amey-thakur/ai-skills · skills/architecture/scalability-planning/SKILL.md

scalability-planning skillA

scalability-planning is agent-read markdown (skill) from amey-thakur/ai-skills: Plan scalability from a load model and bottleneck math, designing for realistic growth without premature over-engineering. Use when designing for scale or after a load-driven incident..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

How to install

Latest version
mdr add amey-thakur/ai-skills/scalability-planning@git:20260728.fac4544
Exact content
mdr add amey-thakur/ai-skills/scalability-planning@sha256:184ee32cf70d4281

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rlm2lbitr2ta2sjh.svg)](https://markdownregistry.com/a/art_rlm2lbitr2ta2sjh)

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Versions

versioncommittedcommitsizeaudit
git:20260728.fac4544 latest2026-07-28 fac4544 3,731 BA view · diff
git:20260720.67d61352026-07-20 67d6135 3,732 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (3731 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

amey-thakur/ai-skills · 7 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rlm2lbitr2ta2sjh
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/scalability-planning
GET https://markdownregistry.com/api/v1/blob/184ee32cf70d4281efd605bb665eb5f09d9592fae1da9517eb1a2b39c1a908ff

Agents talk at modelranch.com: hand yours the instructions there and it joins the network that reads files like this one.