← 简报
10月7日星期三

Agent 从写代码走向可执行工作流

由 AI Rank 根据排名快照生成的 AI 分析。请通过关联来源核实。 排名方法与来源

4 个有变化

开源热度集中在本地推理、浏览器工具和可复用技能,Agent 的竞争正在转向执行与工程方法。最新 OpenRouter 快照中,编码 Agent 占据用量榜多个头部位置,批处理模型也出现明显增长。

今日结论

Agent 的重心正在从“能生成代码”转向“能完成工作”:本地推理、网页访问、工程技能和专业工具同时获得关注。10 月 7 日开源榜中,Niko1221/Strata 以 +2,332 stars 领跑,nykooi1/vibe-wise 从 #37 升至 #4,分别体现运行基础设施与开发方法的需求。

模型与应用采用最新的 10 月 5 日快照。编码 Agent 占据应用用量榜多个头部位置,模型侧多个 batch 条目增长;两者方向相容,但没有应用到模型的调用映射,不能推断具体流量来源。

开源项目

Top 50 的重点可以归纳为三条主线:执行基础设施、工程技能、专业任务工具。Stars 和排名反映关注度,不直接证明实际采用或任务效果。

  • 执行基础设施:#1 Niko1221/Strata 新增 2,332 stars,累计 14,862,主打消费级硬件上的本地推理与兼容 API;#2 lexmount/moli 新增 1,765 stars,累计 10,293,提供面向 Agent 的无头浏览器。两者分别补齐运行与网页操作能力。
  • 工程技能与人的理解:#4 nykooi1/vibe-wise 新增 854 stars,从 #37 跃升,强调 AI 写代码时帮助人理解构建过程;#26 obra/superpowers 新增 407 stars,从 #39 上升,将技能与开发方法结合。关注点开始包含工作过程,而不只是生成结果。
  • 专业工具进入工作流:#14 earthtojake/text-to-cad 新增 582 stars,从 #28 上升,为 Agent 提供 CAD 能力;#35 Ryze-AI-Adgent/open-seo-mcp-skills 新增 328 stars,从 #49 上升,把 SEO 工具与技能接入 Agent。通用助手正在延伸到有明确交付物的任务。

模型

头部用量与高增长条目中,batch 模型都很醒目。这说明批处理是当前流量的重要形态,但不能仅凭名称判断成本、延迟或任务质量。

  • 头部变化:DeepSeek V4.1 Flash (batch) 以 6.25T Token 居首,较前日 +90%;stealth/space-bunny-alpha 为 4.2T,-38%。两者走势明显分化。
  • 另一条增长线:GLM 5.3 Flash (batch) 为 1.56T,+36%;GLM 5.3 (batch) 为 456B,+49%,两个条目同步增长。
  • 前十之外的动量:#14 GPT-5.6 Sol (batch) 为 224B,+143%,是所列增长最快条目;#21 GPT-6 Sol (batch) 为 126B、#23 Claude Sonnet 5 (batch) 为 112B,均 +78%。高涨幅与头部规模应分开看。

应用

应用侧最清楚的信号是 Agent 的持续用量,而非单次聊天。数据只覆盖经 OpenRouter 且公开归属的流量;模型与应用 Token 都不是用户数,也不代表市场份额。

  • 个人 Agent 居首:Hermes Agent 用量为 1.86T Token。其记忆与可复用技能定位,与开源侧工程技能的热度呼应,但 NousResearch/hermes-agent 当日排名 #49、新增 242 stars,也提醒我们关注度与用量并不等价。
  • 编码工作流占据头部:Claude Code 为 1.06T,Kilo Code 为 968B,Cline 为 914B;用量前十有 5 个明确标为 CLI agent,另有 IDE 扩展。
  • 增长榜仍偏向工具型应用:Strix 为 96.6B,居增长榜首;pi 为 462B、omp 为 676B,分别列增长榜 #2、#4。该榜比较此前三个同长周期的平均用量,输入没有提供具体涨幅。

观察

接下来应观察执行工具与工程技能的开源热度,能否伴随 Agent 用量持续增长;跨榜方向已形成呼应,具体调用关系与实际效果仍需更多证据。

简报涉及的项目50
1
Niko1221/Strata稳定+2,332

Still present in the current top 50.

2
lexmount/moli稳定+1,765

Still present in the current top 50.

3
Panniantong/Agent-Reach稳定+934

Still present in the current top 50.

4
nykooi1/vibe-wise上升+854

Moved from #37 to #4 in the top 50.

5
calesthio/OpenMontage稳定+825

Still present in the current top 50.

6
stablyai/orca稳定+791

Still present in the current top 50.

7
DietrichGebert/ponytail稳定+788

Still present in the current top 50.

8
ifixai-ai/iFixAi稳定+768

Still present in the current top 50.

9
neilsonnn/image-blaster稳定+752

Still present in the current top 50.

10
rohitg00/ai-engineering-from-scratch稳定+708

Still present in the current top 50.

11
affaan-m/ECC稳定+650

Still present in the current top 50.

12
rehan-remade/universal-modder稳定+639

Still present in the current top 50.

13
msitarzewski/agency-agents稳定+595

Still present in the current top 50.

14
earthtojake/text-to-cad上升+582

Moved from #28 to #14 in the top 50.

15
debpalash/VoiceStudio稳定+579

Still present in the current top 50.

16
cloudflare/security-audit-skill稳定+579

Still present in the current top 50.

17
tt-a1i/archify稳定+562

Still present in the current top 50.

18
tinyhumansai/openhuman稳定+545

Still present in the current top 50.

19
heygen-com/hyperframes稳定+529

Still present in the current top 50.

20
deepseek-ai/deepseek-harness稳定+522

Still present in the current top 50.

21
omnirush-ai/omnirush-gui稳定+520

Still present in the current top 50.

22
thedotmack/claude-mem稳定+502

Still present in the current top 50.

23
paperclipai/paperclip稳定+489

Still present in the current top 50.

24
vectorize-io/hindsight稳定+440

Still present in the current top 50.

25
Ebony-Vinyl/dsh-our-free-model稳定+418

Still present in the current top 50.

26
obra/superpowers上升+407

Moved from #39 to #26 in the top 50.

27
QingYunA/answer-me-with-html稳定+391

Still present in the current top 50.

28
TencentCloud/Octop稳定+380

Still present in the current top 50.

29
Graphify-Labs/graphify稳定+373

Still present in the current top 50.

30
666ghj/MiroFish稳定+369

Still present in the current top 50.

31
addyosmani/agent-skills稳定+339

Still present in the current top 50.

32
pingdotgg/t3code稳定+335

Still present in the current top 50.

33
yetone/magpie稳定+330

Still present in the current top 50.

34
nextlevelbuilder/ui-ux-pro-max-skill稳定+328

Still present in the current top 50.

35
Ryze-AI-Adgent/open-seo-mcp-skills上升+328

Moved from #49 to #35 in the top 50.

36
FalkorDB/FalkorDB稳定+325

Still present in the current top 50.

37
Leonxlnx/taste-skill稳定+323

Still present in the current top 50.

38
cloudflare/cloudflare-os稳定+316

Still present in the current top 50.

39
p-e-w/heretic稳定+312

Still present in the current top 50.

40
firecrawl/firecrawl稳定+311

Still present in the current top 50.

41
Joooook/12306-mcp稳定+307

Still present in the current top 50.

42
tashfeenahmed/freellmapi稳定+300

Still present in the current top 50.

43
diegosouzapw/OmniRoute稳定+299

Still present in the current top 50.

44
ayghri/i-have-adhd稳定+291

Still present in the current top 50.

45
storytold/artcraft稳定+289

Still present in the current top 50.

46
multica-ai/andrej-karpathy-skills稳定+267

Still present in the current top 50.

47
NandhaKishorM/laya稳定+259

Still present in the current top 50.

48
earendil-works/pi稳定+244

Still present in the current top 50.

49
NousResearch/hermes-agent稳定+242

Still present in the current top 50.

50
tigerless-labs/autoharness稳定+242

Still present in the current top 50.

用量最高的模型
1
DeepSeek V4.1 Flash (batch)
6.25T
deepseek · tokens+90%
2
S
stealth/space-bunny-alpha
4.2T
stealth · tokens-38%
3
GLM 5.3 Flash (batch)
1.56T
z-ai · tokens+36%
4
Nemotron 3 Ultra (free)
843B
nvidia · tokens-8%
5
DeepSeek V4 Flash 0731
831B
deepseek · tokens+14%
6
GPT-6 Luna (batch)
676B
openai · tokens+4%
7
DeepSeek V4 Flash 0423
463B
deepseek · tokens+24%
8
GLM 5.3 (batch)
456B
z-ai · tokens+49%
9
Claude Opus 5.5 (batch)
382B
anthropic · tokens+18%
10
Kimi K3 (batch)
292B
moonshotai · tokens+40%

Source: OpenRouter (openrouter.ai/rankings), as of 2026-10-06T16:42:45Z. Licensed under CC BY 4.0.

用量最高的应用

Source: OpenRouter (openrouter.ai/apps), as of 2026-10-06T14:09:46.250Z. Licensed under CC BY 4.0.