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ZeroShot

Session monitoring that turns your team's agent runs into enforced, reusable skills

freemiumDR 1Free forever local (Mac, Windows and CLI, never touches vendor infra), or a free hosted tier for up to 3 team members and 200 sessions/month. Pro $100/user/month, bring your own keys. Enterprise custom, with SSO/SAML, audit logs and private VPC or on-prem.View full pricing →

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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Key Features

✓Auto-generated skills from real sessions and PR reviews
✓Skill usage enforced on every pull request
✓Session handoff between teammates
✓Per-session observability and evidence trail
✓Weekly team efficiency report
✓Runs fully local, or hosted

ZeroShot Pros & Cons

✅ Pros

  • +Bring-your-own-keys, so no token markup on top of your existing plan
  • +A genuinely free local mode, not a crippled trial
  • +Agent-agnostic rather than tied to one vendor's CLI

⚠️ Cons

  • −$100/user/month is steep for a small team
  • −Leaderboards and efficiency scores will not suit every culture
  • −Value depends on a team already running agents at volume

Who Is ZeroShot Best For?

👤Engineering teams standardising how their agents work
👤Leads who need evidence of what agents actually did
👤Anyone repeatedly re-explaining the same conventions to an agent

Tags

agentsobservabilityskillscode-reviewteamscli
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