The first Task-Aware MCP server and automated VRAM calculator for LLM fine-tuning. Instantly snipe the cheapest, fastest GPUs across 10+ cloud providers.
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Aug 4, 2026 - Python
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vram-calculator
Here are 19 public repositories matching this topic...
Will this LLM fit your GPU or Mac? npx fitllm — accurate memory math for MLA/sliding-window/hybrid/MoE architectures that naive VRAM calculators get wrong by up to 18x. Single file, zero deps, conformance-vector tested. MIT.
cli amd inference nvidia moe quantization mlx mla vram kv-cache apple-silicon llm llama-cpp local-llm ollama gguf localllama memory-calculator vram-calculator will-it-run
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Sep 6, 2026 - JavaScript
A free VRAM calculator for AI models. Not just for LLMs: text generation, embeddings, vision, multimodal, image diffusion, video, audio, and tabular workloads, across inference, LoRA/QLoRA fine-tuning, and full training. Every calculation runs in the browser. Demo app to simultaneously build frontend harness.
automation gpu loops session-management developer-experience harness-framework ai-agents vram developer-productivity harness-ci ai-tools context-management agentic-workflow agentic-ai agent-orchestration agent-memory vram-calculator harness-engineering vram-management harness-execution-layer
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Sep 7, 2026 - TypeScript
🚀 A lightweight CLI to estimate hardware requirements and quantization compatibility for Hugging Face models.
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Jan 25, 2026 - Python
A lightweight CLI tool to inspect ML checkpoints (.safetensors, .gguf, .pt) and calculate inference VRAM, multi-GPU memory splits, and vLLM serving capacity.
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Jun 27, 2026 - Python
Anthropic-standard Skill — decide API-vs-self-host LLM costs and fine-tune ROI from any agent context (Claude Code, Cursor, Codex). Live GPU+API prices, deterministic local math.
self-hosting lora fine-tuning finetuning llm llm-cost agent-skills claude-code vram-calculator claude-skills claude-skill agent-skill codex-skill skill-md cursor-skills cursor-skill gpu-pricing llm-cost-calculator
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May 28, 2026 - Python
macOS menu bar tool to explore Hugging Face models, detect GGUF/Safetensors configs, and calculate precise VRAM footprint and KV cache overhead.
macos swift ai quantization macos-app swiftui menu-bar-app huggingface llm safetensors gguf vram-calculator
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May 14, 2026 - Swift
A CLI tool for estimating GPU VRAM requirements for Hugging Face models, supporting various data types, parallelization strategies, and fine-tuning scenarios like LoRA.
gpu-memory vram huggingface pipeline-parallelism memory-estimation huggingface-models hugging-face-transformers huggingface-datasets vram-monitoring vram-calculator vram-memory-estimation
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Oct 22, 2025 - Python
CLI toolkit for LLM inference preflight, vLLM serving configuration, benchmarking, telemetry, and capacity analysis.
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Sep 5, 2026 - Python
AI runtime loader and model-management control center for local LLM deployments.
chat benchmarking monitoring models presets benchmark-framework chat-application mlx huggingface huggingface-models llm llama-cpp llm-inference llm-tools llm-evaluation vram-calculator vram-optimization
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Sep 3, 2026 - Rust
⚡ Accurate LLM VRAM Calculator (Weights + Dynamic KV-Cache + Activations) and Inference Speedtest (TTFT & TPS) for vLLM, llama.cpp, and Ollama.
gpu transformers inference speedtest quantization vram kv-cache llm llama-cpp vllm deepseek qwen2-5 deepseek-r1 telegram-webapp vram-calculator
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Sep 7, 2026 - HTML
Will a Hugging Face LLM fit your GPU or DGX? Plan weights, KV cache or recurrent state, context, TP/DP, and measured calibration
python cli capacity-planning gpu-memory model-serving huggingface kv-cache llm long-context vllm sglang gb10 vram-calculator dgx-spark tensor-parallel inference-memory
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Jul 22, 2026 - Python
A simple CLI tool to fetch Hugging Face model metadata and estimate required VRAM/RAM for inference.
transformers inference python-cli huggingface memory-estimation resource-planning llm llm-deployment ai-infrastructure vram-calculator
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Mar 14, 2026 - Python
Free MCP server for engineers running AI in production: price a model, size a GPU, audit your MCP config, explain network config drift. No account, no telemetry.
mcp network-automation claude aiops llm-cost model-context-protocol mcp-server config-drift mcp-security vram-calculator
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Sep 5, 2026 - JavaScript
🖥️ Check if any LLM fits your GPU. VRAM calculator with context-aware fitting, quantization support, and real-time performance estimates.
calculator machine-learning typescript ai gpu svelte hardware-acceleration sveltejs huggingface sveltekit ai-tools llm vram-calculator
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Apr 28, 2026 - Svelte
Local LLM VRAM Requirements, Concurrency Sizing & DeepSeek R1 Benchmarks
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Sep 7, 2026
⚡ Fast, interactive LLM VRAM calculator and real-time cloud GPU price comparison tool built with Astro, React, and Tailwind CSS.
react reactjs nextjs vram astrojs llm llms vramsaving llm-tools llm-evaluation nextjs14 llm-agents vram-monitoring vram-calculator vram-memory-estimation vram-optimization vram-management vram-optimizer tailwilndcss
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Aug 22, 2026 - TypeScript
Optimal GPU, VRAM, and RAM configurations for running DeepSeek R1 locally (7B to 671B models).
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Feb 18, 2026
Can I run this AI model locally? Sourced memory requirements for 150+ local AI models across Mac, PC, GPU and phones.
machine-learning self-hosted dataset astro quantization webgpu on-device-ai apple-silicon llm llama-cpp local-llm local-ai ollama gguf transformers-js vram-calculator
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Sep 7, 2026 - Astro
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