Open Registry & Telemetry
for AI Infrastructure
Discover, validate and compare LLM models, inference providers, MCP servers, and agent skills using open data and real-time telemetry. Track latency, uptime, pricing, capabilities, and provider mappings in one place.
Tracking providers across the ecosystem
103
Models
49
Providers
162
Provider Mappings
$5.45
Avg $/1M Tokens
Popular Models
Top-ranked models by relevance and provider availability
DeepSeek R1
DeepSeek's reasoning-focused model trained with reinforcement learning for complex multi-step reasoning. Excels at math, science, and coding problems requiring chain-of-thought reasoning.
GPT-5.5 Pro
OpenAI's premium tier model with extended reasoning capabilities, higher accuracy on complex tasks, and priority access. Optimized for professional and enterprise workloads requiring maximum quality.
Gemini 3.1 Pro
Google's latest flagship multimodal model with state-of-the-art performance on reasoning, coding, and multimodal understanding. Features native tool use, grounding, and million-token context window.
Claude Opus 4.8
Anthropic's most advanced model, building on Opus 4.7 with improvements across benchmarks in coding, agentic skills, reasoning, and knowledge work. Features enhanced honesty, better tool use efficiency, dynamic workflows support, and improved alignment.
DeepSeek V4
DeepSeek's fourth-generation model with improved mixture-of-experts architecture, enhanced reasoning and coding capabilities, and stronger multilingual performance. Competitive with frontier proprietary models.
Gemma 4 31B
Google's flagship open-weight dense model with 31B parameters. All parameters active per forward pass. Ranks among top open models with strong performance on AIME 2026 (89.2%) and MMLU Pro (85.2%). Supports vision and extended context.
Mistral Large 3
Mistral AI's largest open-weight model with 41B active parameters (675B total MoE). State-of-the-art general-purpose multimodal model with 256K context window and powerful agentic capabilities. Released under Apache 2.0.
MiniMax M3
MiniMax's frontier open-weight model with 1M-token context window, native multimodality (text, image, video), and strong coding capabilities. Built on MiniMax Sparse Attention (MSA) architecture, achieving 59% on SWE-Bench Pro with significantly improved efficiency at long context.
Mistral Medium 3.5
Mistral AI's balanced model offering strong multilingual performance with excellent price-performance ratio. Optimized for production workloads requiring reliable quality across European and global languages.
DeepSeek V4 Flash
DeepSeek's efficient V4 model with 284B total parameters (13B activated). Optimized for speed and cost-efficiency while maintaining strong performance. Supports 1M token context window.
Gemini 3.1 Flash-Lite
Google's most cost-efficient Gemini model optimized for high-volume, low-latency use cases. Delivers 2.5x faster time to first token versus Gemini 2.5 Flash with full multimodal support. Ideal for agentic tasks, data extraction, translation, and classification.
Claude Opus 4.6
Anthropic's most capable model in the Claude 4 family, excelling at complex analysis, extended reasoning, scientific research, and advanced code generation. Features significantly improved accuracy and reduced hallucinations.
Latest Insights
Analysis, benchmarks and comparisons across the LLM ecosystem

The AI Race Is Shifting From IQ to Agentic Economics
The AI race is shifting from benchmark scores to agentic economics. Why inference costs, latency, and open-weight models are reshaping the industry in 2026.

Stanford AI Index 2026: AI Is Scaling Faster Than Society Can Adapt
The release of the 2026 AI Index Report by Stanford HAI paints a very clear picture: artificial intelligence is no longer an emerging technology — it has become global infrastructure.

Claude Mythos Preview: The First AI System Card That Feels Like a Warning
Anthropic’s release of the Claude Mythos Preview System Card may become one of the most important AI safety documents published so far — not because of hype, benchmark scores, or product launches, but because of its tone.
OpenModels CLI
Browse models, compare providers, and check telemetry directly from your terminal. JSON and YAML output for scripting and CI/CD.
npm install -g openmodels-cli