ZeroShot

About ZeroShot

ZeroShot is session monitoring for the coding agents a team already runs, built on the observation that most agent waste is repeated: the same wrong assumption gets made in a dozen sessions because nothing captured the correction the first time. It watches sessions and PR reviews and distills them into reusable skills — the conventions, gotchas and house patterns that would otherwise live in one engineer's chat history — then makes those skills available to every future session and enforces their use at the pull request boundary, blocking PRs that skipped a skill that applied. The second half is handoff: because sessions are recorded and summarized, any teammate can pick up any session rather than restarting from a cold prompt. On top of that sits observability — an evidence trail of what each agent did, per-session token accounting, and a weekly team report posted to Slack with time saved, an efficiency score and a leaderboard. The skills format is open source and the desktop app can run fully locally without touching the vendor's infrastructure, which is the version most individuals will use. It works across every major coding agent rather than a single vendor's, and it explicitly does not resell tokens: paid plans are bring-your-own-key, on the argument that you should not pay twice for tokens you already buy. A CLI install is available alongside Mac and Windows builds.

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