← 简报
10月9日星期五

Agent 从技能配置走向持久运行

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

1 个新上榜2 个有变化

开源热度正从 Agent 技能扩展到持久运行、模型切换和创作流程,cayu-dev/cayu 新进 Top 50,yetone/magpie 从 #48 升至 #10。10 月 7 日的 OpenRouter 快照中,个人 Agent 与编程 Agent 占据应用用量前列,与开源侧的工程化方向呼应。

今日结论

今天最强的信号,是 Agent 正从“配置能力”走向“持续执行”:技能、运行时和模型接入同时获得关注。cayu-dev/cayu 新进 Top 50,yetone/magpie 从 #48 升至 #10,说明开发者关注的不只是提示词,也包括如何让 Agent 接入不同模型、承接长程任务。

用量侧呈现相近方向:个人 Agent 和编程 Agent 位居应用前列,模型榜首则由 batch 型号占据。需要区分时间:开源榜为 10 月 9 日,模型与应用快照为 10 月 7 日;后两者仅覆盖经 OpenRouter 且公开归属的流量,Token 衡量用量,不代表用户数。

开源项目

今天的 Top 50 有 1 个新进入项目、2 个被标记为 rising 的项目。更有价值的变化是三个方向并行:Agent 工程化、模型接入解耦,以及创作流程工具化;stars 是关注信号,不能直接视为实际采用。

  • Agent 工程化:#2 mattpocock/skills 单日 +2,095 stars,将工程经验沉淀为可复用技能;#26 cayu-dev/cayu 单日 +542 stars、累计 692 stars,提供领域专用长程 Agent 框架和内置持久运行时。两者分别处理“怎么做”和“如何持续运行”,后者是今天最值得跟踪的新进入项目。
  • 模型接入解耦:#10 yetone/magpie 单日 +893 stars、累计 6,540 stars,排名从 #48 升至 #10。它把不同 Agent 的模型配置集中到菜单栏,代表工具入口与底层模型选择逐渐分离;#5 Niko1221/Strata 的本地推理与兼容 API 方向,也在降低模型接入摩擦。
  • 创作流程工具化:#3 storytold/artcraft 单日 +1,964 stars、累计 5,749 stars,面向艺术家、设计师和电影创作者。#31 yihui-dev/awesome-opus5-5-videos 单日 +474 stars、从 #42 升至 #31,整理视频及提示词;关注点正从单个作品延伸到可复用的创作方法。

模型

10 月 7 日的头部用量以带 batch 标识的型号为主,但增长并不均匀。不同型号的分化值得观察,现有数据不足以把某个应用的增长归因于某个模型。

  • DeepSeek V4.1 Flash (batch):#1,7.35T Token,较前一日 +50%;同期 DeepSeek V4 Flash 0731 为 693B、-15%,DeepSeek V4 Flash 0423 为 442B、-6%,呈现型号间分化,尚不能确认迁移关系。
  • 头部第二梯队:GLM 5.3 Flash (batch) 为 1.67T、+3%;Claude Opus 5.5 (batch) 为 789B、+43%,增速明显更高。
  • 前十之外的增长:前 50 中,Grok 4.7 以 105B、+53% 领跑该组;GPT-6.1 Sol 为 294B、+37%,兼具较大用量和增长。

应用

应用榜支持“持续执行与开发工作流是重要用量来源”的判断。前五名中有三个 CLI agent 和一个 IDE extension,但没有应用到模型的分配数据,不能进一步推断其模型选择。

  • 用量头部:Hermes Agent 以 1.49T Token 排第一,Claude Code 以 1.31T 排第二;个人 Agent 与编程 Agent 同时占据高位。
  • 开发工作流:Kilo Code 为 592B、pi 为 499B、Cline 为 475B,显示编程 Agent 用量分布在多个工具入口。
  • 增长榜:相对此前三个同长周期的平均用量,codex-fleet conductor 排第一,当期 260B;Claude Code、pi 分列第二、第三。输入未提供增长幅度,不宜补写百分比。

观察

接下来应观察:技能与持久运行时的开源关注能否延续,并与 Agent 应用用量持续增长相呼应;目前证据支持方向一致,还不足以证明直接因果。

简报涉及的项目50
1
openai/math稳定+3,606

Still present in the current top 50.

2
mattpocock/skills稳定+2,095

Still present in the current top 50.

3
storytold/artcraft稳定+1,964

Still present in the current top 50.

4
lexmount/moli稳定+1,393

Still present in the current top 50.

5
Niko1221/Strata稳定+1,382

Still present in the current top 50.

6
cathrynlavery/diagram-design稳定+1,143

Still present in the current top 50.

7
tester-army/e2e稳定+1,013

Still present in the current top 50.

8
Ebony-Vinyl/dsh-our-free-model稳定+972

Still present in the current top 50.

9
DietrichGebert/ponytail稳定+912

Still present in the current top 50.

10
yetone/magpie上升+893

Moved from #48 to #10 in the top 50.

11
ayghri/i-have-adhd稳定+892

Still present in the current top 50.

12
KingKongRobotics/jumper稳定+891

Still present in the current top 50.

13
Panniantong/Agent-Reach稳定+876

Still present in the current top 50.

14
addyosmani/agent-skills稳定+855

Still present in the current top 50.

15
affaan-m/ECC稳定+820

Still present in the current top 50.

16
heygen-com/hyperframes稳定+763

Still present in the current top 50.

17
docker/docker-agent稳定+756

Still present in the current top 50.

18
deepseek-ai/deepseek-harness稳定+728

Still present in the current top 50.

19
farion1231/cc-switch稳定+724

Still present in the current top 50.

20
cloudflare/security-audit-skill稳定+699

Still present in the current top 50.

21
thedotmack/claude-mem稳定+672

Still present in the current top 50.

22
tt-a1i/archify稳定+634

Still present in the current top 50.

23
ifixai-ai/iFixAi稳定+602

Still present in the current top 50.

24
rehan-remade/universal-modder稳定+579

Still present in the current top 50.

25
chengyi-ai/native-subtitle-quote-image稳定+568

Still present in the current top 50.

26
cayu-dev/cayu新上榜+542

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

27
xerj-org/xerj稳定+541

Still present in the current top 50.

28
tashfeenahmed/freellmapi稳定+496

Still present in the current top 50.

29
debpalash/VoiceStudio稳定+495

Still present in the current top 50.

30
Oldcircle/geo-sleuth稳定+490

Still present in the current top 50.

31
yihui-dev/awesome-opus5-5-videos上升+474

Moved from #42 to #31 in the top 50.

32
anthropics/knowledge-work-plugins稳定+449

Still present in the current top 50.

33
vectorize-io/hindsight稳定+433

Still present in the current top 50.

34
threerocks/hand-drawn-styles稳定+431

Still present in the current top 50.

35
firecrawl/firecrawl稳定+427

Still present in the current top 50.

36
trycua/cua稳定+426

Still present in the current top 50.

37
paperclipai/paperclip稳定+403

Still present in the current top 50.

38
diegosouzapw/OmniRoute稳定+400

Still present in the current top 50.

39
msitarzewski/agency-agents稳定+389

Still present in the current top 50.

40
tigerless-labs/autoharness稳定+386

Still present in the current top 50.

41
CursorTouch/Windows-MCP稳定+385

Still present in the current top 50.

42
calesthio/OpenMontage稳定+383

Still present in the current top 50.

43
monid-ai/monid稳定+382

Still present in the current top 50.

44
AlphaGBM/skills稳定+380

Still present in the current top 50.

45
obra/superpowers稳定+379

Still present in the current top 50.

46
omnirush-ai/omnirush-gui稳定+375

Still present in the current top 50.

47
TencentCloud/Octop稳定+372

Still present in the current top 50.

48
Graphify-Labs/graphify稳定+360

Still present in the current top 50.

49
hypit-ai/hypit稳定+356

Still present in the current top 50.

50
Tencent-Hunyuan/Hy-MT2稳定+355

Still present in the current top 50.

用量最高的模型
1
DeepSeek V4.1 Flash (batch)
7.35T
deepseek · tokens+50%
2
GLM 5.3 Flash (batch)
1.67T
z-ai · tokens+3%
3
Nemotron 3 Ultra (free)
955B
nvidia · tokens+12%
4
GPT-6 Luna (batch)
952B
openai · tokens+7%
5
Claude Opus 5.5 (batch)
789B
anthropic · tokens+43%
6
DeepSeek V4 Flash 0731
693B
deepseek · tokens-15%
7
GLM 5.3 (batch)
477B
z-ai · tokens-2%
8
DeepSeek V4 Flash 0423
442B
deepseek · tokens-6%
9
MiMo-V2.6-Flash
389B
xiaomi · tokens-7%
10
GLM 5.2
354B
z-ai · tokens+26%

Source: OpenRouter (openrouter.ai/rankings), as of 2026-10-08T16:42:45Z. Licensed under CC BY 4.0.

用量最高的应用

Source: OpenRouter (openrouter.ai/apps), as of 2026-10-08T14:11:03.038Z. Licensed under CC BY 4.0.