Daily intelligence
AI market briefings with evidence attached.
SkillRank updates this briefing from daily crawler output: recorded model snapshots, verified GitHub metadata, RAG and coding-agent coverage, open-source watchlists, and a conservative editorial read.
Jul 31, 2026
Generated
119
Verified rows
2424
History points
Movement
Weekly mode
Reliability rule
SkillRank market briefings are generated from recorded SkillRank snapshots and GitHub API verification. The briefing does not publish vendor release claims unless a source URL is attached.
Market Pulse Heatmap
Where verified signals are strongest today.
Heat is calculated from recorded movement, verified GitHub coverage, watchlist depth, and briefing inputs. It is a discovery signal, not a ranking override.
AI model movement
Movement
8 tracked model signals
Coding agents
11
6 verified repos plus model signals
RAG tools
11
6 retrieval or embedding repositories
Open-source watchlist
8
264,292 stars on the largest verified project
Source integrity
119
Rows accepted after source consistency checks
Editorial context
4
Interpretive notes generated from the verified dataset
Models
This week in AI model movement
72 model entries changed across recorded SkillRank snapshots this week.
koala73
worldmonitor changed this week: score +2, rank up 3, GitHub stars +3,399.
DietrichGebert
ponytail changed this week: score +2, rank up 2, GitHub stars +3,594.
datawhalechina
hello-agents changed this week: score +1, rank up 2, GitHub stars +1,249.
karpathy
autoresearch changed this week: score -1, rank down 1, GitHub stars +630.
punkpeye
awesome-mcp-servers changed this week: score -1, rank down 1, GitHub stars +261.
bytedance
deer-flow changed this week: score -1, rank down 1, GitHub stars +532.
Coding agents
Coding agents trend
Coding-agent attention is led by verified repositories such as affaan-m/ECC, while the model board tracks coding-specific products separately.
GitHub
GitHub Copilot Chat & agent remained stable across recorded snapshots this week.
OpenAI
OpenAI Codex (current) remained stable across recorded snapshots this week.
model/tool
ECCaffaan-m/ECC
affaan-m/ECC is verified on GitHub with 236,513 stars, 35,960 forks, and last push date 2026-07-29.
- Stars
- 236,513
- Forks
- 35,960
- Issues
- 107
model/tool
superpowersobra/superpowers
obra/superpowers is verified on GitHub with 264,292 stars, 23,595 forks, and last push date 2026-07-28.
- Stars
- 264,292
- Forks
- 23,595
- Issues
- 304
model/tool
JavaGuideSnailclimb/JavaGuide
Snailclimb/JavaGuide is verified on GitHub with 157,413 stars, 46,175 forks, and last push date 2026-07-28.
- Stars
- 157,413
- Forks
- 46,175
- Issues
- 57
model/tool
awesome-llm-appsShubhamsaboo/awesome-llm-apps
Shubhamsaboo/awesome-llm-apps is verified on GitHub with 129,267 stars, 19,060 forks, and last push date 2026-07-31.
- Stars
- 129,267
- Forks
- 19,060
- Issues
- 19
RAG
RAG tools trend
RAG coverage combines embedding model rankings with verified retrieval and knowledge-system repositories such as Shubhamsaboo/awesome-llm-apps.
OpenAI
text-embedding-4-large remained stable across recorded snapshots this week.
Gemini embedding 004 remained stable across recorded snapshots this week.
Cohere
Cohere Embed v4 remained stable across recorded snapshots this week.
model/tool
awesome-llm-appsShubhamsaboo/awesome-llm-apps
Shubhamsaboo/awesome-llm-apps is verified on GitHub with 129,267 stars, 19,060 forks, and last push date 2026-07-31.
- Stars
- 129,267
- Forks
- 19,060
- Issues
- 19
skill
CowAgentzhayujie/CowAgent
zhayujie/CowAgent is verified on GitHub with 46,241 stars, 10,287 forks, and last push date 2026-07-31.
- Stars
- 46,241
- Forks
- 10,287
- Issues
- 30
model/tool
Understand-AnythingEgonex-AI/Understand-Anything
Egonex-AI/Understand-Anything is verified on GitHub with 76,926 stars, 6,443 forks, and last push date 2026-07-30.
- Stars
- 76,926
- Forks
- 6,443
- Issues
- 260
model/tool
graphifyGraphify-Labs/graphify
Graphify-Labs/graphify is verified on GitHub with 99,492 stars, 9,647 forks, and last push date 2026-07-30.
- Stars
- 99,492
- Forks
- 9,647
- Issues
- 724
Open source
Open-source projects worth watching
Projects are selected from GitHub-verified SkillRank rows using stars, forks, recency of pushed code, and repository metadata. Popularity is a discovery signal, not production approval.
model/tool
ECCaffaan-m/ECC
affaan-m/ECC is verified on GitHub with 236,513 stars, 35,960 forks, and last push date 2026-07-29.
- Stars
- 236,513
- Forks
- 35,960
- Issues
- 107
model/tool
superpowersobra/superpowers
obra/superpowers is verified on GitHub with 264,292 stars, 23,595 forks, and last push date 2026-07-28.
- Stars
- 264,292
- Forks
- 23,595
- Issues
- 304
model/tool
JavaGuideSnailclimb/JavaGuide
Snailclimb/JavaGuide is verified on GitHub with 157,413 stars, 46,175 forks, and last push date 2026-07-28.
- Stars
- 157,413
- Forks
- 46,175
- Issues
- 57
model/tool
awesome-llm-appsShubhamsaboo/awesome-llm-apps
Shubhamsaboo/awesome-llm-apps is verified on GitHub with 129,267 stars, 19,060 forks, and last push date 2026-07-31.
- Stars
- 129,267
- Forks
- 19,060
- Issues
- 19
model/tool
agency-agentsmsitarzewski/agency-agents
msitarzewski/agency-agents is verified on GitHub with 137,796 stars, 22,492 forks, and last push date 2026-07-30.
- Stars
- 137,796
- Forks
- 22,492
- Issues
- 102
model/tool
langchainlangchain-ai/langchain
langchain-ai/langchain is verified on GitHub with 143,087 stars, 23,828 forks, and last push date 2026-07-31.
- Stars
- 143,087
- Forks
- 23,828
- Issues
- 459
model/tool
n8nn8n-io/n8n
n8n-io/n8n is verified on GitHub with 198,839 stars, 59,806 forks, and last push date 2026-07-31.
- Stars
- 198,839
- Forks
- 59,806
- Issues
- 1,403
model/tool
MoneyPrinterTurboharry0703/MoneyPrinterTurbo
harry0703/MoneyPrinterTurbo is verified on GitHub with 100,755 stars, 15,006 forks, and last push date 2026-07-30.
- Stars
- 100,755
- Forks
- 15,006
- Issues
- 11
Editorial view
SkillRank editorial view
Use weekly movement as an early signal, then verify fit with your own evaluation set before switching providers.