foundations-queueing-theory SKILL.md skillA
foundations-queueing-theory from vasilyu1983/ai-agents-public is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add vasilyu1983/ai-agents-public/foundations-queueing-theory@v1.5Pins v1.5 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- vasilyu1983/ai-agents-public
- Path
skills/universal/foundations-queueing-theory/SKILL.md- Versions recorded
- 2
- Latest version
- v1.5, committed Oct 12, 2026
- First version recorded
- Oct 5, 2026
- Size
- 27,556 bytes
- Repository stars
- 101
- License
- MIT
Sizes queues and worker pools. Use when estimating Kingman G/G/1 mean waiting time, Erlang or Little's Law sizing, p99 under load, retry storms, worker counts.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Queueing Theory Foundations 11 queueing-theory primitives for capacity planning, saturation prediction, and backpressure design. Each primitive addresses a specific failure mode that causes systems to degrade, saturate, or scale incorrectly. ## Contents - [Quick Reference](#quick-reference) - [Formal Supporting Theory](#formal-supporting-theory) - [Misuse Boundaries](#misuse-boundaries) - [Expert Judgment](#expert-judgment) - [Decision Checklist](#decision-checklist) - [Anti-Patterns](#anti-patterns) - [Composition Recipes](#composition-recipes) - [Workflow](#workflow) - [Trace-Driven Simulation](#trace-driven-simulation) - [Related Skills](#related-skills) - [Navigation](#navigation) - [Domain Verification Notes](#domain-verification-notes) ## Quick Reference | # | Primitive | Formula / Key Result | Use When | Failure Mode It Addresses | |---|-----------|---------------------|----------|---------------------------| | 1 | [Little's Law](assets/templates/queueing-theory/01-littles-law.md) | L = λW | Relating queue depth, rate, and latency at any stable system | Misaligned depth/rate/latency metrics | …
Read the whole file at its exact version.
How to install
mdr add vasilyu1983/ai-agents-public/foundations-queueing-theory@sha256:117c77ffad79c33eThe line at the top of this page pins the label v1.5, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_tgums4w5gmo5rjb2)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Oct 5, 2026 and Oct 12, 2026, about one every 7 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.5 latest | 2026-10-12 | 34b57f4 | 27,556 B | A | view · diff |
| v1.5 | 2026-10-05 | 5db538c | 28,068 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (27556 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
vasilyu1983/ai-agents-public · 101 stars · license MIT · pushed 2026-10-16 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tgums4w5gmo5rjb2 GET https://markdownregistry.com/api/v1/resolve?ref=vasilyu1983/ai-agents-public/foundations-queueing-theory GET https://markdownregistry.com/api/v1/blob/117c77ffad79c33eb4bbec5c806753e99e4fee350ad3c0ec7a4ddfb5fb3b6951
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.