Catalyst

Weekly Catalyst Brief

elie222/botdirectory.ai leads this Catalyst brief with a score of 96

Catalyst reviewed 3086 repositories across 9 categories. The strongest signal this week is elie222/botdirectory.ai, supported by 1 analysis run and a AI Agents narrative.

Brief coverage

GitHub live
Repositories
3.1K
Analysis runs
16.6K
Builders
2.6K
Score 75+
99

Top repositories to review

View all
01
elie222/botdirectory.ai

elie222/botdirectory.ai recorded 173 commits in the past 30 days, has 28 public contributors, and has averaged 18.5 stars a day since launch.

111 stars

+0 stored

96
02
Anionex/dsh-vision-toolkit

Anionex/dsh-vision-toolkit recorded 107 commits in the past 30 days, has 4 public contributors, and has averaged 166.7 stars a day since launch.

500 stars

+0 stored

94
03
0xsline/awesome-deepseek-harness

0xsline/awesome-deepseek-harness recorded 148 commits in the past 30 days, has 72 public contributors, and has averaged 147.5 stars a day since launch.

295 stars

+102 stored

92
04
fufankeji/deepseek-harness-studio

fufankeji/deepseek-harness-studio recorded 7944 commits in the past 30 days, has 30 public contributors, and has averaged 55.6 stars a day since launch.

500 stars

+0 stored

92
05
missuo/herdrm

missuo/herdrm recorded 41 commits in the past 30 days, has 6 public contributors, and has averaged 499 stars a day since launch.

499 stars

+0 stored

92
06
AmazingAng/old-coder

AmazingAng/old-coder recorded 51 commits in the past 30 days, has 4 public contributors, and has averaged 26.3 stars a day since launch.

500 stars

+0 stored

89

Category pulse

AI Agents

775 repos · 7701 scans

54

AI Agents remains an active software frontier: the average Catalyst Score is 54, with repositories clustering around practical builder workflows.

Local AI

49 repos · 144 scans

53

Local AI remains an active software frontier: the average Catalyst Score is 53, with repositories clustering around practical builder workflows.

Browser Automation

57 repos · 77 scans

51

Browser Automation is producing measurable open-source movement, with enough repository coverage to track repeat builders and adoption pressure.

Devtools

1761 repos · 7517 scans

50

Devtools is producing measurable open-source movement, with enough repository coverage to track repeat builders and adoption pressure.

Infra

86 repos · 229 scans

50

Infra is producing measurable open-source movement, with enough repository coverage to track repeat builders and adoption pressure.

Builder signals

tt-a1i

tt-a1i is active across AI Agents with a Catalyst reputation score of 100.

privatenumber

Hiroki Osame is active across Devtools with a Catalyst reputation score of 100.

rdegges

Randall Degges is active across AI Agents with a Catalyst reputation score of 100.

eric2003

eric is active across Devtools with a Catalyst reputation score of 100.

Opportunities

elie222/botdirectory.ai

AI Agents · score 96 · 1 scans · 111 stars. Strong recent activity, documentation, adoption, and maintainer history.

Anionex/dsh-vision-toolkit

AI Agents · score 94 · 1 scans · 500 stars. Strong recent activity, documentation, adoption, and maintainer history.

0xsline/awesome-deepseek-harness

AI Agents · score 92 · 3 scans · 295 stars. Strong recent activity, documentation, adoption, and maintainer history.

fufankeji/deepseek-harness-studio

AI Agents · score 92 · 27 scans · 500 stars. Strong recent activity, documentation, adoption, and maintainer history.

Risks to monitor

elie222/botdirectory.ai

No material structural red flags detected; monitor maintainer concentration

Anionex/dsh-vision-toolkit

No material structural red flags detected; monitor maintainer concentration

0xsline/awesome-deepseek-harness

No material structural red flags detected; monitor maintainer concentration

fufankeji/deepseek-harness-studio

No material structural red flags detected; monitor maintainer concentration

Recommended next moves

Catalyst should turn this brief into workflow, not just reading material.

Deep-scan the top three repositories

Run extended repository scans on the highest-scoring projects before promoting them into research boards.

Track repeat builders

Follow the builders who appear across multiple categories; repeated public execution is stronger than one isolated spike.

Create category watchlists

Use the archive to split AI, crypto, security, and devtools into focused monitoring lanes.