Codingverified
graphifyGraphify-Labs
graphify changed this week: score +2, rank up 4, GitHub stars +5,485.
Score 78Rank #37
Archived daily intelligence
AI Market Briefing - Jul 21, 2026
Archived snapshot generated on Jul 21, 2026. It preserves the model movement, coding agent, RAG, open-source, and editorial signals from that daily run.
Jul 21, 2026
Generated
118
Verified rows
2412
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.
Models
This week in AI model movement
71 model entries changed across recorded SkillRank snapshots this week.
Codingverified
ponytailDietrichGebert
ponytail changed this week: score +2, rank up 2, GitHub stars +3,428.
Score 76Rank #42
Codingverified
awesome-mcp-serverspunkpeye
awesome-mcp-servers changed this week: score -1, rank down 2, GitHub stars +223.
Score 77Rank #40
Score 69Rank #53
Score 65Rank #60
Score 61Rank #67
Codingverified
get-shit-donegsd-build
get-shit-done changed this week: score -1, rank down 2, GitHub stars +37.
Score 60Rank #69
Codingverified
andrej-karpathy-skillsmultica-ai
andrej-karpathy-skills changed this week: score +1, rank up 1, GitHub stars +2,323.
Score 90Rank #17
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.
Score 99Rank #1
Score 98Rank #2
Codingeditorial
GitHub Copilot Chat & agentGitHub
GitHub Copilot Chat & agent remained stable across recorded snapshots this week.
Score 98Rank #3
Codingeditorial
OpenAI Codex (current)OpenAI
OpenAI Codex (current) remained stable across recorded snapshots this week.
Score 97Rank #4
Score 97Rank #5
Coding
ECCaffaan-m/ECC
affaan-m/ECC is verified on GitHub with 231,762 stars, 35,364 forks, and last push date 2026-07-20.
231,762 stars
Coding
superpowersobra/superpowers
obra/superpowers is verified on GitHub with 258,584 stars, 23,046 forks, and last push date 2026-07-21.
258,584 stars
Coding
JavaGuideSnailclimb/JavaGuide
Snailclimb/JavaGuide is verified on GitHub with 157,177 stars, 46,182 forks, and last push date 2026-07-19.
157,177 stars
RAG
RAG tools trend
RAG coverage combines embedding model rankings with verified retrieval and knowledge-system repositories such as Shubhamsaboo/awesome-llm-apps.
Embedding / RAGeditorial
text-embedding-4-largeOpenAI
text-embedding-4-large remained stable across recorded snapshots this week.
Score 92Rank #1
Embedding / RAGeditorial
Gemini embedding 004Gemini embedding 004 remained stable across recorded snapshots this week.
Score 90Rank #2
Embedding / RAGeditorial
Cohere Embed v4Cohere
Cohere Embed v4 remained stable across recorded snapshots this week.
Score 88Rank #3
Score 84Rank #4
Embedding / RAGeditorial
Jina EmbeddingsJina AI
Jina Embeddings remained stable across recorded snapshots this week.
Score 82Rank #5
Coding
awesome-llm-appsShubhamsaboo/awesome-llm-apps
Shubhamsaboo/awesome-llm-apps is verified on GitHub with 125,581 stars, 18,526 forks, and last push date 2026-07-21.
125,581 stars
Coding
Understand-AnythingEgonex-AI/Understand-Anything
Egonex-AI/Understand-Anything is verified on GitHub with 75,453 stars, 6,286 forks, and last push date 2026-07-21.
75,453 stars
Coding
graphifyGraphify-Labs/graphify
Graphify-Labs/graphify is verified on GitHub with 92,830 stars, 9,015 forks, and last push date 2026-07-20.
92,830 stars
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.
Coding
ECCaffaan-m/ECC
affaan-m/ECC is verified on GitHub with 231,762 stars, 35,364 forks, and last push date 2026-07-20.
231,762 stars
Coding
superpowersobra/superpowers
obra/superpowers is verified on GitHub with 258,584 stars, 23,046 forks, and last push date 2026-07-21.
258,584 stars
Coding
JavaGuideSnailclimb/JavaGuide
Snailclimb/JavaGuide is verified on GitHub with 157,177 stars, 46,182 forks, and last push date 2026-07-19.
157,177 stars
Coding
awesome-llm-appsShubhamsaboo/awesome-llm-apps
Shubhamsaboo/awesome-llm-apps is verified on GitHub with 125,581 stars, 18,526 forks, and last push date 2026-07-21.
125,581 stars
Coding
langchainlangchain-ai/langchain
langchain-ai/langchain is verified on GitHub with 142,249 stars, 23,658 forks, and last push date 2026-07-21.
142,249 stars
Coding
open-webuiopen-webui/open-webui
open-webui/open-webui is verified on GitHub with 146,188 stars, 21,198 forks, and last push date 2026-07-21.
146,188 stars
Coding
agency-agentsmsitarzewski/agency-agents
msitarzewski/agency-agents is verified on GitHub with 135,251 stars, 22,026 forks, and last push date 2026-07-17.
135,251 stars
Coding
n8nn8n-io/n8n
n8n-io/n8n is verified on GitHub with 197,319 stars, 59,504 forks, and last push date 2026-07-21.
197,319 stars
Editorial view
SkillRank editorial view
Use weekly movement as an early signal, then verify fit with your own evaluation set before switching providers.
118 rows were verified through GitHub-backed source checks before this briefing was generated.
2412 recorded history points are available; 115 model entries currently have enough history for true movement analysis.
Closed-provider model profiles remain editorial unless a public repository or official source can be attached.
Open-source attention should be balanced against license, issue load, release cadence, and fit with your workflow.