iterate-post-launch SKILL.md skillA
iterate-post-launch from kensaurus/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add kensaurus/skills/iterate-post-launch@git:20260923.938ff43Pins git:20260923.938ff43 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- kensaurus/skills
- Path
skills/iterate-post-launch/SKILL.md- Versions recorded
- 5
- Latest version
- git:20260923.938ff43, committed Sep 23, 2026
- First version recorded
- Aug 20, 2026
- Size
- 9,682 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`.** ## How to reason 1. **Observe** — Sentry, Supabase logs/advisors, and a headed walkthrough in parallel 2. **Interpret** — impact × effort from those signals, not a guessed redesign 3. **Classify** — Critical / High / Medium / Low; present the sprint before editing 4. **Verify** — live Playwright (or the failing query) before resolving the Sentry issue ## Worked example …
Read the whole file at its exact version.
How to install
mdr add kensaurus/skills/iterate-post-launch@sha256:5279acf06a050750The line at the top of this page pins the label git:20260923.938ff43, 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.
[](https://markdownregistry.com/a/art_lvft7sbcobskev2a)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Aug 20, 2026 and Sep 23, 2026, about one every 8 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260923.938ff43 latest | 2026-09-23 | 938ff43 | 9,682 B | A | view · diff |
| git:20260923.68c095e | 2026-09-23 | 68c095e | 8,952 B | A | view · diff |
| git:20260923.cf348bd | 2026-09-23 | cf348bd | 9,010 B | A | view · diff |
| git:20260821.2a41031 | 2026-08-21 | 2a41031 | 8,967 B | A | view · diff |
| git:20260820.950107c | 2026-08-20 | 950107c | 7,411 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (9682 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
kensaurus/skills · 9 stars · license MIT · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_lvft7sbcobskev2a GET https://markdownregistry.com/api/v1/resolve?ref=kensaurus/skills/iterate-post-launch GET https://markdownregistry.com/api/v1/blob/5279acf06a0507509779a51fd3f20c619ef67190e56f85f91c2163af6d24f372
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.
More from kensaurus/skills
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