Estimate monthly LLM token and cache costs using the November 2026 rate schedule. Separate ordinary input, cache writes, cache reads and output; apply supported batch discounts to each token category.
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Reference: Anthropic · Google DocsModel monthly LLM API token bills across Claude Fable 5.1, Opus 5.5, Sonnet 5.5, Haiku 5.5, and Gemini 4 Argon with 5-minute/1-hour prompt caching and 50% async batch discounts.
Reference: Hugging Face · Ollama DocsCalculate static GGUF weight memory (Q4_K_M, Q5_K_M, Q8_0, FP16), architecture-based FP16 KV cache across 4K–128K context windows, and GPU capacity targets for 8B–70B models.
Reference: MCP · Node.js DocsGenerate editable claude_desktop_config.json templates with Windows cmd.exe /c npx wrappers (fixing spawn npx ENOENT), macOS Homebrew/nvm absolute paths, and Python uvx launch settings.
Primary Source: Hugging Face · OllamaEstimate GGUF weight memory and architecture-based FP16 KV cache for four reference models. Use GiB consistently, include runtime allowance, and compare a capacity budget with actual available VRAM.
Primary Source: Anthropic · Google DocsA side-by-side breakdown of per-million token rates, 5-minute and 1-hour prompt caching multipliers, 50% asynchronous batch discounts, and tokenizer overhead across Claude Fable 5.1, Opus 5.5, Sonnet 5.5, Haiku 5.5, and Google Gemini 4 Argon / 3.8 Flash.
Primary Source: Ollama DocsHow to diagnose partial CPU/GPU memory splits with ollama ps, override Ollama's VRAM-based default context lengths (4k/32k/256k), and configure OLLAMA_CONTEXT_LENGTH, num_ctx, and CUDA_VISIBLE_DEVICES.
Primary Source: MCP · Node.js DocsWhy local Model Context Protocol (MCP) servers fail to launch with spawn npx ENOENT or Server disconnected in Claude Desktop, and how to fix claude_desktop_config.json on Windows (cmd /c wrapper), macOS, and Claude Code.
Primary Source: AWS Bedrock · AnthropicCompare three illustrative architectures at 1,000 queries using explicit token counts, a stated reranker allowance and a cache warm-up. This is a cost scenario, not a measured latency or quality benchmark.
Primary Source: Anthropic · Claude CodeCompare current Claude subscription prices and included API credits with a clearly labelled enterprise spending example. A price crossing alone cannot prove that a subscription covers the same work.