consistency-models SKILL.md skillA

consistency-models from robsonkades/agent-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add robsonkades/agent-skills/consistency-models@git:20261016.c769bd8

Pins git:20261016.c769bd8 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
robsonkades/agent-skills
Path
skills/consistency-models/SKILL.md
Versions recorded
5
Latest version
git:20261016.c769bd8, committed Oct 16, 2026
First version recorded
Sep 6, 2026
Size
10,606 bytes
Repository stars
3
License
Apache-2.0

Choosing distributed consistency guarantees as an engineering decision: linearizability, sequential/causal ordering, session guarantees (read-your-writes, monotonic reads), bounded staleness and eventual convergence, stated as observable contracts rather than a false total ladder; CAP stated correctly—the choice between C and A exists only while partitioned—and PACELC, replica paths and transaction isolation boundaries. Use when a user cannot see their own write, when a read after a write…

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

# Consistency Models

## Purpose

Specify the weakest set of guarantees that satisfies observable requirements and price it. The
models are not one total ladder: recency, ordering, session, convergence and multi-object atomicity
are different dimensions. Stronger coordination often costs latency or partition availability,
but the cost depends on topology, implementation and workload.

The failure this prevents is the requirement expressed as a model name. "We need strong
consistency" cannot be verified, priced, or tested. "A user must never see their own
comment disappear after posting it because a replica has not applied the write" names an
observation. Eventual convergence alone is insufficient; it can coexist with read-your-writes
for that session. No global linearizability requirement follows from this observation alone.

## Workflow

1. **State the requirement as something a client observes.** "Two users must never both be
   assigned seat 14C." "A user must never see their own write disappear." "A balance may lag
   by up to five seconds but reads must not regress to an older committed revision." A legitimate
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add robsonkades/agent-skills/consistency-models@sha256:e932e26e7f4b8e0a

The line at the top of this page pins the label git:20261016.c769bd8, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_6cq46ravjzebe6h4.svg)](https://markdownregistry.com/a/art_6cq46ravjzebe6h4)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Sep 6, 2026 and Oct 16, 2026, about one every 10 days.

versioncommittedcommitsizeaudit
git:20261016.c769bd8 latest2026-10-16 c769bd8 10,606 BA view · diff
git:20260927.9ecadfd2026-09-27 9ecadfd 10,401 BA view · diff
git:20260923.832673e2026-09-23 832673e 9,834 BA view · diff
git:20260911.37b054b2026-09-11 37b054b 9,750 BA view · diff
git:20260906.e6ad4bd2026-09-06 e6ad4bd 8,628 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (10606 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

robsonkades/agent-skills · 3 stars · license Apache-2.0 · pushed 2026-10-28 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_6cq46ravjzebe6h4
GET https://markdownregistry.com/api/v1/resolve?ref=robsonkades/agent-skills/consistency-models
GET https://markdownregistry.com/api/v1/blob/e932e26e7f4b8e0a6e657c0e61369c11d2f034c0561d9155d9010ac4bab70071

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.

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