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 API - long-term capacity planning and 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

GPU serving-capacity study: a scenario model and interactive explorer for multi-GPU, MoE, and prompt-caching trade-offs in agentic coding workloads

pg-configurator

Resource-, workload-, and version-aware PostgreSQL configuration tool

moe-fit

Will this mixture-of-experts model run on my 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

Scenario-driven simulator for async distributed systems: declare topologies, run simulations, measure latency/throughput, resource usage and see where bottlenecks emerge.

slosizer

slosizer: Right-size reserved LLM capacity Based on SLO

sparkfit

Memory capacity planner for running LLMs on the NVIDIA DGX Spark: unified-memory budgeting, bandwidth-aware decode-speed estimates, and a quantization advisor.

corepair

Measure what your OpenShift cluster actually needs, then size subscriptions from evidence instead of guesswork - and see how much of a multi-year "saving" is really just a forecast.

p2clpfd

Procurement allocation optimizer: the lowest-TCO supplier award under capacity, MOQ, share caps and dual-sourcing rules — proven optimal, and explainable to the people who question it. Open source (GPLv3), constraint-programming based, agentic-first.

valkey-flash-sizer

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

sca-tools

Scalability Analysis Tools

safbi

SafBI