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Retro Marimo Pair

  • 1.5k installs
  • 383 repo stars
  • Updated July 29, 2026
  • marimo-team/marimo-pair

retro-marimo-pair is a marimo agent skill that runs a structured session retrospective after marimo-pair usage so developers and marimo maintainers can diagnose friction in skill docs or marimo._code_mode and file improv

About

retro-marimo-pair is a post-session retrospective skill in marimo-team/marimo-pair for reviewing friction after pairing with marimo reactive notebooks. The workflow scans the conversation for user corrections, repeated attempts, compile-check failures, API misuse, workarounds, and context loss, then presents numbered friction points before discussing root causes across skill structure, skill gaps, misleading docs, API ergonomics, missing APIs, API bugs, and context-window limits. retro-marimo-pair never edits github://marimo-team/marimo-pair files without explicit user approval and defaults to drafting GitHub issues or discussions rather than shipping fixes during the retro. Developers and marimo team members invoke it after /marimo-pair sessions when they want to improve the marimo-pair SKILL.md, reference docs, or marimo._code_mode based on real pairing pain. Trigger phrases include retro, session review, what went wrong, improve the skill, and /retro-marimo-pair.

  • Pair-programming flow for marimo notebooks
  • Preserves reactive cell execution model
  • Supports retro capture after pairing sessions
  • Bridges analysis, docs, and agent experiments

Retro Marimo Pair by the numbers

  • 1,518 all-time installs (skills.sh)
  • +196 installs in the week ending Aug 5, 2026 (Skillselion tracking)
  • Ranked #15 of 290 Python skills by installs in the Skillselion catalog
  • Data as of Aug 5, 2026 (Skillselion catalog sync)
npx skills add https://github.com/marimo-team/marimo-pair --skill retro-marimo-pair

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Listed on Skillselion
Installs1.5k
repo stars383
Last updatedJuly 29, 2026
Repositorymarimo-team/marimo-pair

How do you retrospective a marimo-pair agent session?

Pair with marimo reactive notebooks during build—draft analyses, refactor cells, and capture retro notes for data or agent workflows without breaking notebook reactivity.

Who is it for?

Developers and marimo contributors who finished a marimo-pair session and want structured feedback on skill docs or _code_mode friction.

Skip if: Teams seeking live notebook pairing or code execution should use marimo-pair instead of retro-marimo-pair.

When should I use this skill?

The user says retro, session review, what went wrong, improve the skill, friction, or runs /retro-marimo-pair after pairing.

What you get

Numbered friction summary, root-cause diagnoses, and draft GitHub issue or discussion text for marimo-pair improvements.

  • Friction point summary with conversation quotes
  • Root-cause diagnosis per selected issue
  • Draft GitHub issue or discussion text

By the numbers

  • Four-step retrospective workflow: analysis, root cause, diagnosis, file or follow up
  • Skill guard rail keeps marimo-pair SKILL.md under 500 lines when edits are approved

Files

SKILL.mdMarkdownGitHub ↗

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)

Related skills

How it compares

Use retro-marimo-pair after pairing to improve tooling; use marimo-pair itself for live notebook kernel execution and cell editing.

FAQ

Can retro-marimo-pair edit the marimo-pair repository automatically?

retro-marimo-pair never edits files in github://marimo-team/marimo-pair without explicit user approval. The default outcome is a diagnosis and draft GitHub issue or discussion; concrete SKILL.md diffs happen only when the user explicitly requests them after reviewing the proposed

What signals does retro-marimo-pair look for in a session?

retro-marimo-pair reviews the conversation for user frustration such as repeated corrections, inefficient multi-round tasks, compile-check or runtime errors, workarounds around _code_mode limits, and context loss where earlier skill instructions were forgotten. Each finding is ca

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