Capacity Planning Python Packages

chimeraforge

PyPI capacity-planning CLI for LLM deployment. pip install chimeraforge.

netbox-rack-design

NetBox plugin for designing rack layouts: plan device placements, moves and removals across multiple racks with a visual drag-and-drop elevation editor — without touching live DCIM data until you apply.

site-calc-investment

Python client for Site-Calc investment planning (capacity sizing, ROI analysis)

kvfit

Will a Hugging Face LLM fit your GPU or DGX? Plan weights, KV cache or recurrent state, context, TP/DP, and measured calibration

workingset

How many agentic-coding users a local LLM deployment serves: capacity model, CLI and live-endpoint hypothesis tests

pg-configurator

Explainable, hardware-aware PostgreSQL configuration generator

moe-fit

Will this mixture-of-experts model run on this machine, and how fast? Answered from the model's index, before downloading it

netbox-rack-design-mcp

NetBox plugin for designing rack layouts: plan device placements, moves and removals across multiple racks with a visual drag-and-drop elevation editor — without touching live DCIM data until you apply.

asyncflow-sim

Digital-twin simulator for distributed async systems. Build what-if scenarios and quantify capacity, latency and throughput offline, before you deploy.

slosizer

Profit-aware LLM capacity planning for latency SLOs, reserved throughput, and paygo overflow.

sparkfit

LLM memory capacity planner for the NVIDIA DGX Spark (unified-memory & bandwidth aware).

corepair

Measure real Kubernetes/OpenShift demand and turn it into a defensible subscription count

p2clpfd

Procurement allocation optimizer — minimize TCO across suppliers with constraint-based optimization

valkey-flash-sizer

Read-only analyzer that samples a Valkey keyspace and projects the RAM savings from tiering cold entries to NVMe via valkey-flash.

sca-tools

Scalability Analysis Tools

safbi

System Analysis for Business Intelligence