[bmdpat]

Tools

Pick what fits your GPU. Keep the run under control.

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

Check VRAM. Pick a model. Save the setup.

Free calculators first. Pro saves your rig history.

01.01LIVE

VRAM Calculator

Estimate GGUF VRAM fit, --n-gpu-layers 46 planning, and CPU offload risk from model, quant, GPU, and context presets.

5/day free22 model presets / 26 GPUs / 9 quant levels
No install
01.02LIVE

Model Picker

Rank 25 local models across 6 workloads and 3 priorities for GPU fit.

5/day free25 models / 6 workloads / 3 priorities
No install
01.03LIVE

Quantization Compare

Compare 9 GGUF quant levels by size, quality, speed, and 24GB GPU fit.

5/day free11 model families / 9 quant levels / 26 GPUs
No install
01.04LIVE

Local LLM Toolkit Pro

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.

$7/mo$49/year7-day trial4 Pro features
No install

02 / Runtime infrastructure

Set hard limits before an agent runs.

Budget, retry, timeout, and planning tools.

02.01LIVE

AgentGuard

Runtime guardrails for Python agents: budget, loop, timeout, and rate limits with MCP visibility for Claude Code, Cursor, and Codex.

6,507+ downloads174 downloads / last month362 MCP downloads / last monthMITv1.2.13
pip install agentguard47
02.02LIVE

Agent Roadmap Scanner

Describe an AI agent workflow. Get risk score, top risks, architecture, first guardrails, and next steps.

5 roadmap outputs30+ char workflow6 scans/min
No install
02.03LIVE

Agent Architect

Agent Architect scopes AI agent builds into DIY / Startup / Growth / Enterprise tiers with top 3 risks, cost, timeline, and architecture output.

5 scopes per month1st of every month
No install
02.04LIVE

AgentFlow

Watch two AI agents coordinate through 5 pipeline steps, 1 tool call, and 1 handoff.

2 agents1 tool call1 handoff
No install
02.05LIVE

Agent Memory API

Pay-per-call memory for agents. USDC on Base, no accounts.

from $0.001/callx402Base USDC
No install

03 / Lab archive

Smaller tools that still do one job.

They stay available without taking over the main list.

03.01LIVE

MarkUp

Paste a URL. Get summary, topics, sentiment, and entities plus saved history.

4 analysis fields20 recent annotations / 500 per URL
No install
03.02LIVE

Sidecast

4 AI personas reacting to your live podcast in real time.

4 AI personastab audio + micwhisper-1 transcription
No install
03.03LIVE

Dota 2 Stats

Look up public Dota 2 profiles, recent matches, ranks, hero performance, and 10-player breakdowns via OpenDota.

OpenDota5 min cache20 recent matches / 10-player breakdown / top 5 heroes per player
No install

Coming soon

04.01BETA

Sizing Desk

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.

Local LLMGPUModel fit
No install
Soon