Debug and improve how your team’s agents behave.
Fix recurring agent mistakes. Reduce waste. Understand how your team is working, in real time.
Powerplant uses your team's prompts and sessions to level up the coding agent you already use.
Works in
Claude
Codex
Cursor
Everyone on your team fixes it differently.
With Powerplant, the team’s fixes become one that every agent uses.
The goal
Onboarding copy stays brief.
-
SamDoesn’t fix it
PR bounced, too wordy
-
AllenClaudeTypes “shorter” every time
Forgets once, wordy again
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JennCursorWrites a personal skill
Emails it to one teammate
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JayceeCodexCodex saves a memory
Only on her laptop
-
MaxTries a bigger model
Still wordy
Powerplant
Gathers what everyone tried
skills/brief-copy.mdshared
Jenn’s agent turns the team’s attempts into one skill.
Everyone’s agent loads it. Copy stays brief.
What mistakes do we keep correcting our agents on?
powerplant · finding repeated corrections…used Powerplant MCP · team sessions, past 7 days ›
Hardcoded colours came up in four sessions. Allen and Priya both had to ask their agents to use design tokens.
The repo instructions don’t say where those tokens live. Want me to add the file path and a concrete example?
Can you pick up the auth retry bug?
powerplant · checking work in flight…used Powerplant MCP · Jenn’s session, live ›
Jenn’s already on it. Her session is most of the way through fix/auth-retry, PR within the hour.
Wait for her, or take the next one?
What is the biggest recent contributor to coding token waste?
powerplant · analyzing a week of sessions…used Powerplant MCP · team sessions, past 7 days ›
The biggest problem in the last week: an agent retried the same flaky test 41 times on Tuesday without changing the code.
Set a retry limit and have it stop to diagnose the failure. Want me to add that to the repo instructions?
Is our impeccable skill actually useful?
powerplant · scanning the week…used Powerplant MCP · team sessions, past 7 days ›
It caught layout issues in three reviews, but two sessions skipped its design-token guidance and needed corrections later.
That rule is buried near the end. Want me to move it into the opening checklist?
Sam joined this week. Where could a little mentoring help?
powerplant · reading Sam’s work sessions…used Powerplant MCP · Sam’s sessions, this week ›
Sam has the webhook working, but spent two sessions finding our test helpers.
A walkthrough of the shared fixtures would help with the retry tests next. Want me to draft a pairing agenda using the examples Sam got stuck on?
Pick up Allen’s card-layout WIP. What’s done, and what’s next?
powerplant · reading Allen’s session…used Powerplant MCP · Allen’s session, Tuesday ›
The layout works; drag-and-drop is unfinished. Allen tried a custom handler, then decided to use the shared list component.
He was working locally on fixing the hardcoded colors to satisfy the new guidance on that, but hasn’t worked on it since Tuesday.
I can pick up there, replace the hardcoded colors, and finish the review.
Your team’s sessions, connected to your agent.
Using the logs your team’s agents already store, Powerplant helps you improve your team’s prompts, docs, PR throughput, coding costs, and ultimately velocity.
Your harness
Logs + redaction
Powerplant CLI
$ powerplant sync
Syncing sessions
Your team
Coordinate in real time, right in Claude Code or Codex.
Join the teams using Powerplant to move faster, and get more out of their coding agents.
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What we’re learning as we build and serve great product engineering teams.
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