MCPInstall

retro-marimo-pair

Session retrospective for improving marimo-pair and marimo.codemode. 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.

Installs
4.6K
Last 24h
+44
Trending rank
#3639
Security
Pass

Install

Works with every agent the skills CLI supports.

npx skills add https://github.com/marimo-team/marimo-pair --skill retro-marimo-pair
  1. 01

    Install

    Run the command in your project. The CLI asks which agents to install for.

  2. 02

    Describe the task

    Ask your agent for something this skill covers. It loads retro-marimo-pair automatically when relevant.

  3. 03

    Review the result

    The agent follows the SKILL.md steps, scripts and references bundled with the skill.

Security audits

Independent scans of the skill's instructions and bundled files.

Gen Agent Trust Hub PassSAFE ·The skill is a diagnostic tool for analyzing developer experience with specific APIs and skills. It facilitates a structured retrospective process with built-in human-in-the-loop guardrails for any code modifications. No malicious behavior or security vulnerabilities were detected.
Socket PassNo alerts
Snyk PassLOW ·Risk: LOW · No issues

SKILL.md

The instructions your agent reads when the skill is triggered.

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:

SignalWhat to look for
User frustrationCorrections ("no not that"), repeated attempts, backtracking, confusion, tone shifts
InefficiencyMultiple rounds for a one-step task, over-engineering, wrong API usage
ErrorsCompile-check failures, runtime errors, silent failures, wrong output
WorkaroundsUser or Claude working around a limitation instead of doing it directly
Context lossClaude 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:

LensQuestionExample improvement
Skill structureWas 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 gapWas information missing entirely from the skill?Add new section, example, or anti-pattern
Misleading docsDid the skill say something that led Claude astray?Correct the docs, add clarifying examples
API ergonomicsWas _code_mode clunky or unintuitive for this task?Propose API improvement (better defaults, clearer errors)
Missing APIIs there something _code_mode simply can't do that it should?Design a new API surface
API bugDid _code_mode behave incorrectly?Characterize the bug, propose fix or workaround
Context windowDid 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

FilePurpose
github://marimo-team/marimo-pair/SKILL.mdMain skill instructions
github://marimo-team/marimo-pair/reference/execute-code.mdScratchpad & cell operation recipes
github://marimo-team/marimo-pair/reference/rich-representations.mdWidget & display patterns
github://marimo-team/marimo-pair/scripts/Bundled discovery & execution scripts

To inspect the live _code_mode API surface during a retro, the user can run in their notebook scratchpad:

import marimo._code_mode as cm

async with cm.get_context() as ctx:
    # List all public methods/attributes
    print([x for x in dir(ctx) if not x.startswith('_')])
    help(ctx)

FAQ

What does the retro-marimo-pair skill do?

Session retrospective for improving marimo-pair and marimo.codemode. 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.

How do I install retro-marimo-pair?

Run npx skills add https://github.com/marimo-team/marimo-pair --skill retro-marimo-pair in your project. The skills CLI detects the agents you use and copies the skill into the right folder. For Claude Code you can also place the skill folder at ~/.claude/skills/retro-marimo-pair/ (personal) or .claude/skills/retro-marimo-pair/ (project).

Which AI agents can use retro-marimo-pair?

Any agent that supports the open Agent Skills format (a folder with a SKILL.md file), including Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Windsurf, Cline, OpenCode and more.

Is retro-marimo-pair safe to install?

Security partners have reviewed it: Gen Agent Trust Hub passed; Socket passed; Snyk passed. As with any skill, read the SKILL.md and bundled scripts before installing.

Who maintains retro-marimo-pair?

It is published by marimo-team in marimo-team/marimo-pair. It has 4,611 recorded installs.

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