← 简报
10月6日星期二

Agent 走向生产,接入与审计升温

1 个新上榜3 个有变化

开源热度正在围绕 Agent 的完整工作链聚集:降低模型接入门槛、交付可视化与视频成果、验证执行质量。OpenRouter 用量快照中,编程 Agent 占据多个头部位置,与这条工程化主线呼应。

今日结论

今天最强的信号是 Agent 的工作链正在变完整:模型接入、成果交付和执行审计同时获得关注。Niko1221/Strata 登上 #1,tt-a1i/archify 与 calesthio/OpenMontage 大幅上升,说明开源关注点正从配置助手扩展到完成具体任务。

用量侧也呈现工程化特征:编程 Agent 占据多个头部位置,模型前十中则有 5 个名称标注 batch 的条目。需区分时间:开源榜为 2026-10-06,模型与应用快照为 2026-10-04;后两者仅代表经 OpenRouter 且公开归属的流量,Token 衡量用量。

开源项目

Top 50 中有 1 个新进入项目,另有 3 个项目被标记为 rising。最有信息量的变化集中在三条主线:接入门槛降低、专业成果交付、Agent 质量验证。

  • 模型接入更贴近工作流:#1 Niko1221/Strata 获得 1 day +3,433 stars,总计 12,530 stars,从 #2 升至 #1。它面向消费级硬件提供本地推理与兼容 API,重要性在于让已有工具更容易接入本地模型。
  • #12 Ebony-Vinyl/dsh-our-free-model:以 1 day +695 stars 新进入榜单,总计 1,551 stars。项目描述主打免登录、免 API Key 的模型接入;这是降低使用摩擦的热度信号,免费不限量仍应视为项目宣称。
  • 成果交付正在成为技能产品:#7 tt-a1i/archify 从 #17 上升,1 day +1,032 stars,把想法、计划和代码库转成交互图。#8 calesthio/OpenMontage 从 #39 上升,1 day +894 stars,将视频制作封装为 12 条生产管线;二者把 Agent 能力落到可查看、可交付的产物上。
  • #14 ifixai-ai/iFixAi:从 #29 升至 #14,1 day +652 stars,总计 20,732 stars。它聚焦独立审计 Agent 是否完成预定任务,代表关注点开始延伸到执行结果的验证,而非只看生成能力。

模型

头部用量与增长速度给出了不同信号:最大用量仍集中在少数条目,前十之外的免费模型则出现较快增长。batch 标签的广泛出现值得跟踪,但不能据此推断具体任务来源。

  • 头部走势分化:stealth/space-bunny-alpha 为 6.73T Token,较前一天 +12%;DeepSeek V4.1 Flash (batch) 为 3.29T,-13%。GLM 5.3 (batch) 为 307B,-37%,显示头部并非同步增长。
  • 免费模型增长突出:Qwen3.8 27B (free) 为 101B Token,+85%;Nemotron 3.5 Lightning (free) 为 104B,+35%。与开源接入工具的热度方向一致,但无法确认共同流量来源。
  • 增速不等于规模:Grok 4.7 增长 +113%,用量为 32.9B Token;GPT-6 Luna (batch) 为 649B,+13%。前者增速更快,后者绝对用量更高。

应用

Agent 是头部用量的鲜明主线,前十中有 5 个明确标注 CLI agent 的应用。增长榜继续出现编程工具,与开源侧工作流封装和审计的走红形成方向上的呼应。

  • 持续运行的个人 Agent 居首:Hermes Agent 为 1.99T Token;Kilo Code 为 1.21T,Claude Code 为 1.13T,Cline 为 1.04T,编程场景也占据多个高用量位置。
  • 增长集中在执行工具:omp、Freebuff、Kilo Code 分列 rising 前三,用量分别为 801B、815B、1.21T Token。该榜比较此前三个同长周期的平均用量,输入未提供具体涨幅。

观察

接下来应观察接入、交付与审计工具能否持续获得关注,并与 Agent 应用用量的增长并行;当前证据支持工程化趋势,尚不能建立特定应用与模型之间的因果关系。

简报涉及的项目50
12
Ebony-Vinyl/dsh-our-free-model新上榜+695

Appears in today's top 50 but was not present in the previous snapshot.

7
tt-a1i/archify上升+1,032

Moved from #17 to #7 in the top 50.

8
calesthio/OpenMontage上升+894

Moved from #39 to #8 in the top 50.

14
ifixai-ai/iFixAi上升+652

Moved from #29 to #14 in the top 50.

1
Niko1221/Strata稳定+3,433

Still present in the current top 50.

2
neilsonnn/image-blaster稳定+2,605

Still present in the current top 50.

3
DietrichGebert/ponytail稳定+1,579

Still present in the current top 50.

4
lexmount/moli稳定+1,544

Still present in the current top 50.

5
mattpocock/skills稳定+1,134

Still present in the current top 50.

6
Panniantong/Agent-Reach稳定+1,094

Still present in the current top 50.

9
rohitg00/ai-engineering-from-scratch稳定+751

Still present in the current top 50.

10
rehan-remade/universal-modder稳定+715

Still present in the current top 50.

11
stablyai/orca稳定+712

Still present in the current top 50.

13
affaan-m/ECC稳定+656

Still present in the current top 50.

15
deepseek-ai/deepseek-harness稳定+629

Still present in the current top 50.

16
msitarzewski/agency-agents稳定+622

Still present in the current top 50.

17
pingdotgg/t3code稳定+574

Still present in the current top 50.

18
cloudflare/security-audit-skill稳定+571

Still present in the current top 50.

19
debpalash/VoiceStudio稳定+561

Still present in the current top 50.

20
heygen-com/hyperframes稳定+544

Still present in the current top 50.

21
coreyhaines31/marketingskills稳定+543

Still present in the current top 50.

22
thedotmack/claude-mem稳定+525

Still present in the current top 50.

23
omnirush-ai/omnirush-gui稳定+519

Still present in the current top 50.

24
Inkloom-art/inkloom稳定+496

Still present in the current top 50.

25
QingYunA/answer-me-with-html稳定+478

Still present in the current top 50.

26
addyosmani/agent-skills稳定+463

Still present in the current top 50.

27
paperclipai/paperclip稳定+461

Still present in the current top 50.

28
earthtojake/text-to-cad稳定+448

Still present in the current top 50.

29
666ghj/MiroFish稳定+441

Still present in the current top 50.

30
vectorize-io/hindsight稳定+429

Still present in the current top 50.

31
ayghri/i-have-adhd稳定+424

Still present in the current top 50.

32
FalkorDB/FalkorDB稳定+417

Still present in the current top 50.

33
deepseek-ai/DeepGEMM稳定+372

Still present in the current top 50.

34
diegosouzapw/OmniRoute稳定+358

Still present in the current top 50.

35
walkinglabs/learn-harness-engineering稳定+352

Still present in the current top 50.

36
yetone/magpie稳定+350

Still present in the current top 50.

37
nykooi1/vibe-wise稳定+348

Still present in the current top 50.

38
earendil-works/pi稳定+343

Still present in the current top 50.

39
obra/superpowers稳定+322

Still present in the current top 50.

40
firecrawl/firecrawl稳定+320

Still present in the current top 50.

41
garrytan/gstack稳定+301

Still present in the current top 50.

42
microsoft/markitdown稳定+297

Still present in the current top 50.

43
Louis-CFM/coucou稳定+294

Still present in the current top 50.

44
penso/herdr-gpui稳定+294

Still present in the current top 50.

45
FlashML-org/FreeVideo稳定+291

Still present in the current top 50.

46
herdrdev/herdr稳定+288

Still present in the current top 50.

47
tashfeenahmed/freellmapi稳定+285

Still present in the current top 50.

48
0xpili/simplified-technical-english稳定+282

Still present in the current top 50.

49
Ryze-AI-Adgent/open-seo-mcp-skills稳定+276

Still present in the current top 50.

50
t8y2/dbx稳定+270

Still present in the current top 50.

用量最高的模型
1
S
stealth/space-bunny-alpha
6.73T
stealth · tokens+12%
2
DeepSeek V4.1 Flash (batch)
3.29T
deepseek · tokens-13%
3
GLM 5.3 Flash (batch)
1.14T
z-ai · tokens+0%
4
Nemotron 3 Ultra (free)
913B
nvidia · tokens+10%
5
DeepSeek V4 Flash 0731
730B
deepseek · tokens+6%
6
GPT-6 Luna (batch)
649B
openai · tokens+13%
7
DeepSeek V4 Flash 0423
372B
deepseek · tokens-5%
8
Claude Opus 5.5 (batch)
324B
anthropic · tokens+7%
9
GLM 5.3 (batch)
307B
z-ai · tokens-37%
10
MiMo-V2.6-Flash
228B
xiaomi · tokens+1%

Source: OpenRouter (openrouter.ai/rankings), as of 2026-10-05T16:27:41Z. Licensed under CC BY 4.0.

用量最高的应用

Source: OpenRouter (openrouter.ai/apps), as of 2026-10-05T14:26:09.154Z. Licensed under CC BY 4.0.