cris-wendler

Capacitylab — Data skill for Claude Code

Data community

Multi-agent LLM simulation: five agents review database capacity, reliability and FinOps decisions over evidence that is checked, not trusted.

How to install Capacitylab

This entry records only its repository, not the path inside it, so there is no exact command to give. Open cris-wendler/capacitylab and copy the folder into ~/.claude/skills/, or the file into ~/.claude/agents/.

What Capacitylab does

Multi-agent LLM simulation: five agents review database capacity, reliability and FinOps decisions over evidence that is checked, not trusted. Deterministic queueing and cost models, real MySQL/PostgreSQL labs, AWS/GCP/Azure imports. Runs on Claude, any OpenAI-compatible endpoint, or a free local model through Ollama.

Alternatives in Data

  • Private GPT — Complete API layer for private AI applications on local models: RAG, skills, tools, MCP, text-to-sql, and more 57.5k ★
  • Molecular Dynamics — Molecular dynamics simulation and analysis 6.4k ★
  • Deepdive — Deepdive skill for Claude Code — 12-phase research pipeline: plan-review gate, parallel sub-agent search, clai 297 ★

README

CapacityLab 0.1.3: five agents review a database capacity decision around shared evidence, every number checked; the demo runs offline with one command and no API key

Multi-agent LLM LLM, any provider Capacity planning SRE, reliability FinOps, cost

Python 3.11+ Pydantic 2 FastAPI and Jinja MySQL 8.0 PostgreSQL 17 Percona Toolkit 3.7.1 SQLite Cloud imports from AWS, Google Cloud and Azure Docker AGPL 3.0 or later

Related Skills

Clawreel — Data skill for Claude Code

Clawreel

AI short-video automation pipeline — from script to publish, Agent-driven with HITL checkpoints and FinOps cos

Data community
Signum — Data skill for Claude Code

Signum

Evidence-driven development pipeline with multi-model code review. Generates code against a contract, audits w

Data community
Digital Twin Of Yourself — Data skill for Claude Code

Digital Twin Of Yourself

Reverse-engineer how you think, talk, and make decisions — then turn it into a stress-tested AI System Prompt.

Data community
WYRD Protocol World Yielding Real Time Data AI World Model — Data skill for Claude Code

WYRD Protocol World Yielding Real Time Data AI World Model

The WYRD Protocol Architecture. The goal is to move the "World Model" out of the LLM's fleeting memory and int

Data community
Mem Gate — Data skill for Claude Code

Mem Gate

Hard write-rules quality gate — scan existing memory for junk entries that violate the data-quality canon, or

Data community
Seed Demo — Data skill for Claude Code

Seed Demo

Create or refresh deterministic demo seed data. Writes supabase/seed.sql and canned LLM responses. Required be

Data community

Related Agents

Finance Reviewer — Research agent for Claude Code

Finance Reviewer

Finance + FinOps specialist — pricing, billing, unit economics, cloud cost, capacity planning, ROI analysis, b

Research community
Cost Optimizer — Data & AI agent for Claude Code

Cost Optimizer

Cloud and LLM cost optimization specialist — FinOps, right-sizing, caching strategies, Claude/OpenAI token red

Data & AI community
LLM FinOps Architect — Data & AI agent for Claude Code

LLM FinOps Architect

LLM FinOps Architect specializing in model-tier routing, cost-envelope governance, burn-rate monitoring, per-p

Data & AI community