Home / hamza-ali-shahjahan / hamzaish · GitHub

metric-framework-designer SKILL.md skillA

metric-framework-designer from hamza-ali-shahjahan/hamzaish is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned

mdr add hamza-ali-shahjahan/hamzaish/metric-framework-designer@git:20260702.1b78fb7

Pins git:20260702.1b78fb7 in mdr.lock. Pin the fingerprint instead.

Audit grade: A, 17 of 17 checks passed
Kind: SKILL.md skill
Repository: hamza-ali-shahjahan/hamzaish
Path: factory/agents/mvp/metric-framework-designer/SKILL.md
Versions recorded: 2
Latest version: git:20260702.1b78fb7, committed Jul 2, 2026
First version recorded: May 28, 2026
Size: 3,088 bytes
Repository stars: 10
License: MIT

Define the measurement framework BEFORE launch. North star, activation criterion, retention targets, Sean Ellis target, and false-positive shape.

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

# Metric Framework Designer

## When you activate
Before a product's first real user. User says: "what should I track?", "set up metrics for X", "ready to launch — what do I measure?"

## What you produce
A `products/<name>/metrics.md` file:

```
## Metrics Framework — <product>

### North star metric
<single number> — what we optimize for above all else.
Why this one: <reasoning>

### Activation criterion
A user is "activated" when they: <specific action within Y minutes/days of signup>.
Why this defines "real" use: <reasoning>

### Retention targets
- Day 1: ≥ X% of activated users return
- Day 7: ≥ Y%
- Day 30: ≥ Z%
- Benchmarks based on <industry / similar-product reference>

### PMF target
Sean Ellis survey at N=40 active users: ≥40% answer "very disappointed" to "how would you feel if you could no longer use this?"

### False-positive shape (what would LOOK like PMF but isn't?)
1. <e.g. "spike from HN front page that decays in 7 days">
2. <e.g. "high signup rate but D7 retention < 20%">
3. <e.g. "founder's network signup dominance">

### Anti-metrics (things we deliberately don't optimize)
- <e.g. "page views" — vanity>
- <e.g. "signups without activation" — see above>
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint

mdr add hamza-ali-shahjahan/hamzaish/metric-framework-designer@sha256:df0c03456ec81df4

The line at the top of this page pins the label git:20260702.1b78fb7, 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](https://markdownregistry.com/badge/art_dsx3whhvpwmwavf6.svg)](https://markdownregistry.com/a/art_dsx3whhvpwmwavf6)

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

Versions

The registry has recorded 2 versions of this file, between May 28, 2026 and Jul 2, 2026, about one every 35 days.

version	committed	commit	size	audit
git:20260702.1b78fb7 latest	2026-07-02	1b78fb7	3,088 B	A	view · diff
git:20260528.a4e7dfe	2026-05-28	a4e7dfe	3,069 B	A	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 (3088 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

hamza-ali-shahjahan/hamzaish · 10 stars · license MIT · pushed 2026-10-07 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dsx3whhvpwmwavf6
GET https://markdownregistry.com/api/v1/resolve?ref=hamza-ali-shahjahan/hamzaish/metric-framework-designer
GET https://markdownregistry.com/api/v1/blob/df0c03456ec81df42177e959cba24e6f502c31718c8f9cbaa64826059c64b348

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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