context-compare SKILL.md skillA

context-compare from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ai-analyst-lab/ai-analyst/context-compare@git:20260902.b370de6

Pins git:20260902.b370de6 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ai-analyst-lab/ai-analyst
Path
.claude/skills/context-compare/SKILL.md
Versions recorded
2
Latest version
git:20260902.b370de6, committed Sep 2, 2026
First version recorded
Aug 27, 2026
Size
7,254 bytes
Repository stars
322
License
MIT

Advanced: runs the same question under two configurations and diffs the results. Ask one analytics question with a piece of context and without it, and measure what changed. Trigger on "/context-compare", "run it with and without <the definition/context>", "does adding <X> change the answer", "is this context worth it".

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

# Skill: Context compare (with and without)

## Purpose
Measure what a piece of context is doing, instead of asserting it. Run the same question two ways,
once without the context (for example, no metric definition) and once with it, and report the delta:
did the spread collapse, did the runs start citing the definition, did the verdict go from drifts to
stable. The setup whose presence collapses the drift is the context that moves the answer. Convergence
is stability, not correctness.

## Invocation
`/context-compare "<the question>" --with <the definition> [N]`
Default N = 5. The context under test is a meaning-only definition, usually a metric definition: the
user states it in conversation, points at a definition YAML file, or names an entry already in the
metric dictionary. The baseline is the analyst with that definition absent from the dictionary.

Example: `/context-compare "What's our retention rate?" --with "Retention Rate (30d): share of accounts at least 30 days old that were active in the trailing 30 days"`

## How to run it

This skill is glue plus bookkeeping, and the whole procedure is manual: you stage the definition
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ai-analyst-lab/ai-analyst/context-compare@sha256:29e0009d58fc4b56

The line at the top of this page pins the label git:20260902.b370de6, 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_fcvpk6fy34llvid5.svg)](https://markdownregistry.com/a/art_fcvpk6fy34llvid5)

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

Versions

The registry has recorded 2 versions of this file, between Aug 27, 2026 and Sep 2, 2026, about one every 6 days.

versioncommittedcommitsizeaudit
git:20260902.b370de6 latest2026-09-02 b370de6 7,254 BA view · diff
git:20260827.7ff2e252026-08-27 7ff2e25 7,272 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 (7254 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

ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fcvpk6fy34llvid5
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/context-compare
GET https://markdownregistry.com/api/v1/blob/29e0009d58fc4b56114325d9fc957fe5700afb3002092dc0408bb83039d4431b

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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