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/retro-marimo-pair

Session retrospective for improving marimo-pair and marimo._code_mode. Use when the user wants to analyze friction from a pairing session, identify what went wrong, and brainstorm improvements to the skill docs or the underlying API. Trigger on: "retro", "what went wrong",

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marimo-pair
3852 skills
Install
$ npx -y skills add marimo-team/marimo-pair --skill retro-marimo-pair --agent claude-code

How it fires

How this skill gets triggered: by you, by Claude, or both.

  • Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
  • You can call itInvoke it directly when you want it.
  • Slash command/retro-marimo-pair

Context preview

The summary Claude sees to decide when to auto-load this skill.

Session retrospective for improving marimo-pair and marimo._code_mode. Use when the user wants to analyze friction from a pairing session, identify what went wrong, and brainstorm improvements to the skill docs or the underlying API. Trigger on: "retro", "what went wrong",

SKILL.md

retro-marimo-pair.SKILL.md
name: retro-marimo-pair
description: >-
  Session retrospective for improving marimo-pair and marimo._code_mode.
  Use when the user wants to analyze friction from a pairing session, identify
  what went wrong, and brainstorm improvements to the skill docs or the
  underlying API. Trigger on: "retro", "what went wrong", "improve the skill",
  "session review", "friction", or /retro-marimo-pair.

Session Retrospective

You are helping a **marimo team member** review a pairing session to find friction and turn it into improvements. The target is always one or both of:

1. **The marimo-pair skill** (`github://marimo-team/marimo-pair`) 2. **`marimo._code_mode`** — the underlying notebook metaprogramming API

This is a **conversation**, not an automated report. You surface findings, the user steers which ones matter, and together you decide what to do about them.

Guard Rails

  • **NEVER** edit files in `github://marimo-team/marimo-pair` without explicit

user approval.

  • **ALWAYS** start with session analysis (Step 1) — do not jump to solutions.
  • **Present friction points before root causes** — let the user choose which

ones to dig into.

  • If the user invoked with a specific complaint, focus your analysis there but

still scan for other friction in the background.

Step 1: Session Analysis

Review the current conversation and identify friction. Look for:

| Signal | What to look for | |--------|-----------------| | **User frustration** | Corrections ("no not that"), repeated attempts, backtracking, confusion, tone shifts | | **Inefficiency** | Multiple rounds for a one-step task, over-engineering, wrong API usage | | **Errors** | Compile-check failures, runtime errors, silent failures, wrong output | | **Workarounds** | User or Claude working around a limitation instead of doing it directly | | **Context loss** | Claude forgetting instructions from earlier, re-asking things the skill covers |

Present a numbered summary of friction points found. For each, note:

  • What happened (brief)
  • Where in the conversation it occurred (quote or paraphrase)
  • Initial category guess (skill structure / skill gap / API issue / etc.)

Then ask: **"Which of these should we dig into? Or is there something I missed?"**

Step 2: Root Cause Discussion

For each friction point the user selects, work through these lenses:

| Lens | Question | Example improvement | |------|----------|-------------------| | **Skill structure** | Was the right info in the skill but hard to find? Buried in reference/ when it should be in SKILL.md? | Promote to guard rail, restructure progressive disclosure | | **Skill gap** | Was information missing entirely from the skill? | Add new section, example, or anti-pattern | | **Misleading docs** | Did the skill say something that led Claude astray? | Correct the docs, add clarifying examples | | **API ergonomics** | Was `_code_mode` clunky or unintuitive for this task? | Propose API improvement (better defaults, clearer errors) | | **Missing API** | Is there something `_code_mode` simply can't do that it should? | Design a new API surface | | **API bug** | Did `_code_mode` behave incorrectly? | Characterize the bug, propose fix or workaround | | **Context window** | Did Claude forget instructions due to long context? | Shorter, more prominent guard rails |

Discuss each lens briefly, then converge on the most likely root cause with the user. It's okay to have multiple contributing causes.

Step 3: Diagnose & Capture

The goal of a retro is **diagnosis**, not a contribution. Based on the root cause, write up a clear diagnosis the team can act on — don't jump to proposing or authoring a fix.

For each friction point, produce:

  • **Diagnosis** — What went wrong and why it was frustrating, in plain terms
  • **Contributing factors** — Skill structure, gap, misleading docs, API

ergonomics, missing API, API bug, context window (from Step 2)

  • **Considerations** — Trade-offs, open questions, or things that would need to

be true for a fix to make sense. Note possible directions here, but frame them as considerations rather than committed solutions.

The default next step is to **capture the diagnosis as an issue or discussion** so the team can weigh it — not to immediately make a contribution. Concrete code changes (skill edits, API designs) come *after* an issue/discussion exists and the user explicitly chooses to go further.

Present the diagnosis and ask: **"Want me to draft this as an issue or discussion?"**

Step 4: File or Follow Up

Default: file an issue / discussion

Write it up clearly for the marimo team to triage:

  • **Problem:** What happened and why it's painful
  • **Current behavior:** What the skill or `_code_mode` does today
  • **Considerations:** Trade-offs and open questions (not a committed solution)
  • **Example:** A minimal snippet or quote from the session, if helpful

Leave the actual filing to the user — do not auto-file. This is the preferred outcome: surface friction for the team rather than ship a fix from the retro.

Only if the user explicitly wants to go further

A skill edit or API change should follow an issue/discussion, not replace it. If — and only if — the user explicitly asks to draft a change now:

1. Read the target file in `github://marimo-team/marimo-pair` 2. Show the proposed diff to the user 3. Only apply after explicit sign-off 4. After applying, verify SKILL.md stays under 500 lines (reference/ files have no limit)

Wrapping up

After completing the cycle for the selected friction points, ask if the user wants to revisit any remaining items from Step 1, or if the retro is done.

Key Files Reference

| File | Purpose | |------|---------| | `github://marimo-team/marimo-pair/SKILL.md` | Main skill instructions | | `github://marimo-team/marimo-pair/reference/execute-code.md` | Scratchpad & cell operation recipes | | `github://marimo-team/marimo-pair/reference/rich-representations.md` | Widget & display patter

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Ships withmarimo-pair

Drop agents inside running marimo notebook sessions

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Repo: marimo-team/marimo-pair