user-insights SKILL.md skillA

user-insights from tushaarmehtaa/tushar-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add tushaarmehtaa/tushar-skills/user-insights@git:20261009.7229cd0

Pins git:20261009.7229cd0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
tushaarmehtaa/tushar-skills
Path
user-insights/SKILL.md
Versions recorded
3
Latest version
git:20261009.7229cd0, committed Oct 9, 2026
First version recorded
Aug 7, 2026
Size
4,356 bytes
Repository stars
12
License
MIT

Analyze behavioral segments, retention, activation, funnels, adoption, churn, and monetization. Use when product, event, billing, or qualitative data must inform a product decision.

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

# User insights

Start from a product decision and metric definition. Do not turn convenient columns or arbitrary time thresholds into personas.

## Choose a mode

- **Question framing:** turn a product concern into measurable questions.
- **Segmentation:** identify behaviorally meaningful groups from distributions or justified business rules.
- **Retention/cohort:** measure return behavior from event history.
- **Activation/funnel:** locate progression and drop-off.
- **Feature adoption/pathing:** understand use sequences and value realization.
- **Churn/monetization:** analyze decline, cancellation, expansion, and revenue behavior.
- **Qualitative synthesis:** connect interviews, support, or survey evidence to behavioral patterns.
- **Audit:** validate an existing query, dashboard, segment, or conclusion.

## Workflow

1. State the product decision, population, behavior, time window, and action the analysis may trigger.
2. Inspect schemas, event taxonomy, identity model, account/user relationships, plan history, billing/refunds, timezone, retention policy, and available qualitative evidence. Match the query language to the actual system.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add tushaarmehtaa/tushar-skills/user-insights@sha256:6db2a54f8a758067

The line at the top of this page pins the label git:20261009.7229cd0, 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_oltlpudlro5pzirj.svg)](https://markdownregistry.com/a/art_oltlpudlro5pzirj)

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

Versions

The registry has recorded 3 versions of this file, between Aug 7, 2026 and Oct 9, 2026, about one every 32 days.

versioncommittedcommitsizeaudit
git:20261009.7229cd0 latest2026-10-09 7229cd0 4,356 BA view · diff
git:20260807.fac9f852026-08-07 fac9f85 4,352 BA view · diff
git:20260807.975fe852026-08-07 975fe85 6,043 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 (4356 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

tushaarmehtaa/tushar-skills · 12 stars · license MIT · pushed 2026-10-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_oltlpudlro5pzirj
GET https://markdownregistry.com/api/v1/resolve?ref=tushaarmehtaa/tushar-skills/user-insights
GET https://markdownregistry.com/api/v1/blob/6db2a54f8a7580672ab6adad10771ca455a3c0c1abd1437003d6913887284d5a

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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Every file in tushaarmehtaa/tushar-skills

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