Powerplant
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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.

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Works in

Claude

Codex

Cursor

A skill file, a terminal and team sessions feeding into a stacked Powerplant platform with the bolt on top, which sends a stack of shared fixes out to the team

Your team is working on a dozen things at once.

The goal

Ship good work, fast.

Each problem gets fixed on one laptop, if at all.

  1. AllenCopyClaude

    Tells Claude “shorter” again

    Onboarding copy still wordy

  2. JayceeCopyCodex

    Codex saves a memory

    Only on her laptop

  3. JennDesignCursor

    Agent hardcodes colours

    Fixes them by hand, again

  4. SimonCostClaude

    A test retries 41 times

    2.1M tokens gone

  5. StevePRsCodex

    Opens a PR without a demo

    Bounced, third time

  6. MaxMistakesCursor

    Agent edits the wrong file

    Reverts and redoes it

Powerplant gathers every session, synced and redacted.

A teammate’s agent turns them into one shared fix.

AGENTS.mdshared

  • Write short. Eight words a screen.
  • Use the design tokens, never hex.
  • Stop after 3 test retries.
  • Attach a demo video to UI PRs.

Jenn’s agent writes it from the team’s sessions.

Every agent on the team gets it.

Every agent on the team loads it

ClaudeCursorCodex

Fewer mistakes, lower costs, faster PRs.

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AI engineering experts, included in every plan.

I mean… we’re not literally in the plan.
But we work with your team to level up your workflows.

  • Human support, AI workflows

    We’ve seen the gains and pains on over 100 teams. Let us help level yours up.

  • Custom reports and skills

    Powerplant MCP is powerful. In-repo skills make it easy for your team to leverage.

  • Evals and analysis

    We can work with your team to help your agents run cheaper and better.

  • Repo readiness work

    Turn siloed skills and one-off memories into shared agent infra.

  • Hit goals, move faster

    We’re not happy until you’re shipping improvements to customers faster.

Your agents already keep logs.
Then throw them away.

Once Powerplant redacts and syncs, every agent on your team can leverage the power of more context.

  • AllenClaude Code Session logs
  • JennCursor Session logs
  • JayceeCodex Session logs

Powerplant

CLI RedactionAllowlisted repos only
AnalyzeSkills used, tokens wasted, etc

Every agent improves using shared MCP

Stop fixing the same agent problems twice.

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What we’ve learned so far

Notes from building with coding agents every day.

All posts
A Claude Code session asking why Claude users hit their limits but Codex users do not, with the agent offering to compare waste patterns.

Allen Pike · October 5, 2026

Coding Agent Cost Analysis: Tools and Approaches

Current approaches and tools for understanding and improving a team's coding agents' cost and workflows.

Read the story A Powerplant demo highlighting a “Screenshare not connected” notification in a product interface.

Allen Pike · July 14, 2026

Coding Agents Gotta Attach Demo Videos

The least a coding agent can do is show its work.

Read the story