iterate-post-launch SKILL.md skillA

iterate-post-launch from kensaurus/cursor-kenji is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kensaurus/cursor-kenji/iterate-post-launch@git:20261019.95c89e5

Pins git:20261019.95c89e5 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
kensaurus/cursor-kenji
Path
skills/iterate-post-launch/SKILL.md
Versions recorded
6
Latest version
git:20261019.95c89e5, committed Oct 19, 2026
First version recorded
Aug 20, 2026
Size
10,002 bytes
Repository stars
9
License
MIT

Close the feedback loop on a live app: read production signals, rank the top issues, fix, verify live, repeat. Use when "post-launch polish", "fix the top production issues", "iterate on feedback", or "what should I fix next after launch?".

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

# iterate-post-launch — Production Signal → Prioritised Fix Loop

**Degree of freedom: MIXED.** Triage and sprint plan `[HIGH freedom]`;
signal pulls, confirmation-before-edit, and live verify
`[LOW freedom — run exactly]`.

**You shipped. That is the beginning, not the end.** Real users hit real paths
you did not test. Sentry, Supabase logs, and the live UI tell you exactly what
to fix next — if you know how to read them. This skill turns those signals into
a ranked, actionable improvement plan and then implements it.

> **Plan → Signal → Triage → Fix → Verify.** Do not guess what to improve.
> Let production data point to the highest-impact work first.

**Before ANY browser action, read `protocol-browser-anti-stall`.**

## This skill vs neighbors

| Skill | Owns |
|---|---|
| **iterate-post-launch** (this) | Production signals ranked, fixed, and verified live in a loop |
| `iterate-gtm-weekly` | Weekly growth review: funnel, drop-off, one experiment, one post |
| `workflow-launch-ready` | Launch-preparation sweep before going live |

## How to reason

1. **Observe** — Sentry, Supabase logs/advisors, and a headed walkthrough in parallel
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kensaurus/cursor-kenji/iterate-post-launch@sha256:912373c794e26ffb

The line at the top of this page pins the label git:20261019.95c89e5, 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_ofihk7e24ku72w3a.svg)](https://markdownregistry.com/a/art_ofihk7e24ku72w3a)

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

Versions

The registry has recorded 6 versions of this file, between Aug 20, 2026 and Oct 19, 2026, about one every 12 days.

versioncommittedcommitsizeaudit
git:20261019.95c89e5 latest2026-10-19 95c89e5 10,002 BA view · diff
git:20260923.938ff432026-09-23 938ff43 9,682 BA view · diff
git:20260923.68c095e2026-09-23 68c095e 8,952 BA view · diff
git:20260923.cf348bd2026-09-23 cf348bd 9,010 BA view · diff
git:20260821.2a410312026-08-21 2a41031 8,967 BA view · diff
git:20260820.950107c2026-08-20 950107c 7,411 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 (10002 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

kensaurus/cursor-kenji · 9 stars · license MIT · pushed 2026-10-19 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ofihk7e24ku72w3a
GET https://markdownregistry.com/api/v1/resolve?ref=kensaurus/cursor-kenji/iterate-post-launch
GET https://markdownregistry.com/api/v1/blob/912373c794e26ffb80bcb4eb68e8e77388fc01a643337234825b02519bffa382

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 kensaurus/cursor-kenji

Other files named iterate-post-launch

iterate-post-launch SKILL.md skill
kensaurus/skills · skills/iterate-post-launch/SKILL.md · Close the feedback loop on a live app: read production signals, rank the top issues, fix, verify live, repeat. Use when…
git:20260923.938ff43 · audit A · 9 stars

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