VRAM Calculator
Estimate GGUF VRAM fit, --n-gpu-layers 46 planning, and CPU offload risk from model, quant, GPU, and context presets.
Tools
12 live / 1 beta from 13 public tools. Start with VRAM, model fit, or quantization. Use AgentGuard when a run needs hard limits.
Observed package downloads, updated hourly. SDK totals use Pepy first, then Pypistats no-mirror overall data when Pepy is unavailable; SDK recent-month counts use Pypistats; MCP recent-month counts use npm. Downloads are a usage signal, not an adoption proof. Tracked copy is shown when metric upstreams are unavailable.
12 live / 1 beta from 13 public tools.
01 / Local AI toolkit
Free calculators first. Pro saves your rig history.
Estimate GGUF VRAM fit, --n-gpu-layers 46 planning, and CPU offload risk from model, quant, GPU, and context presets.
Rank 25 local models across 6 workloads and 3 priorities for GPU fit.
Compare 9 GGUF quant levels by size, quality, speed, and 24GB GPU fit.
Remove the 5 free runs per tool per day limit. Saved GPU rigs, Hugging Face model import, fit alerts, and benchmark history for local LLM builders.
02 / Runtime infrastructure
Budget, retry, timeout, and planning tools.
Runtime guardrails for Python agents: budget, loop, timeout, and rate limits with MCP visibility for Claude Code, Cursor, and Codex.
pip install agentguard47Describe an AI agent workflow. Get risk score, top risks, architecture, first guardrails, and next steps.
Agent Architect scopes AI agent builds into DIY / Startup / Growth / Enterprise tiers with top 3 risks, cost, timeline, and architecture output.
Watch two AI agents coordinate through 5 pipeline steps, 1 tool call, and 1 handoff.
Pay-per-call memory for agents. USDC on Base, no accounts.
03 / Lab archive
They stay available without taking over the main list.
Paste a URL. Get summary, topics, sentiment, and entities plus saved history.
4 AI personas reacting to your live podcast in real time.
Look up public Dota 2 profiles, recent matches, ranks, hero performance, and 10-player breakdowns via OpenDota.
Pick the GPU you own and see which of 25 local models fit, at what quant, expected tokens per second, and the exact run command.