catalogued · Current #105
Rising · 12 positions· source position #179

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

View catalogued model

Cactus-Compute/mirage

Cactus Compute

First observed 7 Nov 2026 · last observed 7 Nov 2026

Automatic retry

Weights have no complete safetensors manifest at this revision; automatic checks will retry

Rising · 5 positions· source position #98

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

nvidia/NVIDIA-Nemotron-Labs-Dory1.0-4B-BF16

NVIDIA

First observed 17 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Source metadata identifies a derivative of another model

Rising · 4 positions· source position #106

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

AtomicChat/LFM3-1.7B-Uncensored-GGUF

AtomicChat

First observed 28 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Rising · 2 positions· source position #51

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

Meta: Llama 3.1 8B Instruct

Meta

Official publisher release

First observed 23 Jul 2024 · last observed 7 Nov 2026

Catalogued · Current #306
Rising · 2 positions· source position #93

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

View catalogued model

MoonshotAI: Kimi K3

Moonshot AI

Official publisher release

First observed 16 Jul 2026 · last observed 7 Nov 2026

Catalogued · Current #11
Rising · 2 positions· source position #114

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

View catalogued model

xtools-at/DeepSeek-V4-Pro-Qwen3.5-9B-UNCENSORED-heretic

Xtools At

First observed 7 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Source metadata identifies a derivative of another model

Rising · 2 positions· source position #9

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

ISTA-DASLab/Qwen3.8-27B-GSQ-RCO-GGUF

ISTA-DASLab

First observed 6 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Rising · 1 position· source position #59

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

NousResearch/Arete-27B

NousResearch

First observed 7 Nov 2026 · last observed 7 Nov 2026

Automatic retry

Not yet useful to the catalogue: no rank, evidence or serving route, and below the download bar; automatic checks will retry

Rising · 1 position· source position #29

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

SC117/Qwen3.8-Flash-Next-GSQ-RCO-abliterated-GGUF

SC117

First observed 23 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Rising · 1 position· source position #34

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

unsloth/Qwen3.8-Flash-Next-GGUF

unsloth

First observed 4 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Rising · 1 position· source position #22

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

ccore/Qwen3.5-4B-GLB-3D-Coder

Ccore

First observed 3 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Rising · 1 position· source position #18

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

OBLITERATUS/DeepSeek-V4.1-Flash-1017-obliterated

OBLITERATUS

First observed 1 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Source metadata identifies a derivative of another model

Rising · 1 position· source position #14

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

AtomicChat/DeepSeek-V4.1-Flash-1017-Uncensored-GSQ-RCO-GGUF

AtomicChat

First observed 31 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Steady· source position #13

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

Axion1-0/Axion-1.0-35B

Axion1-0

First observed 4 Nov 2026 · last observed 7 Nov 2026

Automatic retry

Not yet useful to the catalogue: no rank, evidence or serving route, and below the download bar; automatic checks will retry

Steady· source position #80

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

beipo-ai/NorthCUA-Pro

beipo-ai

First observed 6 Nov 2026 · last observed 7 Nov 2026

Automatic retry

Not yet useful to the catalogue: no rank, evidence or serving route, and below the download bar; automatic checks will retry

Steady· source position #167

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

DavidAU/Qwen3.5-9B-The-Defiant-Fable-Uncensored-Heretic-NEO-IMATRIX-MAX-MTP-GGUF

DavidAU

First observed 2 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Steady· source position #43

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

huihui-ai/Huihui-Qwen3.8-27B-abliterated-GGUF

huihui-ai

First observed 25 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Steady· source position #47

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-Coder-GGUF

ISTA-DASLab

First observed 3 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Steady· source position #26

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

LiquidAI/LFM3-1.7B-GGUF

LiquidAI

First observed 7 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Steady· source position #62

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

DeepSeek: DeepSeek V4.1 Flash 1017

DeepSeek

Official publisher release

First observed 17 Oct 2026 · last observed 7 Nov 2026

Catalogued · Current #83
Steady· source position #16

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

View catalogued model

MiniMax: MiniMax M3.1 Flash

MiniMax

Official publisher release

First observed 19 Oct 2026 · last observed 7 Nov 2026

Catalogued · Current #28
Steady· source position #159

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

View catalogued model

unsloth/DeepSeek-V4.1-Flash-1017-GGUF

unsloth

First observed 30 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Cooling · 3 positions· source position #60

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

ISTA-DASLab/DeepSeek-V4.1-Flash-1017-GSQ-RCO-GGUF

ISTA-DASLab

First observed 24 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Cooling · 2 positions· source position #61

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

Google: Gemma 4 31B

Google

Official publisher release

First observed 2 Apr 2026 · last observed 7 Nov 2026

Catalogued · Current #37
Cooling · 2 positions· source position #136

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

View catalogued model

xiaomi-research/Xiaomi-OCR-0

Xiaomi Research

First observed 31 Oct 2026 · last observed 7 Nov 2026

Excluded from ranking

Source metadata identifies a derivative of another model

Cooling · 2 positions· source position #36

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

DavidAU/Qwen3.8-27B-TURBO-Fable-Cold-Fusion-735-882-Heretic-Uncensored-NEO-CODER-MAX-MTP-GGUF

DavidAU

First observed 2 Sept 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Cooling · 1 position· source position #11

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

HauhauCS/Qwen3.8-27B-Uncensored-HauhauCS-Aggressive-MTP-GGUF

HauhauCS

First observed 4 Nov 2026 · last observed 7 Nov 2026

Excluded from ranking

Quantized packaging is not a separate model peer

Cooling · 1 position· source position #52

Source attention velocity only. It is not a quality, safety or capability result.

Provenance

No model page is linked until the catalogue identity is exact.

Discovery source health