← Brief
Tuesday, October 6

Agents gain delivery tools and execution audits

1 new3 moved

Open-source momentum is gathering around the full agent workflow: easier model access, tangible deliverables, and execution audits. Coding agents occupy several leading positions in the OpenRouter usage snapshot, reinforcing the engineering theme.

Today's take

The strongest signal is a more complete agent workflow: model access, deliverables, and execution audits are attracting attention together. Niko1221/Strata takes #1, while tt-a1i/archify and calesthio/OpenMontage climb sharply, pointing toward tools that help assistants complete concrete tasks.

Usage shows a related engineering pattern: coding agents occupy several leading positions, and 5 of the top ten model entries carry a batch label. The dates differ: open source covers 2026-10-06, while models and apps cover 2026-10-04; usage represents only traffic routed through OpenRouter with public attribution, and Token counts measure consumption.

Open source

The Top 50 includes 1 new entry and 3 projects classified as rising. Three themes explain the most meaningful moves: lower access friction, specialized deliverables, and agent quality verification.

  • Model access moves closer to the workflow: #1 Niko1221/Strata adds 3,433 stars in 1 day, reaching 12,530 and moving from #2 to #1. Its consumer-hardware inference engine and compatible local APIs offer a route for existing tools to use local models.
  • #12 Ebony-Vinyl/dsh-our-free-model: A new Top 50 entry with 695 stars added in 1 day and 1,551 total. Its description emphasizes access without login or API keys, signaling interest in reducing setup friction; unlimited free access remains the project's claim.
  • Deliverables become skill products: #7 tt-a1i/archify rises from #17 with 1,032 stars added in 1 day, turning ideas, plans, and codebases into interactive diagrams. #8 calesthio/OpenMontage rises from #39 with 894 added stars and packages video production into 12 pipelines; both organize agent capabilities around inspectable outputs.
  • #14 ifixai-ai/iFixAi: Up from #29, with 652 stars added in 1 day and 20,732 total. Its focus on independently auditing whether agents perform their intended tasks extends attention from generation to verification.

Models

Absolute consumption and growth tell different stories: a few entries lead volume, while free models outside the top ten show rapid gains. Batch labels are prominent, but they do not establish which workloads produced the traffic.

  • Leaders diverge: stealth/space-bunny-alpha records 6.73T Token, +12% versus the previous day; DeepSeek V4.1 Flash (batch) records 3.29T, -13%. GLM 5.3 (batch) records 307B, -37%, showing that leading entries are not moving together.
  • Free models post strong gains: Qwen3.8 27B (free) reaches 101B Token, +85%; Nemotron 3.5 Lightning (free) reaches 104B, +35%. This aligns directionally with interest in easier model access, without establishing a shared traffic source.
  • Growth rate differs from scale: Grok 4.7 grows +113% to 32.9B Token, while GPT-6 Luna (batch) grows +13% to 649B. The former grows faster; the latter processes much more volume.

Apps

Agents define the leading usage pattern, with 5 top-ten entries explicitly classified as CLI agents. Coding tools also feature in the rising list, echoing open-source interest in packaged workflows and execution audits.

  • A persistent personal agent leads: Hermes Agent records 1.99T Token. Kilo Code follows at 1.21T, Claude Code at 1.13T, and Cline at 1.04T, giving coding workflows several high-volume positions.
  • Execution tools lead the rising list: omp, Freebuff, and Kilo Code rank first through third, with 801B, 815B, and 1.21T Token respectively. Rising compares usage with the average of the preceding three equal-length periods; exact growth percentages were not supplied.

What to watch

Watch whether access, delivery, and audit tools sustain attention alongside growing agent app consumption; the evidence supports an engineering trend, but does not establish causal links between particular apps and models.

Repos in today's brief50
12
Ebony-Vinyl/dsh-our-free-modelNEW+695

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

7
tt-a1i/archifyRISING+1,032

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

8
calesthio/OpenMontageRISING+894

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

14
ifixai-ai/iFixAiRISING+652

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

1
Niko1221/StrataSTABLE+3,433

Still present in the current top 50.

2
neilsonnn/image-blasterSTABLE+2,605

Still present in the current top 50.

3
DietrichGebert/ponytailSTABLE+1,579

Still present in the current top 50.

4
lexmount/moliSTABLE+1,544

Still present in the current top 50.

5
mattpocock/skillsSTABLE+1,134

Still present in the current top 50.

6
Panniantong/Agent-ReachSTABLE+1,094

Still present in the current top 50.

9
rohitg00/ai-engineering-from-scratchSTABLE+751

Still present in the current top 50.

10
rehan-remade/universal-modderSTABLE+715

Still present in the current top 50.

11
stablyai/orcaSTABLE+712

Still present in the current top 50.

13
affaan-m/ECCSTABLE+656

Still present in the current top 50.

15
deepseek-ai/deepseek-harnessSTABLE+629

Still present in the current top 50.

16
msitarzewski/agency-agentsSTABLE+622

Still present in the current top 50.

17
pingdotgg/t3codeSTABLE+574

Still present in the current top 50.

18
cloudflare/security-audit-skillSTABLE+571

Still present in the current top 50.

19
debpalash/VoiceStudioSTABLE+561

Still present in the current top 50.

20
heygen-com/hyperframesSTABLE+544

Still present in the current top 50.

21
coreyhaines31/marketingskillsSTABLE+543

Still present in the current top 50.

22
thedotmack/claude-memSTABLE+525

Still present in the current top 50.

23
omnirush-ai/omnirush-guiSTABLE+519

Still present in the current top 50.

24
Inkloom-art/inkloomSTABLE+496

Still present in the current top 50.

25
QingYunA/answer-me-with-htmlSTABLE+478

Still present in the current top 50.

26
addyosmani/agent-skillsSTABLE+463

Still present in the current top 50.

27
paperclipai/paperclipSTABLE+461

Still present in the current top 50.

28
earthtojake/text-to-cadSTABLE+448

Still present in the current top 50.

29
666ghj/MiroFishSTABLE+441

Still present in the current top 50.

30
vectorize-io/hindsightSTABLE+429

Still present in the current top 50.

31
ayghri/i-have-adhdSTABLE+424

Still present in the current top 50.

32
FalkorDB/FalkorDBSTABLE+417

Still present in the current top 50.

33
deepseek-ai/DeepGEMMSTABLE+372

Still present in the current top 50.

34
diegosouzapw/OmniRouteSTABLE+358

Still present in the current top 50.

35
walkinglabs/learn-harness-engineeringSTABLE+352

Still present in the current top 50.

36
yetone/magpieSTABLE+350

Still present in the current top 50.

37
nykooi1/vibe-wiseSTABLE+348

Still present in the current top 50.

38
earendil-works/piSTABLE+343

Still present in the current top 50.

39
obra/superpowersSTABLE+322

Still present in the current top 50.

40
firecrawl/firecrawlSTABLE+320

Still present in the current top 50.

41
garrytan/gstackSTABLE+301

Still present in the current top 50.

42
microsoft/markitdownSTABLE+297

Still present in the current top 50.

43
Louis-CFM/coucouSTABLE+294

Still present in the current top 50.

44
penso/herdr-gpuiSTABLE+294

Still present in the current top 50.

45
FlashML-org/FreeVideoSTABLE+291

Still present in the current top 50.

46
herdrdev/herdrSTABLE+288

Still present in the current top 50.

47
tashfeenahmed/freellmapiSTABLE+285

Still present in the current top 50.

48
0xpili/simplified-technical-englishSTABLE+282

Still present in the current top 50.

49
Ryze-AI-Adgent/open-seo-mcp-skillsSTABLE+276

Still present in the current top 50.

50
t8y2/dbxSTABLE+270

Still present in the current top 50.

Most-used models
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.

Most-used apps

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