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AI tool

Flatbread

Flatbread turns an AI agent session into a shareable link that shows every step, what broke, what fixed it, and the diff. It is for developers who want to review, share, or continue agent runs without exposing secrets.

About Flatbread

Flatbread converts a coding agent's session into a single shareable link that captures the full run - what was asked, every step, what broke, what fixed it, and the diff. Redaction runs locally on your machine before anything uploads, and another agent can pull the link to continue where the previous session ended. It's a tool built for teams that want to move past sharing screenshots of an agent's last message.

Review

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1 / 8

Flatbread addresses a specific friction point in AI-assisted development: the gap between what an agent actually did and what gets communicated to teammates. Instead of a screenshot that shows only the final output, Flatbread packages the entire session history, including failed attempts and the eventual fix. The handoff mechanism lets a second agent read a brief summarizing the blocker and what was already checked, then continue the work in its own repository.

Key Features

  • Full-run sharing - A single link contains the prompt, each step, failures, the fix, and the diff. The run page opens locally for review before you choose Private, Unlisted, or Public visibility.
  • Local redaction - Secrets, keys, and tokens are stripped on your machine prior to upload. The maker has indicated that redaction currently targets keys and tokens; handling of names and email addresses from sources like CRM records is still under discussion.
  • Agent handoff with brief and diff - When another agent pulls the link, it receives a brief (what blocked the run, what was checked, what fixed it) followed by changed files and their diffs, capped at roughly 80 lines. For larger changes, the brief notes how many lines were omitted and points to the full diff on the run page.
  • Multi-agent format support - Claude Code has been tested on real sessions. Seven other agents are supported by reading their documented session formats, with the maker committing to fix breakage if reported.
  • Single-line setup - Installation and configuration use one command pasted to the agent, fetching instructions from the Flatbread site.

Pricing and Value

Flatbread is listed as free at launch. The reference content does not define long-term pricing, tiers, or whether a paid model will be introduced. As of this review, all described functionality is available without charge.

Pros

  • Preserves failed attempts alongside the final fix, giving reviewers context that a screenshot omits.
  • Redaction happens locally, so secrets never leave your machine in readable form.
  • Handoff briefs prevent a second agent from retrying the same dead ends.
  • Setup is a single paste command, which reduces onboarding friction for teams.
  • Supports multiple coding agents beyond the primary tested one.

Cons

  • Redaction of personally identifiable information like names and email addresses is not yet confirmed as fully implemented.
  • Agent handoff sends only changed files and diffs, not a full file snapshot - useful for context, but insufficient if the receiving agent needs complete repository state.
  • The tool is not well suited for solo developers who don't share agent runs with teammates or hand off work between agents.

Flatbread fits teams that regularly pass coding tasks between agents and want a record of what was attempted, not just what succeeded. It's most useful when failures carry as much diagnostic weight as the final diff. For individuals working alone or teams that don't hand off agent sessions, the sharing and continuation features may not add much to their workflow.