AI Rankings Lab

Themes — Data as of 2026-07-22

LLM Foundations (2026-07)Agent Frameworks & RuntimesCoding Agents & IDEsRAG, Memory & KnowledgeImage Generation (current)Video & MotionVoice & AudioEval, Observability & GuardrailsInference InfrastructureAI Product & Growth ShapesAI Leaders Map (2026)Top Labs / Frontier OrgsLandmark Papers / Idea AnchorsBenchmarks Buyers Actually CiteProduct Hunt · AI Product IndexApple App Store · AI App IndexGoogle Play · AI App IndexX Hot Topics · AIReddit · AI Hot TopicsGitHub · AI Repo IndexAI Skills · Ecosystem Index

LLM Foundations (2026-07)

Frontier base models in active production use · top 20 · as_of 2026-07-22

Sources / public APIs

Leaderboard LM Arena / Chatbot ArenaPublic Text/Code/Agent arena boards (ex-LMSYS; HF Space is a mirror entry)
Leaderboard LMSYS Arena HF Space (mirror)Arena HF Space mirror (often more reachable)
Public API OpenRouter Models APIMachine-readable model catalog (id/pricing/context)
Leaderboard Artificial AnalysisIndependent quality/speed/price comparison
Leaderboard Hugging Face Open LLM LeaderboardOpen-weight evaluation entry point

#	Name	Why on this map
1	Claude Fable 5 / Opus 4.8 class Home Map priority: 100	Primary long-horizon control-plane class; still top-tier on agent/SWE boards
2	GPT-5.6-Sol / GPT-5.5 Pro class Home Map priority: 99	Coding/STEM flagship; default executor in Codex and ChatGPT product surface
3	Gemini 3.1 / 3.x class Home Map priority: 98	Long-context science/multimodal surface tightly tied to Google stack
4	Grok 4.5 / xAI Home Map priority: 97	Realtime + X-native retrieval; cost-effective cross-check route
5	DeepSeek-V3 / R1 class Repo Map priority: 96	Open-weight reasoning cost leader for private/local deploy
6	Qwen3 / Qwen 3.7 class (Alibaba) Repo Map priority: 95	Active bilingual + contest-math line; open and cloud dual track
7	Llama 4 class (Meta) Repo Map priority: 94	Default open ecosystem base; wide fine-tune and private deploy
8	Mistral Large / Mixtral line Home Map priority: 93	EU-positioned open/API line favored in enterprise procurement
9	Kimi K3 / Moonshot long-context Home Map priority: 92	Long-context + strong frontend-code arena presence; CN document workflows
10	GLM-5.x / Zhipu Home Map priority: 91	CN API + open dual track; frequent open-weight Arena contender
11	Amazon Nova class Home Map priority: 90	Bedrock-native tiered models default inside AWS accounts
12	Claude Sonnet 5 / writing tier Home Map priority: 89	Writing/instruction-following product default; cost-efficient daily writing tier
13	o-series / deliberative reasoners Home Map priority: 88	Explicit multi-step reasoning route for hard second-pass work
14	Claude Haiku / fast tier Home Map priority: 87	Low-latency triage tier used as cheap front filter
15	Phi-4 / small strong on-device Home Map priority: 86	On-device/edge small models for privacy and offline
16	Cohere Command / Embed / Rerank Home Map priority: 85	Still common specialized components for enterprise RAG stacks
17	xAI image/video generation stack Home Map priority: 84	Same-vendor multimodal gen stack beside Grok chat
18	OpenAI Images 2.0 / GPT Image 2 Home Map priority: 83	High-res controllable product-image path used in delivery
19	Local GGUF 70B-class (llama.cpp) Repo Map priority: 82	Fully offline private inference baseline for air-gapped envs
20	Command R+ / retrieval-first LLMs Home Map priority: 81	Retrieval-first enterprise QA family still on buy lists

Agent Frameworks & Runtimes

Orchestration layers that ship systems · top 20 · as_of 2026-07-22

Sources / public APIs

Official docs Model Context Protocol SpecCross-runtime tool protocol standard
Official docs LangGraph DocumentationStateful agent graph runtime docs
Official docs Anthropic Claude Agent SDKOfficial Claude Agent SDK docs (same tool loop as Claude Code)
Official docs OpenAI Agents SDKOpenAI Agents Python SDK

#	Name	Why on this map
1	LangGraph Home Adoption: 100	Stateful recoverable graphs; a de-facto complex-agent standard
2	Claude Agent SDK / Claude Code harness Home Adoption: 99	Native coding-agent harness with hooks/skills
3	OpenAI Agents SDK Home Adoption: 98	Hosted tool-loop with MCP integration path
4	MCP (Model Context Protocol) Repo Adoption: 97	Tool protocol standard across IDEs/runtimes
5	CrewAI Repo Adoption: 96	Role-based multi-agent team templates
6	AutoGen / AG2 Repo Adoption: 95	Multi-agent conversational collaboration patterns
7	Semantic Kernel Repo Adoption: 94	Enterprise plugin orchestration (.NET/Python)
8	LlamaIndex Workflows Home Adoption: 93	Data/index-centric agent pipelines
9	Dify Repo Adoption: 92	Low-code agent app build and publish
10	n8n + AI nodes Repo Adoption: 91	Workflow automation with embedded LLM steps
11	Temporal + LLM workers Home Adoption: 90	Durable long-running agent jobs
12	Mastra Repo Adoption: 89	TypeScript-native agent framework
13	PydanticAI Home Adoption: 88	Typed Python agent tooling
14	Cursor Agent mode Product Adoption: 87	In-IDE multi-file agent UX default
15	Codex CLI Repo Adoption: 86	Terminal-side OpenAI coding agent
16	Aider Repo Adoption: 85	Git-diff-aware CLI pair programmer
17	Browser-use / computer-use stacks Repo Adoption: 84	GUI/browser action agents
18	Haystack Repo Adoption: 83	Composable NLP/RAG/agent pipelines
19	OpenClaw / Hermes-class harnesses Repo Adoption: 82	Personal multi-tool agent OS direction
20	Smolagents Repo Adoption: 81	Minimal Hugging Face agent runtime

Coding Agents & IDEs

Surfaces developers use to ship daily · top 20 · as_of 2026-07-22

Sources / public APIs

Official docs Claude Code DocsOfficial Claude Code documentation
Trusted site OpenAI Codex (GitHub)Official Codex repo entry (marketing pages often bot-403)
Official docs Cursor DocsCursor IDE agent docs
Trusted site Aider GitHubOpen-source CLI pair-programming agent

#	Name	Why on this map
1	Claude Code Home Ship frequency: 100	Deep-repo agent with hooks/skills; strong multi-file reasoning
2	Codex CLI / VS Code agent Repo Ship frequency: 99	Terminal-first autonomous coding; top Terminal-Bench surface
3	Cursor Product Ship frequency: 98	Mainstream AI IDE default; highest daily multi-file edit polish
4	GitHub Copilot Workspace / agent Repo Ship frequency: 97	PR-native agent with CI; common enterprise procurement default
5	Windsurf / Devin Desktop Home Ship frequency: 96	Cognition-consolidated agent IDE surface; async ticket-style work
6	Grok Build Home Ship frequency: 95	xAI coding CLI/build surface; fastest-rising newcomer
7	OpenCode Repo Ship frequency: 94	Open multi-provider coding agent; leading MIT/star open entry
8	Gemini CLI Repo Ship frequency: 93	Google terminal coding agent; free frontier-model entry
9	Aider Repo Ship frequency: 92	Pure CLI + git workflow camp
10	Continue.dev Repo Ship frequency: 91	Open IDE extension hub
11	Zed AI Home Ship frequency: 90	Performance-first editor AI
12	JetBrains AI Assistant Home Ship frequency: 89	Embedded in JetBrains ecosystem
13	Amazon Q Developer Home Ship frequency: 88	AWS-centric code agent
14	Cline / Roo Code Repo Ship frequency: 87	Open VS Code agent fork family
15	Replit Agent Home Ship frequency: 86	Cloud IDE full-stack agent
16	v0 / Lovable class Product Ship frequency: 85	UI generation to runnable frontends
17	Bolt / StackBlitz agent Product Ship frequency: 84	In-browser full-stack generation
18	Devin-class autonomous eng agents Home Ship frequency: 83	Highly autonomous async eng-agent category
19	SWE-agent patterns Repo Ship frequency: 82	Research-to-prod coding loop patterns
20	Sourcegraph Cody Home Ship frequency: 81	Code-graph-aware assistant

RAG, Memory & Knowledge

Retrieval and cross-session memory components · top 20 · as_of 2026-07-22

Sources / public APIs

Official docs LlamaIndex DocsData/index-centric RAG framework
Official docs LangChain Retrieval DocsRetrieval-augmented concepts and components
Public API Pinecone API ReferenceVector DB public REST API
Public API Weaviate REST APIOpen-source vector DB REST API

#	Name	Why on this map
1	LlamaIndex Home Maturity: 100	A default data framework for RAG apps
2	LangChain / LangGraph retrievers Home Maturity: 99	Broadest connector and chain retrieval ecosystem
3	Pinecone Home Maturity: 98	Managed vector DB common buy default
4	Qdrant Home Maturity: 97	Open high-performance vector store
5	Weaviate Home Maturity: 96	Hybrid search with modules
6	pgvector Repo Maturity: 95	Vectors inside Postgres for existing PG stacks
7	Chroma Home Maturity: 94	Local-first vector store for prototypes
8	Elasticsearch vector Home Maturity: 93	Search+vector hybrid upgrade path
9	Voyage / Cohere embeddings Home Maturity: 92	High-quality embedding APIs
10	Docling / Unstructured Repo Maturity: 91	Document parse-to-chunk entry
11	Firecrawl / web extract Repo Maturity: 90	Web to clean markdown extraction
12	GraphRAG patterns Repo Maturity: 89	Entity-graph retrieval patterns
13	Mem0 / agent memory libs Repo Maturity: 88	Cross-session agent memory libraries
14	Azure AI Search Home Maturity: 87	Microsoft enterprise hybrid search
15	Vertex AI Search Home Maturity: 86	GCP enterprise RAG
16	NotebookLM class Home Maturity: 85	Source-grounded notebooks
17	Obsidian + AI plugins Home Maturity: 84	Personal knowledge base + AI
18	Zep / conversation memory Home Maturity: 83	Conversation long-term memory services
19	Code graphs (Tree-sitter / codegraph) Home Maturity: 82	Structural code retrieval vs pure vectors
20	Haystack pipelines Repo Maturity: 81	Production NLP/RAG pipelines

Image Generation (current)

Main still-image paths in 2026 · top 20 · as_of 2026-07-22

Sources / public APIs

Official docs OpenAI Images APIOfficial OpenAI Python SDK (images API; marketing/docs often bot-403)
Public API Stability AI Platform APIStable Diffusion family public API
Trusted site Black Forest Labs / FLUXFLUX official product site
Public API Replicate · text-to-imageMachine-readable image models + API (Midjourney main site often bot-403)

#	Name	Why on this map
1	ChatGPT Images 2.0 / GPT Image 2 Home Ship usability: 100	Delivery-oriented high-res controllable images; stronger readable text
2	Grok / Imagine Home Ship usability: 99	xAI image gen; usable style-reference edits
3	Flux family Repo Ship usability: 98	Open-weight photoreal main line
4	Midjourney v7 class Home Ship usability: 97	Aesthetic still default
5	Ideogram Home Ship usability: 96	Strong text-in-image layout
6	Imagen 3/4 Home Ship usability: 95	Google product image stack
7	Stable Diffusion 3.x Home Ship usability: 94	Open ecosystem baseline
8	Adobe Firefly Home Ship usability: 93	Brand-safe commercial licensing narrative
9	Recraft Home Ship usability: 92	Design-system / vector-ish outputs
10	Leonardo Home Ship usability: 91	Game/asset-oriented generation
11	ControlNet stacks Repo Ship usability: 90	Pose/depth/edge control
12	IP-Adapter / identity ref Repo Ship usability: 89	Character identity consistency
13	Kolors / CN diffusion Home Ship usability: 88	Chinese aesthetic open routes
14	Playground class Home Ship usability: 87	Design-friendly UI generation
15	Civitai community models Home Ship usability: 86	Community fine-tune marketplace
16	SDXL Lightning / turbo Home Ship usability: 85	Fast preview generation
17	Topaz / RealESRGAN upscalers Repo Ship usability: 84	Post-gen upscale finish
18	Background removal models Repo Ship usability: 83	E-commerce cutout necessity
19	Inpaint/outpaint toolchains Repo Ship usability: 82	Local repaint workflows
20	DALL·E lineage integrations Home Ship usability: 81	Legacy integrations still inside many products

Video & Motion

T2V/I2V and talking-head paths · top 20 · as_of 2026-07-22

Sources / public APIs

Public API Runway APIRunway developer API docs
Public API Luma Dream Machine APILuma video generation API
Trusted site Kling AIKling product entry (public product surface)
Trusted site OpenAI GitHub orgOpenAI public org repos (Sora/marketing pages often bot-403)

#	Name	Why on this map
1	Google Veo 3.x Home Usable path: 100	Google cinematic T2V/I2V main line; unified multimodal stack
2	Sora class Home Usable path: 99	High-end narrative T2V category (product entry still shifting)
3	Kling Home Usable path: 98	Common CN-market video generation
4	Runway Gen-3/4 Home Usable path: 97	Creator video tool stack
5	Luma Dream Machine Home Usable path: 96	Accessible cinematic T2V
6	Pika Home Usable path: 95	Social short-form oriented
7	Hailuo / MiniMax video Home Usable path: 94	CN product video models
8	Seedance / ByteDance video Repo Usable path: 93	ByteDance motion/video pipelines
9	Vidu class Home Usable path: 92	Multi-subject video
10	HeyGen Home Usable path: 91	Avatar presenter videos
11	Synthesia Home Usable path: 90	Enterprise training avatars
12	ElevenLabs + lipsync stacks Home Usable path: 89	Voice-driven lipsync stacks
13	Hedra / talking-head Home Usable path: 88	Portrait talking-head video
14	CapCut AI suite Home Usable path: 87	Mass-market edit + gen
15	Descript Home Usable path: 86	Transcript-first video edit
16	Remotion + AI assets Home Usable path: 85	Code-driven video
17	HyperFrames / card video Repo Usable path: 84	Card short-video templates
18	Adobe Firefly Video Home Usable path: 83	Adobe brand-safe motion
19	Viggle / character motion Home Usable path: 82	Character motion transfer
20	Open-Sora / CogVideo class Repo Usable path: 81	Open video research routes

Voice & Audio

TTS / STT / music / voice agents · top 20 · as_of 2026-07-22

Sources / public APIs

Trusted site OpenAI Whisper (GitHub)Official Whisper repo; Audio API docs often bot-403
Public API ElevenLabs APISpeech synthesis/cloning public API
Public API Deepgram APIRealtime speech recognition API
Trusted site CartesiaLow-latency TTS product entry

#	Name	Why on this map
1	ElevenLabs Home Prod adoption: 100	High-quality TTS/clone default
2	OpenAI Realtime / TTS Home Prod adoption: 99	Low-latency voice-agent path
3	Whisper family Repo Prod adoption: 98	Open STT baseline
4	Deepgram Home Prod adoption: 97	Production STT APIs
5	AssemblyAI Home Prod adoption: 96	STT plus speech understanding
6	Cartesia Home Prod adoption: 95	Realtime voice generation
7	Azure Speech Home Prod adoption: 94	Enterprise STT/TTS
8	Google Cloud Speech Home Prod adoption: 93	GCP speech stack
9	Amazon Polly / Transcribe Home Prod adoption: 92	AWS default speech
10	Suno Home Prod adoption: 91	Mass-market music generation
11	Udio Home Prod adoption: 90	Music generation competitor
12	Play.ht / PlayAI Home Prod adoption: 89	Voice product stack
13	Resemble AI Home Prod adoption: 88	Enterprise voice clone
14	Descript Studio Sound Home Prod adoption: 87	Podcast denoise
15	FunASR / SenseVoice Repo Prod adoption: 86	Chinese open STT
16	Fish Audio / CN TTS Home Prod adoption: 85	Chinese natural TTS
17	Coqui / open TTS Repo Prod adoption: 84	Open voice models
18	WebRTC realtime voice bots Home Prod adoption: 83	Telephony-grade voice bots
19	Podcast AI digests Home Prod adoption: 82	Audio-to-summary pipelines
20	Audo / cleanup tools Home Prod adoption: 81	Audio cleanup tools

Eval, Observability & Guardrails

Measure, trace, constrain · top 20 · as_of 2026-07-22

Sources / public APIs

Official docs LangSmith Docs / APIAgent/LLM tracing and evaluation
Official docs Arize PhoenixOpen-source LLM observability
Public API Braintrust APIEval/logging public API
Leaderboard HELM (Stanford CRFM)Academic multi-scenario evaluation

#	Name	Why on this map
1	LangSmith Home Ops readiness: 100	LangChain-family tracing and evals
2	Langfuse Home Ops readiness: 99	Open LLM observability
3	Phoenix / Arize Home Ops readiness: 98	ML+LLM monitoring
4	Braintrust Home Ops readiness: 97	Eval and logging platform
5	Promptfoo Home Ops readiness: 96	Prompt/regression testing
6	DeepEval Repo Ops readiness: 95	Python eval framework
7	RAGAS Benchmark Ops readiness: 94	RAG quality metrics
8	Helicone Home Ops readiness: 93	Gateway-layer observability
9	Weights & Biases Weave Home Ops readiness: 92	Experiment + LLM traces
10	OpenTelemetry GenAI Home Ops readiness: 91	Standardized tracing
11	Guardrails AI Home Ops readiness: 90	Output validators
12	NeMo Guardrails Repo Ops readiness: 89	Dialog policy rails
13	Llama Guard (Meta) Home Ops readiness: 88	Safety classifier models
14	Presidio / PII redaction Home Ops readiness: 87	Privacy redaction
15	LiteLLM Home Ops readiness: 86	Unified model proxy
16	Portkey Home Ops readiness: 85	Gateway and fallback routing
17	Humanloop Home Ops readiness: 84	Prompt management
18	Sentry Home Ops readiness: 83	App+error observability (incl. AI integrations)
19	Garak (NVIDIA) Repo Ops readiness: 82	LLM adversarial/red-team testing
20	OpenAI Evals Repo Ops readiness: 81	Custom task eval patterns

Inference Infrastructure

Where models actually run · top 20 · as_of 2026-07-22

Sources / public APIs

Official docs vLLM DocsHigh-throughput open inference engine
Official docs Hugging Face TGIText Generation Inference docs
Public API Together AI Models APIHosted inference model catalog API
Public API Fireworks AI APIHosted inference public API

#	Name	Why on this map
1	vLLM Home Deploy reality: 100	Default open high-throughput serving
2	TensorRT-LLM Repo Deploy reality: 99	NVIDIA-optimized inference
3	Ollama Home Deploy reality: 98	Local model UX default
4	llama.cpp / GGUF Repo Deploy reality: 97	CPU/GPU local quantization
5	MLX Repo Deploy reality: 96	Apple Silicon inference
6	Fireworks AI Home Deploy reality: 95	Fast hosted open models
7	Together AI Home Deploy reality: 94	Open-model cloud
8	Groq Home Deploy reality: 93	Ultra-low-latency LPU inference
9	AWS Bedrock Home Deploy reality: 92	Enterprise multi-model hosted API
10	Azure OpenAI / AI Foundry Home Deploy reality: 91	Microsoft enterprise model platform
11	Vertex AI Home Deploy reality: 90	GCP model platform
12	Hugging Face TGI / Inference Home Deploy reality: 89	HF serving path
13	Modal Home Deploy reality: 88	Serverless GPU jobs
14	Replicate Home Deploy reality: 87	Model-as-API marketplace
15	Cloudflare Workers AI Home Deploy reality: 86	Edge inference
16	NVIDIA NIM Home Deploy reality: 85	Packaged enterprise inference microservices
17	SGLang Repo Deploy reality: 84	Fast open serving
18	Kubernetes Home Deploy reality: 83	DIY production orchestration baseline
19	SkyPilot Home Deploy reality: 82	Multi-cloud GPU cluster orchestration
20	Anyscale / Ray Home Deploy reality: 81	Distributed train and serving

AI Product & Growth Shapes

Shapes winning budget/distribution in 2026 · top 20 · as_of 2026-07-22

Sources / public APIs

Public report State of AI ReportAnnual industry survey (trend cross-check)
Public report a16z Generative AIa16z AI topic hub (old /generative-ai 404)
Trusted site Product Hunt AIPublic launch signals for new products
Trusted site GitHub TrendingPublic open-source heat list (not this map's ranks)

#	Name	Why on this map
1	Agentic coding workspaces Product Budget pull: 100	Highest concentration of eng budgets
2	Vertical agents (legal/tax/health) Home Budget pull: 99	Domain trust + workflow binding
3	Personal agent OS / second brain Repo Budget pull: 98	Daily habit and memory compounding
4	AI ads & UGC factories Product Hunt Budget pull: 97	Performance-ad creative factories
5	AI landing-page generators Product Budget pull: 96	Marketing landing-page throughput
6	Support copilots with tools Home Budget pull: 95	Support ROI clear and billable
7	Meeting → action systems Home Budget pull: 94	Calendar-native agents
8	Sales research agents Product Budget pull: 93	Outbound/lead intelligence
9	Internal knowledge chat Home Budget pull: 92	Default enterprise RAG delivery
10	Multimodal design suites Home Budget pull: 91	Design-to-ship pipelines
11	Voice-first mobile agents Home Budget pull: 90	Hands-free mobile scenarios
12	Computer-use automation Repo Budget pull: 89	Legacy GUI RPA upgrade
13	Eval-as-product dashboards Home Budget pull: 88	Buyer trust layer
14	Open-weight private clouds Home Budget pull: 87	Data-sovereignty procurement
15	AI education / cohort tools Home Budget pull: 86	Creator/training monetization
16	Synthetic data platforms Home Budget pull: 85	Training-flywheel infrastructure
17	Compliance-aware AI (audit trails) Home Budget pull: 84	Regulated-industry entry ticket
18	Hardware + AI gadgets Home Budget pull: 83	Edge-form-factor products
19	Skills / MCP tool marketplaces Repo Budget pull: 82	Ecosystem lock-in and distribution
20	Outcome-priced AI services Home Budget pull: 81	Outcome pricing beyond seats

AI Leaders Map (2026)

People who set the agenda — not follower vanity ranks · top 20 · as_of 2026-07-22

Sources / public APIs

Trusted site Google DeepMindOfficial DeepMind org and research entry
Official docs Anthropic ResearchAnthropic public research and leadership context
Trusted site OpenAI GitHub orgOpenAI public org repos (main research pages often bot-403)
Trusted site meta-llama GitHubMeta Llama public org repos (ai.meta.com 400 for some clients)
Trusted site X · @demishassabisDeepMind CEO public X
Trusted site X · @samaOpenAI CEO public X

#	Name	Why on this map
1	Demis Hassabis (Google DeepMind) Home · @demishassabis Agenda weight: 100	Science+product dual narrative; Alpha lineage + Gemini control plane
2	Dario Amodei (Anthropic) Home · @DarioAmodei Agenda weight: 99	Safety/interpretability commercial flagship; Claude line
3	Sam Altman (OpenAI) Repo · @sama Agenda weight: 98	Platform distribution + capital narrative center; ChatGPT default
4	Yann LeCun (Meta FAIR / AMI Labs) Repo · @ylecun Agenda weight: 97	Open-source + world-model public debate bridge academia↔industry
5	Jensen Huang (NVIDIA) Home · @nvidia Agenda weight: 96	De-facto tax rate of the compute supply chain
6	Ilya Sutskever (SSI) Home · @ilyasut Agenda weight: 95	Scaling+alignment legacy and next-gen SSI narrative
7	Mustafa Suleyman (Microsoft AI) Home · @mustafasuleyman Agenda weight: 94	Consumer+enterprise dual stack; Copilot execution authority
8	Fei-Fei Li Home · @drfeifei Agenda weight: 93	Human-centered AI + vision foundations public voice
9	Geoffrey Hinton Home · @geoffreyhinton Agenda weight: 92	Godfather-layer public risk voice; high policy weight
10	Yoshua Bengio Home · @yoshuabengio Agenda weight: 91	Safety/governance academic agenda-setting
11	Andrej Karpathy Home · @karpathy Agenda weight: 90	Engineering education + product intuition mass amplifier
12	Satya Nadella (Microsoft) Home · @satyanadella Agenda weight: 89	CEO who ships frontier models into enterprise distribution
13	Mark Zuckerberg (Meta) Repo · @Meta Agenda weight: 88	Open-weight + social distribution free-tier strategy
14	Elon Musk (xAI) Home · @elonmusk Agenda weight: 87	Realtime X data + Grok product alternate narrative center
15	Noam Shazeer Home · @NoamShazeer Agenda weight: 86	Transformer co-author → consumer-agent product path
16	Jared Kaplan (Anthropic) Home · @AnthropicAI Agenda weight: 85	Scaling-laws→alignment productization research leadership
17	Jim Fan (NVIDIA) Home · @DrJimFan Agenda weight: 84	Public flagship for embodied/game agents research
18	Percy Liang (Stanford CRFM) Home · @percyliang Agenda weight: 83	HELM-class measurable-trust eval infrastructure
19	Andrew Ng Home · @AndrewYNg Agenda weight: 82	Education + applied-AI global distribution layer
20	Oriol Vinyals (DeepMind) Home · @OriolVinyalsML Agenda weight: 81	Sequence models + multi-agent research leadership

Top Labs / Frontier Orgs

Who ships models, papers, stacks — with official X · top 20 · as_of 2026-07-22

Sources / public APIs

Trusted site Google DeepMindTop-lab official entry
Trusted site OpenAI (GitHub org)OpenAI public org repos (main site often bot-403)
Trusted site AnthropicAnthropic org entry
Trusted site meta-llama GitHubLlama weights/models public org repos
Trusted site facebookresearch GitHubMeta FAIR open-source org repos
Trusted site Microsoft Research AIMicrosoft Research AI public surface

#	Name	Why on this map
1	Google DeepMind Home · @GoogleDeepMind System influence: 100	Science breakthrough + Gemini; Search/Cloud distribution
2	OpenAI Repo · @OpenAI System influence: 99	ChatGPT default entry; API + agent platform center
3	Anthropic Home · @AnthropicAI System influence: 98	Claude long-horizon/safety stack; enterprise coding narrative
4	Meta FAIR / Superintelligence Labs Repo · @AIatMeta System influence: 97	Llama open-weight default base; research→community flywheel
5	Microsoft Research / Microsoft AI Home · @MSFTResearch System influence: 96	Copilot distribution + Azure hosting; enterprise buy path
6	xAI Home · @xai System influence: 95	Grok + X realtime surface; Imagine multimodal
7	NVIDIA Research / AI Home · @nvidia System influence: 94	Compute + NIM inference; supply choke point
8	Amazon Science / AWS AI Home · @AmazonScience System influence: 93	Bedrock multi-model shelf; default-visible in AWS accounts
9	Mistral AI Home · @MistralAI System influence: 92	EU-compliance open/API dual track
10	DeepSeek Home · @deepseek_ai System influence: 91	Open reasoning cost shock; private-deploy reference
11	Alibaba Qwen / Tongyi Repo · @Alibaba_Qwen System influence: 90	Bilingual + tool-use ecosystem; open and cloud
12	Moonshot / Kimi Home · @Kimi_Moonshot System influence: 89	Strong Chinese long-context product
13	Cohere Home · @Cohere System influence: 88	Enterprise RAG/retrieval + Command line
14	Hugging Face Home · @huggingface System influence: 87	Model/dataset/Spaces distribution hub
15	Allen Institute for AI (AI2) Home · @allen_ai System influence: 86	Open science path incl. OLMo-class models
16	Stanford CRFM Home · @StanfordHAI System influence: 85	Eval×policy academic hub (HELM)
17	Stability AI Home · @StabilityAI System influence: 84	Image-gen open-weight and API product node
18	Black Forest Labs (FLUX) Home · @bfl_ml System influence: 83	FLUX image-gen research/product line
19	Perplexity Repo · @perplexity_ai System influence: 82	Retrieval-native chat product; active public eng narrative
20	Runway Research Home · @runwayml System influence: 81	Video-gen research+product; Gen-series public reference

Landmark Papers / Idea Anchors

Each row links the canonical paper — not weekly citation heat · top 20 · as_of 2026-07-22

Sources / public APIs

Trusted site arXiv cs.AI / cs.LG / cs.CLPrimary paper distribution; verify by arXiv id
Public report Attention Is All You Need (arXiv:1706.03762)Canonical Transformer paper anchor
Leaderboard Papers with CodePaper↔code↔leaderboard cross-index
Trusted site Semantic ScholarPublic citation and author-graph search

#	Name	Why on this map
1	Attention Is All You Need (Vaswani et al.) Paper Idea legacy: 100	Origin of the default Transformer architecture
2	Scaling Laws / Kaplan et al. Paper Idea legacy: 99	Start of predictable compute-data-params narrative
3	GPT-3 / few-shot learners Paper Idea legacy: 98	Public proof that large pretrain yields general ability
4	InstructGPT / RLHF Paper Idea legacy: 97	Productization path aligning to human preference
5	Constitutional AI (Anthropic) Paper Idea legacy: 96	Discussable blueprint for principle-based alignment
6	Chain-of-Thought prompting Paper Idea legacy: 95	Made reasoning an explicit controllable interface
7	ReAct (reason + act) Paper Idea legacy: 94	Default mental model for tool-using agents
8	LLaMA (Meta) Paper Idea legacy: 93	Turn where open weights became a default base
9	Chinchilla compute-optimal Paper Idea legacy: 92	Efficiency correction: data vs parameters
10	Diffusion / DDPM family Paper Idea legacy: 91	Image-gen main path shift GAN→diffusion
11	CLIP (OpenAI) Paper Idea legacy: 90	Vision-language shared representation into products
12	AlphaFold (DeepMind) Paper Idea legacy: 89	Undeniable science-AI achievement sample
13	FlashAttention Paper Idea legacy: 88	Feasibility jump for long-context train/serve
14	Mixture-of-Experts / Switch Transformers Paper Idea legacy: 87	Sparse activation scaling became mainstream
15	DPO (Direct Preference Optimization) Paper Idea legacy: 86	Widely adopted simplified alignment training path
16	Toolformer Paper Idea legacy: 85	Early clear demo of models learning to call APIs
17	Segment Anything (Meta) Paper Idea legacy: 84	Vision foundation model train-once multi-downstream template
18	Whisper (OpenAI) Paper Idea legacy: 83	One default open baseline for speech recognition
19	BERT (Devlin et al.) Paper Idea legacy: 82	Prior-gen turn: bidirectional pretrain as NLP industrial default
20	LoRA / PEFT family Paper Idea legacy: 81	Cheap adapters made private fine-tune a default move

Benchmarks Buyers Actually Cite

Each row links the official board/repo · top 20 · as_of 2026-07-22

Sources / public APIs

Leaderboard LM Arena / Chatbot ArenaPublic Text/Code/Agent arena Elo boards
Leaderboard SWE-benchPublic software-engineering task board
Leaderboard HELM (Stanford CRFM)Academic multi-scenario evaluation
Leaderboard Artificial AnalysisQuality×speed×price comparison
Leaderboard MLPerfIndustry hardware/inference throughput yardstick

#	Name	Why on this map
1	LM Arena / Chatbot Arena Elo Benchmark Decision citation rate: 100	Public arena perceived quality; often cited in sales (arena.ai)
2	SWE-bench / SWE-bench Verified Benchmark Decision citation rate: 99	Real software tasks; coding-agent purchase yardstick
3	HumanEval Repo Decision citation rate: 98	Classic code-gen yardstick (OpenAI)
4	LiveCodeBench Benchmark Decision citation rate: 97	Continuously updated code-gen board
5	MMLU Repo Decision citation rate: 96	Multi-subject knowledge default (watch saturation)
6	GPQA Repo Decision citation rate: 95	Hard science QA; real-reasoning cross-check
7	MATH dataset Repo Decision citation rate: 94	Math-reasoning strength cross-check
8	HELM (Stanford CRFM) Benchmark Decision citation rate: 93	Multi-scenario reproducible academic eval framework
9	Artificial Analysis Home Decision citation rate: 92	Quality×speed×price three-axis purchase view
10	Open LLM Leaderboard (HF) Benchmark Decision citation rate: 91	Open-weight public comparison entry
11	τ-bench (tool-agent) Repo Decision citation rate: 90	Tool-use reliability; critical for agent products
12	WebArena Benchmark Decision citation rate: 89	Browser-agent task completion
13	MMMU benchmark Benchmark Decision citation rate: 88	Multimodal understanding purchase view
14	VBench Home Decision citation rate: 87	Video-gen perception and consistency
15	Common Voice (ASR data) Home Decision citation rate: 86	Public ASR corpus/entry point
16	RAGAS Benchmark Decision citation rate: 85	RAG faithfulness and retrieval quality
17	AgentBoard Repo Decision citation rate: 84	Multi-agent task composite board
18	BIG-bench Repo Decision citation rate: 83	Prior-gen composite ability (legacy yardstick)
19	MLPerf Inference Benchmark Decision citation rate: 82	Hardware/serving throughput industry yardstick
20	LMSYS Chatbot Arena paper Paper Decision citation rate: 81	Arena methodology paper (how to read Elo)

Product Hunt · AI Product Index

AI products often named on launch/distribution surfaces — each row links home · top 20 · as_of 2026-07-22

Sources / public APIs

Trusted site Product Hunt · Artificial IntelligenceMaster index of AI product launches
Trusted site Product Hunt · AI homepageLaunch-surface home
Trusted site Product Hunt on XOfficial Product Hunt X
Public report Y Combinator Library (launch context)Launch/growth narrative cross-reads

#	Name	Why on this map
1	ChatGPT Repo · @OpenAI Distribution heat: 100	Default chat entry; launch-narrative center
2	Claude Home · @AnthropicAI Distribution heat: 99	Long-form/coding chat product surface
3	Cursor Product · @cursor_ai Distribution heat: 98	AI IDE path from launch to mainstream
4	Perplexity Repo · @perplexity_ai Distribution heat: 97	Retrieval-native answer engine; strong distribution narrative
5	v0 (Vercel) Product · @vercel Distribution heat: 96	UI-gen→deployable launch product template
6	Lovable Product · @Lovable Distribution heat: 95	NL→full-stack app PH-hot product shape
7	Bolt.new Product · @boltdotnew Distribution heat: 94	In-browser one-shot full-stack prototypes
8	Gamma Product Hunt · @gammaapp Distribution heat: 93	AI decks/docs launch tool
9	Notion AI Home · @NotionHQ Distribution heat: 92	Workspace-native writing/Q&A
10	Raycast AI Home · @raycastapp Distribution heat: 91	Launcher-native AI command layer
11	Linear Home · @linear Distribution heat: 90	Eng project management + AI assist
12	ElevenLabs Home · @ElevenLabs Distribution heat: 89	Voice gen/clone product surface
13	Suno Home · @SunoMusic Distribution heat: 88	Mass-market music-gen launch breakout shape
14	Runway Home · @runwayml Distribution heat: 87	Creator video-gen tool stack
15	Ideogram Home · @ideogram_ai Distribution heat: 86	Text-in-image friendly image product
16	Replicate Home · @replicate Distribution heat: 85	Model-as-API marketplace; dev distribution
17	Hugging Face Home · @huggingface Distribution heat: 84	Model/Spaces community distribution hub
18	Descript Home · @descript Distribution heat: 83	Transcript-first A/V product
19	Midjourney Home · @midjourney Distribution heat: 82	Aesthetic still-gen mass entry (main site often bot-walled)
20	Product Hunt AI topic Product Hunt · @ProductHunt Distribution heat: 81	Master index of AI launches (topic page)

Apple App Store · AI App Index

High-frequency iOS AI consumer entries — each row links App Store (editorial map, not live chart) · top 20 · as_of 2026-07-22

Sources / public APIs

Leaderboard App Store · iPhone ChartsOfficial iPhone charts entry (cross-check)
Trusted site App Store · ProductivityProductivity category (AI assistants frequent)
Official docs Apple Developer · App StoreApp Store product and distribution rules
Public report Sensor Tower (industry charts)Third-party store intel cross-check (account may be required)

#	Name	Why on this map
1	ChatGPT App Store · @OpenAI Store visibility: 100	Default consumer chat entry
2	Claude by Anthropic App Store · @AnthropicAI Store visibility: 99	Long-form/coding assistant on iOS
3	Google Gemini App Store · @Google Store visibility: 98	Google multimodal assistant entry
4	Microsoft Copilot App Store · @Microsoft Store visibility: 97	Microsoft assistant + OS integration narrative
5	Grok App Store · @xai Store visibility: 96	xAI assistant; X-ecosystem distribution
6	Perplexity App Store · @perplexity_ai Store visibility: 95	Retrieval-native Q&A mobile entry
7	Character.AI App Store · @character_ai Store visibility: 94	Character-chat consumer breakout shape
8	PhotoRoom AI Photo Editor App Store Store visibility: 93	E-commerce/cutout AI photo edit
9	Remini – AI Photo Enhancer App Store Store visibility: 92	Photo upscale/enhance breakout
10	Lensa: AI Photo & Video Editor App Store Store visibility: 91	Portrait stylization AI editor
11	FaceApp: Face Editor App Store Store visibility: 90	Face-transform AI filters
12	CapCut – Video Editor App Store Store visibility: 89	Short-video edit + AI features
13	Canva: AI Photo & Video Editor App Store Store visibility: 88	Design templates + generative features
14	Grammarly Keyboard App Store · @Grammarly Store visibility: 87	Writing-assistant keyboard layer
15	Duolingo App Store · @duolingo Store visibility: 86	Language learning + AI conversation
16	Speak: Language Learning App Store Store visibility: 85	Speaking-practice AI coach
17	Notion App Store · @NotionHQ Store visibility: 84	Notes/wiki + Notion AI
18	starryai – AI Art Generator App Store Store visibility: 83	Text-to-image consumer entry
19	Wondershare Wonder AI Art App Store Store visibility: 82	AI art generation consumer tool
20	Microsoft 365 (Copilot surface) App Store · @Microsoft365 Store visibility: 81	Office suite Copilot distribution surface

Google Play · AI App Index

High-frequency Android AI entries — each row links Play details (editorial map, not live chart) · top 20 · as_of 2026-07-22

Sources / public APIs

Leaderboard Google Play · Top chartsOfficial top charts entry (cross-check)
Trusted site Google Play · ProductivityProductivity category (AI assistants frequent)
Official docs Google Play Console helpPlay distribution and listing docs
Public report Sensor Tower (industry charts)Third-party store intel cross-check (account may be required)

#	Name	Why on this map
1	ChatGPT Google Play · @OpenAI Store visibility: 100	Default consumer chat entry
2	Claude by Anthropic Google Play · @AnthropicAI Store visibility: 99	Long-form/coding assistant on Android
3	Google Gemini Google Play · @Google Store visibility: 98	Google multimodal assistant entry
4	Microsoft Copilot Google Play · @Microsoft Store visibility: 97	Microsoft assistant Android entry
5	Grok Google Play · @xai Store visibility: 96	xAI assistant; X-ecosystem distribution
6	Perplexity Google Play · @perplexity_ai Store visibility: 95	Retrieval-native Q&A mobile entry
7	Character.AI Google Play · @character_ai Store visibility: 94	Character-chat consumer breakout shape
8	PhotoRoom Google Play Store visibility: 93	E-commerce/cutout AI photo edit
9	Remini Google Play Store visibility: 92	Photo upscale/enhance breakout
10	Lensa Google Play Store visibility: 91	Portrait stylization AI editor
11	FaceApp Google Play Store visibility: 90	Face-transform AI filters
12	CapCut Google Play Store visibility: 89	Short-video edit + AI features
13	Canva Google Play Store visibility: 88	Design templates + generative features
14	Grammarly Keyboard Google Play · @Grammarly Store visibility: 87	Writing-assistant keyboard layer
15	Duolingo Google Play · @duolingo Store visibility: 86	Language learning + AI conversation
16	Notion Google Play · @NotionHQ Store visibility: 85	Notes/wiki + Notion AI
17	Microsoft 365 (Office) Google Play · @Microsoft365 Store visibility: 84	Office suite Copilot distribution surface
18	Background Eraser / remove.bg class Google Play Store visibility: 83	Background-removal AI tools
19	starryai (Play search) Google Play Store visibility: 82	Text-to-image consumer entry (search index)
20	Speak-class language AI (Play search) Google Play Store visibility: 81	Speaking AI coach category index

X Hot Topics · AI

High-frequency AI agenda topics on X — each row links search/hashtag (editorial index, not official live Trends) · top 20 · as_of 2026-07-22

Sources / public APIs

Leaderboard X ExploreX Explore entry (live trends often login-gated; this board is an editorial topic index)
Trusted site X Advanced SearchAdvanced search for reproducible topic queries
Official docs X Developer PlatformOfficial API docs (trends/search need access)
Trusted site X AI search (sample query)Sample live AI keyword search

#	Name	Why on this map
1	AI Agents X search Agenda heat: 100	Autonomous agents / tool-use as main narrative
2	Claude / Anthropic X search · @AnthropicAI Agenda heat: 99	Long-form, coding, and safety narrative center
3	ChatGPT / OpenAI X search · @OpenAI Agenda heat: 98	Default chat entry and release-cadence talk
4	Grok / xAI X search · @xai Agenda heat: 97	X-native assistant and model-release talk
5	Gemini / Google AI X search · @Google Agenda heat: 96	Multimodal and search-integration agenda
6	DeepSeek X search Agenda heat: 95	Open-weight / efficient-training contrast narrative
7	Open-weight LLMs X search Agenda heat: 94	Qwen / Kimi / Mistral open-weight wave
8	MCP (Model Context Protocol) X search Agenda heat: 93	Tool-interop standard as infrastructure talk
9	Cursor / AI IDE X search · @cursor_ai Agenda heat: 92	In-editor coding-agent product surface
10	AI Video Generation X search Agenda heat: 91	Sora / Kling / Seedance-class video gen
11	Image Gen / Flux X search Agenda heat: 90	T2I aesthetics and local-model discussion
12	Voice AI / Realtime X search Agenda heat: 89	Realtime voice assistants and call automation
13	AI Memory / Personalization X search Agenda heat: 88	Memory and personalization as product competition
14	Local / On-device AI X search Agenda heat: 87	On-device and local inference feasibility
15	AI Jobs / Automation X search Agenda heat: 86	Jobs and knowledge-labor automation agenda
16	AI Safety (near-term) X search Agenda heat: 85	Near-term safety / bio / cyber risk talk
17	Evals / Arena X search Agenda heat: 84	Public arena and purchase-eval yardsticks
18	RAG / Knowledge X search Agenda heat: 83	RAG and enterprise knowledge bases
19	AI Regulation X search Agenda heat: 82	Policy, copyright, and deployment compliance
20	Multimodal / World Models X search Agenda heat: 81	Multimodal and world-model frontier narrative

Reddit · AI Hot Topics

High-frequency AI community topics — each row links subreddit/hot search (editorial index, not live sitewide chart) · top 20 · as_of 2026-07-22

Sources / public APIs

Leaderboard r/MachineLearning hotML research community hot feed
Leaderboard r/LocalLLaMA hotLocal/open-weight LLM practice hot feed
Trusted site Reddit search · AISitewide AI hot search
Official docs Reddit API wiki (archive)Public API wiki archive (programmatic charts need compliance; reddit.com/dev often bot-blocked)

#	Name	Why on this map
1	r/MachineLearning · hot Reddit Community heat: 100	Papers, methods, and review-culture main community
2	r/LocalLLaMA · hot Reddit Community heat: 99	Local models / quant / hardware practice
3	r/OpenAI · hot Reddit Community heat: 98	ChatGPT/API product and policy talk
4	r/ClaudeAI · hot Reddit Community heat: 97	Claude product use and comparisons
5	r/ChatGPT · hot Reddit Community heat: 96	Mass-market chat product experience feedback
6	r/singularity · hot Reddit Community heat: 95	Long-run capability curve and social-impact narrative
7	r/artificial · hot Reddit Community heat: 94	General AI news and discussion
8	r/StableDiffusion · hot Reddit Community heat: 93	Open image-gen workflows
9	r/midjourney · hot Reddit Community heat: 92	Aesthetic stills and prompt culture
10	r/LangChain · hot Reddit Community heat: 91	Orchestration / tool-chain engineering practice
11	r/Oobabooga · hot Reddit Community heat: 90	Local WebUI inference stack
12	r/LocalAI · hot Reddit Community heat: 89	Self-hosted inference and API-compat layers
13	r/PromptEngineering · hot Reddit Community heat: 88	Prompt and system-instruction craft
14	r/MLOps · hot Reddit Community heat: 87	Train/deploy/monitor productionization
15	r/computervision · hot Reddit Community heat: 86	Vision models and applications
16	Coding agents (Reddit search) Reddit Community heat: 85	Cursor/Copilot/agent coding heat
17	AI video gen (Reddit search) Reddit Community heat: 84	Video-gen models and tools discussion
18	RAG / memory (Reddit search) Reddit Community heat: 83	RAG and long-term memory practice
19	Open-weight models (Reddit search) Reddit Community heat: 82	Open-weight releases and benchmark contrast
20	AI jobs / automation (Reddit search) Reddit Community heat: 81	Jobs and workflow-replacement talk

GitHub · AI Repo Index

High-frequency open-source AI repos — each row links GitHub (editorial map, not live Trending ranks) · top 20 · as_of 2026-07-22

Sources / public APIs

Leaderboard GitHub TrendingOfficial Trending entry (cross-check; not AI-only)
Leaderboard GitHub topic · artificial-intelligenceAI topic repository aggregation
Public report OSSInsight · Trending AI ReposThird-party AI repo trend cross-check
Official docs GitHub REST API docsProgrammatic stars/search entry

#	Name	Why on this map
1	ollama/ollama Repo Ecosystem visibility: 100	Local model runtime; Docker-like one-shot pull
2	ggml-org/llama.cpp Repo Ecosystem visibility: 99	CPU/GPU local quantized inference base
3	huggingface/transformers Repo Ecosystem visibility: 98	Default model load/train library
4	vllm-project/vllm Repo Ecosystem visibility: 97	High-throughput open serving
5	sgl-project/sglang Repo Ecosystem visibility: 96	Fast structured-generation serving
6	langchain-ai/langchain Repo Ecosystem visibility: 95	Default app orchestration ecosystem
7	langchain-ai/langgraph Repo Ecosystem visibility: 94	Stateful agent-graph runtime
8	openai/codex Repo Ecosystem visibility: 93	Terminal/repo coding-agent reference
9	Aider-AI/aider Repo Ecosystem visibility: 92	Git-native pair-programming agent
10	All-Hands-AI/OpenHands Repo Ecosystem visibility: 91	Open software-engineering agent platform
11	cline/cline Repo Ecosystem visibility: 90	IDE-side autonomous coding agent
12	continuedev/continue Repo Ecosystem visibility: 89	Open IDE autocomplete/agent extension
13	modelcontextprotocol/servers Repo Ecosystem visibility: 88	MCP official/community server collection
14	comfyanonymous/ComfyUI Repo Ecosystem visibility: 87	Node-based image/video gen workflows
15	open-webui/open-webui Repo Ecosystem visibility: 86	Self-hosted ChatGPT-style frontend
16	langgenius/dify Repo Ecosystem visibility: 85	Visual LLM app/workflow platform
17	n8n-io/n8n Repo Ecosystem visibility: 84	Workflow automation + AI nodes
18	deepseek-ai/DeepSeek-V3 Repo Ecosystem visibility: 83	Open-weight frontier model release anchor
19	QwenLM/Qwen3 Repo Ecosystem visibility: 82	Qwen open-model series entry
20	microsoft/autogen Repo Ecosystem visibility: 81	Multi-agent conversation framework

AI Skills · Ecosystem Index

Agent/Claude skills and distribution surfaces — each row links docs/repos (editorial map, not live download ranks) · top 20 · as_of 2026-07-22

Sources / public APIs

Official docs Anthropic · Agent Skills overviewOfficial Agent Skills concept and format
Trusted site anthropics/skills (GitHub)Anthropic public skills sample repo
Leaderboard AgentSkill.sh directoryThird-party skill discovery directory (not an official store)
Trusted site ClawHubOpenClaw-family skill distribution surface

#	Name	Why on this map
1	Anthropic Agent Skills (docs) Skill Distribution visibility: 100	Official skill format and usage contract
2	anthropics/skills Skill Distribution visibility: 99	Official public skill sample repo
3	vercel-labs/agent-skills Skill Distribution visibility: 98	Engineering-oriented agent skills pack (Vercel)
4	awesome-claude-skills Skill Distribution visibility: 97	Curated Claude skills list
5	AgentSkill.sh Skill Distribution visibility: 96	Third-party skill discovery directory
6	ClawHub Skill Distribution visibility: 95	OpenClaw-family skill distribution surface
7	modelcontextprotocol/servers Repo Distribution visibility: 94	MCP servers as pluggable tool-skill layer
8	GitHub Skills Skill Distribution visibility: 93	Official GitHub interactive learning skills
9	openai/codex Repo Distribution visibility: 92	Codex runtime + extension/skill surface
10	Aider-AI/aider Repo Distribution visibility: 91	In-repo coding-skill habit reference
11	cline/cline Repo Distribution visibility: 90	IDE agent skill/tool composition surface
12	continuedev/continue Repo Distribution visibility: 89	Open IDE extension skill ecosystem
13	crewAIInc/crewAI Repo Distribution visibility: 88	Multi-role agent skill orchestration
14	microsoft/autogen Repo Distribution visibility: 87	Conversational multi-agent skill composition
15	langchain-ai/langgraph Repo Distribution visibility: 86	Graph state machine for reusable sub-skills
16	All-Hands-AI/OpenHands Repo Distribution visibility: 85	Software-engineering agent skill platform
17	firecrawl/firecrawl Repo Distribution visibility: 84	Web-crawl skill (agent data ingress)
18	BerriAI/litellm Repo Distribution visibility: 83	Multi-model routing skill middleware
19	langgenius/dify Repo Distribution visibility: 82	Visual workflow as composable skill canvas
20	n8n-io/n8n Repo Distribution visibility: 81	Automation node skill library

Live secondary evidence (GitHub · not editorial rank)

ollama/ollama ★ 176621 · forks 17060
ggml-org/llama.cpp ★ 121254 · forks 20878
huggingface/transformers ★ 162835 · forks 33973
vllm-project/vllm ★ 86861 · forks 19703
sgl-project/sglang ★ 30622 · forks 7323
langchain-ai/langchain ★ 142318 · forks 23678
langchain-ai/langgraph ★ 37847 · forks 6346
openai/codex ★ 100606 · forks 15062
Aider-AI/aider ★ 47613 · forks 4749
All-Hands-AI/OpenHands ★ 81682 · forks 10443
cline/cline ★ 64924 · forks 6967
continuedev/continue ★ 35026 · forks 5090

snapshot 2026-07-22T11:13:50.347893+00:00 · secondary only