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LLM Ecosystem Radar

Static public snapshot for catalog browsing when the Workers dynamic app is unreachable from a local network. The full dynamic app remains on Cloudflare Workers; this mirror excludes Admin writes and server-side operations.

Companies16
Models150
Versions157
OpenRouter available67
Adoption rows84
Public signal rows93
Parameter disclosures62
Generated2026-05-26T01:42:19.831Z
ModelsCompare snapshotTop EventsLeaderboard lanesOpenRouterPublic Signals / 舆情指标ToolsStatic JSON
Read-only mirror: no Admin login, no mutation controls, no secrets, no scheduled refresh execution. Source-backed gaps remain visible as missing evidence.

Models Snapshot

CompanyModelVersionsParametersSource
Alibaba / Qwen1Not disclosedhttps://www.alibabacloud.com/help/doc-detail/3026903.html
Alibaba / Qwen1Not disclosedhttps://www.alibabacloud.com/help/doc-detail/3026903.html
Alibaba / Qwen1Not disclosedhttps://www.alibabacloud.com/help/doc-detail/3026903.html
Alibaba / Qwen1Not disclosedhttps://www.alibabacloud.com/help/en/model-studio/models
Alibaba / Qwen230https://huggingface.co/Qwen/Qwen3-Omni-30B-A3B-Instruct
Alibaba / Qwen1235https://huggingface.co/Qwen/Qwen3-235B-A22B
Alibaba / Qwen1480https://huggingface.co/Qwen/Qwen3-Coder-480B-A35B-Instruct
Alibaba / Qwen2235https://huggingface.co/Qwen/Qwen3-VL-235B-A22B-Instruct
Alibaba / Qwen18https://huggingface.co/Qwen/Qwen3Guard-Gen-8B
Alibaba / Qwen18https://huggingface.co/Qwen/Qwen3Guard-Stream-8B
Alibaba / Qwen21.7https://github.com/QwenLM/Qwen3-TTS
Alibaba / Qwen2Not disclosedhttps://www.alibabacloud.com/help/en/model-studio/qwen-tts-realtime
Alibaba / Qwen2Not disclosedhttps://www.alibabacloud.com/help/en/model-studio/text-to-speech
Alibaba / Qwen1Not disclosedhttps://www.alibabacloud.com/help/doc-detail/3001143.html
Alibaba / Qwen1Not disclosedhttps://www.alibabacloud.com/help/doc-detail/2999962.html
Alibaba / Qwen18https://huggingface.co/Qwen/Qwen3-Embedding-8B
Alibaba / Qwen18https://huggingface.co/Qwen/Qwen3-Reranker-8B
Alibaba / Qwen18https://huggingface.co/Qwen/Qwen3-VL-Embedding-8B
Alibaba / Qwen18https://huggingface.co/Qwen/Qwen3-VL-Reranker-8B
Alibaba / Qwen120https://qwenlm.github.io/blog/qwen-image/
Alibaba / Qwen1Not disclosedhttps://help.aliyun.com/zh/model-studio/qwen-image-api
Anthropic1Not disclosedhttps://www.anthropic.com/news/claude-opus-4-7
Anthropic1Not disclosedhttps://www.anthropic.com/news/claude-sonnet-4-6
Anthropic1Not disclosedhttps://www.anthropic.com/news/claude-haiku-4-5
ByteDance / Doubao1Not disclosedhttps://seed.bytedance.com/en/seed2
ByteDance / Doubao1Not disclosedhttps://seed.bytedance.com/en/models
ByteDance / Doubao1Not disclosedhttps://seed.bytedance.com/seedream5_0_lite
ByteDance / Doubao1Not disclosedhttps://seed.bytedance.com/en/seedance2_0
DeepSeek11600https://huggingface.co/deepseek-ai/DeepSeek-V4-Pro
DeepSeek1284https://huggingface.co/deepseek-ai/DeepSeek-V4-Flash
DeepSeek1685.4https://huggingface.co/deepseek-ai/DeepSeek-V3.2
DeepSeek2671https://huggingface.co/deepseek-ai/DeepSeek-R1
DeepSeek1236https://huggingface.co/deepseek-ai/DeepSeek-Coder-V2-Instruct
DeepSeek127https://huggingface.co/deepseek-ai/deepseek-vl2
DeepSeek17https://huggingface.co/deepseek-ai/Janus-Pro-7B
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-3.1-pro-preview
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-3-flash-preview
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-lite-preview
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-image-preview
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-live-preview
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-3.1-flash-tts-preview
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-2.5-flash
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-2.5-flash-image
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-2.5-flash-native-audio-preview-12-2025
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-2.5-flash-preview-tts
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-2.5-flash-lite
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/gemini-2.5-pro
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/veo-3.0-generate-001
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/veo-3.1-generate-preview
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/models/imagen
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/embeddings
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/embeddings
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/music-generation
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/music-generation
Google1Not disclosedhttps://ai.google.dev/gemini-api/docs/realtime-music-generation
Google14https://huggingface.co/google/medgemma-1.5-4b-it
Google131https://huggingface.co/google/gemma-4-31B-it
Google18https://huggingface.co/google/gemma-3n-E4B-it
Google10.27https://huggingface.co/google/functiongemma-270m-it
Google10.3https://huggingface.co/google/embeddinggemma-300m
Meituan1560https://tech.meituan.com/2025/09/01/longcat-flash-chat.html
Meituan1560https://tech.meituan.com/2025/09/22/longcat-flash-thinking.html
Meituan1560https://tech.meituan.com/2025/11/03/longcat-flash-omni.html
Meta1109https://huggingface.co/meta-llama/Llama-4-Scout-17B-16E-Instruct
Meta1400https://huggingface.co/meta-llama/Llama-4-Maverick-17B-128E-Instruct
Meta170https://huggingface.co/meta-llama/Llama-3.3-70B-Instruct
Meta11https://huggingface.co/meta-llama/Llama-3.2-1B-Instruct
Meta13https://huggingface.co/meta-llama/Llama-3.2-3B-Instruct
Meta111https://huggingface.co/meta-llama/Llama-3.2-11B-Vision-Instruct
Meta190https://huggingface.co/meta-llama/Llama-3.2-90B-Vision-Instruct
Meta18https://huggingface.co/meta-llama/Llama-3.1-8B-Instruct
Meta170https://huggingface.co/meta-llama/Llama-3.1-70B-Instruct
Meta1405https://huggingface.co/meta-llama/Llama-3.1-405B-Instruct
Meta112https://huggingface.co/meta-llama/Llama-Guard-4-12B
Meta1Not disclosedhttps://ai.meta.com/blog/meta-ai-1-5-multimodal-voice-musespark/
Meta10.86https://huggingface.co/facebook/sam3
Meta1Not disclosedhttps://ai.meta.com/blog/segment-anything-model-3/
Meta1Not disclosedhttps://ai.meta.com/blog/3d-gen-segment-anything-model-3d/
Meta1Not disclosedhttps://ai.meta.com/blog/sam-audio/

Compare Entry Snapshot

OpenAI

general_llm, reasoning, coding, vision_language, agent

Anthropic

general_llm, reasoning, coding, vision_language, agent, long_context

Google

general_llm, reasoning, coding, vision_language, agent

DeepSeek

general_llm, reasoning, coding, agent, long_context

Open compare JSON

Top Events

OpenRouter snapshot confirms 67 available catalog versions

Availability and pricing can be shown as a real lane while unmatched rows stay visible as source gaps.

1 source hit(s) / high confidence

Qwen image and Qwen3 model cards add high-volume public activity evidence

The event links model-family activity to concrete source counters without turning them into global adoption claims.

3 source hit(s) / high confidence

DeepSeek open-weight family evidence is consolidated as ordinary public activity

It keeps DeepSeek comparable with Qwen, GLM, Kimi, Hunyuan, and other tracked companies instead of treating it as a special implementation signal.

4 source hit(s) / high confidence

Qwen3-TTS parameter disclosure enters reviewable model evidence

Parameter coverage improves while preserving a review path for exact API SKU mapping.

1 source hit(s) / medium confidence

Open top-events JSON

Leaderboard Lanes

BenchmarksArena.ai / LMSYS snapshots
OpenRouter67 available / 90 not found
Adoption84
Public Signals / 舆情指标93
Coverage completeness95 parameter gaps

Open leaderboard JSON

OpenRouter Snapshot

CompanyModelStatusListing
Alibaba / Qwenalibaba-qwen-cosyvoicenot_foundNot found
Alibaba / Qwenalibaba-qwen-cosyvoicenot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen-image-2-0-pronot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen-imagenot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-235b-a22bavailableqwen/qwen3-235b-a22b
Alibaba / Qwenalibaba-qwen-qwen3-6-flashavailableqwen/qwen3.6-flash
Alibaba / Qwenalibaba-qwen-qwen3-6-max-previewavailableqwen/qwen3.6-max-preview
Alibaba / Qwenalibaba-qwen-qwen3-6-plusavailableqwen/qwen3.6-plus
Alibaba / Qwenalibaba-qwen-qwen3-coder-480b-a35bavailableqwen/qwen3-coder
Alibaba / Qwenalibaba-qwen-qwen3-embedding-8bnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-omni-30b-a3bnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-omni-30b-a3bnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-omni-flashnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-reranker-8bnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-ttsnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-tts-realtimenot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-ttsnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-tts-realtimenot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-vl-235b-a22bavailableqwen/qwen3-vl-235b-a22b-instruct
Alibaba / Qwenalibaba-qwen-qwen3-vl-235b-a22bavailableqwen/qwen3-vl-235b-a22b-thinking
Alibaba / Qwenalibaba-qwen-qwen3-vl-embedding-8bnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3-vl-reranker-8bnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3guard-gen-8bnot_foundNot found
Alibaba / Qwenalibaba-qwen-qwen3guard-stream-8bnot_foundNot found
Alibaba / Qwenalibaba-qwen-wan-2-6-i2vnot_foundNot found
Alibaba / Qwenalibaba-qwen-wan-2-6-imagenot_foundNot found
Anthropicanthropic-claude-haiku-4-5availableanthropic/claude-haiku-4.5
Anthropicanthropic-claude-opus-4-7availableanthropic/claude-opus-4.7
Anthropicanthropic-claude-sonnet-4-6availableanthropic/claude-sonnet-4.6
ByteDance / Doubaobytedance-seed1-5-vlnot_foundNot found
ByteDance / Doubaobytedance-seed2-0not_foundNot found
ByteDance / Doubaobytedance-seedance-2-0not_foundNot found
ByteDance / Doubaobytedance-seedream-5-0-litenot_foundNot found
DeepSeekdeepseek-coder-v2not_foundNot found
DeepSeekdeepseek-janus-pronot_foundNot found
DeepSeekdeepseek-r1availabledeepseek/deepseek-r1-0528
DeepSeekdeepseek-r1availabledeepseek/deepseek-r1
DeepSeekdeepseek-v3-2availabledeepseek/deepseek-v3.2
DeepSeekdeepseek-v4-flashavailabledeepseek/deepseek-v4-flash
DeepSeekdeepseek-v4-proavailabledeepseek/deepseek-v4-pro

Public Signals / 舆情指标

CompanyModelValueSource
Alibaba / Qwenalibaba-qwen-qwen-image170808 downloads / 2491 likesQwen/Qwen-Image Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-235b-a22b448964 downloads / 1092 likesQwen/Qwen3-235B-A22B Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-coder-480b-a35b29883 downloads / 1336 likesQwen/Qwen3-Coder-480B-A35B-Instruct Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-embedding-8b1616414 downloads / 687 likesQwen/Qwen3-Embedding-8B Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-omni-30b-a3b1322158 downloads / 924 likesQwen/Qwen3-Omni-30B-A3B-Instruct Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-omni-30b-a3b239367 downloads / 302 likesQwen/Qwen3-Omni-30B-A3B-Thinking Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-reranker-8b1250189 downloads / 232 likesQwen/Qwen3-Reranker-8B Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-vl-235b-a22b1663082 downloads / 389 likesQwen/Qwen3-VL-235B-A22B-Instruct Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-vl-235b-a22b8824 downloads / 396 likesQwen/Qwen3-VL-235B-A22B-Thinking Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-vl-embedding-8b939757 downloads / 414 likesQwen/Qwen3-VL-Embedding-8B Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3-vl-reranker-8b316933 downloads / 147 likesQwen/Qwen3-VL-Reranker-8B Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3guard-gen-8b38957 downloads / 111 likesQwen/Qwen3Guard-Gen-8B Hugging Face model card API
Alibaba / Qwenalibaba-qwen-qwen3guard-stream-8b220 downloads / 36 likesQwen/Qwen3Guard-Stream-8B Hugging Face model card API
DeepSeekdeepseek-coder-v2117317 downloads / 687 likesdeepseek-ai/DeepSeek-Coder-V2-Instruct Hugging Face model card API
DeepSeekdeepseek-janus-pro22965 downloads / 3605 likesdeepseek-ai/Janus-Pro-7B Hugging Face model card API
DeepSeekdeepseek-r12844701 downloads / 2448 likesdeepseek-ai/DeepSeek-R1-0528 Hugging Face model card API
DeepSeekdeepseek-r14378429 downloads / 13340 likesdeepseek-ai/DeepSeek-R1 Hugging Face model card API
DeepSeekdeepseek-v3-24340993 downloads / 1436 likesdeepseek-ai/DeepSeek-V3.2 Hugging Face model card API
DeepSeekdeepseek-v4-flash2844334 downloads / 1216 likesdeepseek-ai/DeepSeek-V4-Flash Hugging Face model card API
DeepSeekdeepseek-v4-pro4666078 downloads / 4227 likesdeepseek-ai/DeepSeek-V4-Pro Hugging Face model card API
DeepSeekdeepseek-vl25982 downloads / 381 likesdeepseek-ai/deepseek-vl2 Hugging Face model card API
Googlegoogle-embeddinggemma-300m1945402 downloads / 1663 likesgoogle/embeddinggemma-300m Hugging Face model card API
Googlegoogle-functiongemma-270m-it202739 downloads / 996 likesgoogle/functiongemma-270m-it Hugging Face model card API
Googlegoogle-gemma-3n-e4b-it26893 downloads / 914 likesgoogle/gemma-3n-E4B-it Hugging Face model card API
Googlegoogle-gemma-4-31b-it10398435 downloads / 2763 likesgoogle/gemma-4-31B-it Hugging Face model card API
Googlegoogle-medgemma-1-5-4b-it192683 downloads / 625 likesgoogle/medgemma-1.5-4b-it Hugging Face model card API
Meituanmeituan-longcat-flash-chat85293 downloads / 534 likesmeituan-longcat/LongCat-Flash-Chat Hugging Face model card API
Meituanmeituan-longcat-flash-omni54 downloads / 112 likesmeituan-longcat/LongCat-Flash-Omni Hugging Face model card API
Meituanmeituan-longcat-flash-thinking92 downloads / 148 likesmeituan-longcat/LongCat-Flash-Thinking Hugging Face model card API
Metameta-dinov310476 stars / 849 forksfacebookresearch/dinov3 GitHub repository API

Selected Detail Snapshots

OpenAI

1 version snapshot(s)

Anthropic

1 version snapshot(s)

Google

1 version snapshot(s)

Meta

1 version snapshot(s)

DeepSeek

1 version snapshot(s)

Alibaba / Qwen

1 version snapshot(s)

Zhipu AI

1 version snapshot(s)

Moonshot AI / Kimi

1 version snapshot(s)

Tencent / Hunyuan

1 version snapshot(s)

Mistral AI

1 version snapshot(s)

xAI

1 version snapshot(s)

Open details JSON

Tools Snapshot

Gemini Deep Research Agent

Google

research_or_deferred_registry

Genie 3

Google

product_only_surface

PE-AV

Meta

research_or_deferred_registry

TRIBE v2

Meta

research_or_deferred_registry

Canopy Height Maps v2

Meta

research_or_deferred_registry

Codex

OpenAI

tool_or_agent_surface

Agents guide

OpenAI

tool_or_agent_surface

Computer use

OpenAI

tool_or_agent_surface

Skills

OpenAI

tool_or_agent_surface

MCP and Connectors

OpenAI

tool_or_agent_surface

computer-use-preview

OpenAI

excluded_legacy_or_unavailable

Claude Mythos Preview

Anthropic

research_or_deferred_registry

Tool use

Anthropic

tool_or_agent_surface

Computer use tool

Anthropic

tool_or_agent_surface

Web search tool

Anthropic

tool_or_agent_surface

Web fetch tool

Anthropic

tool_or_agent_surface

Code execution tool

Anthropic

tool_or_agent_surface

Memory tool

Anthropic

tool_or_agent_surface

Bash tool

Anthropic

tool_or_agent_surface

Text editor tool

Anthropic

tool_or_agent_surface

Claude Code

Anthropic

tool_or_agent_surface

Claude Code Skills

Anthropic

tool_or_agent_surface

Claude Code MCP

Anthropic

tool_or_agent_surface

Managed Agents MCP connector

Anthropic

tool_or_agent_surface

Open tools JSON