ZeroShot — Agent session monitoring. Stop raw-dogging agents.
agent session monitoring · for every coding agent your team runs<br>Stop raw-dogging agents.███████╗████████╗ ██████╗ ██████╗<br>██╔════╝╚══██╔══╝██╔═══██╗██╔══██╗<br>███████╗ ██║ ██║ ██║██████╔╝<br>╚════██║ ██║ ██║ ██║██╔═══╝<br>███████║ ██║ ╚██████╔╝██║<br>╚══════╝ ╚═╝ ╚═════╝ ╚═╝
██████╗ █████╗ ██╗ ██╗ ██████╗ ██████╗ ██████╗ ██████╗ ██╗███╗ ██╗ ██████╗<br>██╔══██╗██╔══██╗██║ ██║ ██╔══██╗██╔═══██╗██╔════╝ ██╔════╝ ██║████╗ ██║██╔════╝<br>██████╔╝███████║██║ █╗ ██║█████╗ ██║ ██║██║ ██║██║ ███╗██║ ███╗██║██╔██╗ ██║██║ ███╗<br>██╔══██╗██╔══██║██║███╗██║╚════╝ ██║ ██║██║ ██║██║ ██║██║ ██║██║██║╚██╗██║██║ ██║<br>██║ ██║██║ ██║╚███╔███╔╝ ██████╔╝╚██████╔╝╚██████╔╝╚██████╔╝██║██║ ╚████║╚██████╔╝<br>╚═╝ ╚═╝╚═╝ ╚═╝ ╚══╝╚══╝ ╚═════╝ ╚═════╝ ╚═════╝ ╚═════╝ ╚═╝╚═╝ ╚═══╝ ╚═════╝
█████╗ ██████╗ ███████╗███╗ ██╗████████╗███████╗<br>██╔══██╗██╔════╝ ██╔════╝████╗ ██║╚══██╔══╝██╔════╝<br>███████║██║ ███╗█████╗ ██╔██╗ ██║ ██║ ███████╗<br>██╔══██║██║ ██║██╔══╝ ██║╚██╗██║ ██║ ╚════██║<br>██║ ██║╚██████╔╝███████╗██║ ╚████║ ██║ ███████║██╗<br>╚═╝ ╚═╝ ╚═════╝ ╚══════╝╚═╝ ╚═══╝ ╚═╝ ╚══════╝╚═╝Stop raw-dogging agents.<br>ZeroShot is agent session monitoring for your team's coding agents. It turns your team's sessions and PR reviews into reusable skills — so agents get it right the first time, any session hands off to any teammate, and skill usage is enforced on every PR .Session monitoring makes teams ship 3.7× faster — on 90% less wasted token spend.<br>Download for Macv0.10.0 · 13.4 MB · free, no account · also available for Intel Mac<br>Book a demo →for teams
CLI❯ curl -fsSL https://tryzeroshot.com/install.sh | sh[ copy ]
Works with every coding agent · open-source skills · can run fully locally<br>❯ zeroshot --help<br>[1]skills that write themselves↓ jump[2]hand off any session↓ jump[3]see every session · block PRs that skip skills↓ jump[4]PR reviews that cite your conventions↓ jump
zeroshot · daily report<br>mon 09:00 · posted to #eng<br>time saved this week9.2 hrs<br>team efficiency76 / 100 ▲<br>your rank#2 of 5<br>vs all teamstop 4%<br>active sessions<br>●oauth-rewriteworking<br>●stripe-webhookneeds approval<br>●sidebar-redesignwaiting<br>skills · new / updated3 / 17<br>repeat work skipped$2,140<br>money saved this week$9,480<br>The morning report your team wakes up to — what shipped overnight, what it saved, and which skills to sharpen next.
from the team behind buildbetter — trusted by teams at
SOC 2 Type II · GDPR · HIPAA — with the option to run fully locally, so your code never leaves your machine.
the receipts · why this exists<br>"I'm blocked from using agent tools the second I hit my budget. ZeroShot unblocks me — same cap, twice the output. That's the whole pitch."<br>— Nikhil Shinday , CTO<br>"One of my engineers spent $40,000 on tokens last month, and I genuinely don't know whether I should stop him."<br>— Vitaly Gordon , CEO, Faros AI · via TechCrunch
Agents now write a tenth of the world's code, and the spend is getting impossible to justify. The teams that win are the ones getting twice as far on the same budget.
−90%<br>wasted token spend per task, once your skills kick in
3.7×<br>faster delivery — agent session monitoring finds what's slowing your team down
2×<br>output per plan — the same subscription ships twice the work
−67%<br>PR review time — reviews cite your conventions instead of re-litigating them
└ pilot teams · 90-day window · methodology on request
the racket<br>Every prompt you type is a first draft.<br>Every session starts from zero. Same discoveries. Same dead ends. Same tokens.<br>Your coding agents are ripping you off.<br>Model providers are not in the business of making your tokens go further. The models get smarter and more expensive every quarter — and your system stays exactly as dumb as the day you installed the CLI. The fix isn't a bigger model. It's a system that learns: your sessions become skills, your skills compound, and the same problem never costs you twice.<br>It's like the crack-cocaine epidemic — you're kind of beholden to it.<br>— Chris Reed , Sr. Director of IT Finance, Priceline · via TechCrunch
without0tokens
VSwith zeroshot0tokens
no zeroshot · ~/api · tue 9:02am<br>❯add rate limiting to the /export endpoint<br>✻I don't see any rate-limiting conventions in this repo. I'll improvise.<br>⏺Read(src/middleware/…) 14 files<br>⏺WebSearch("express rate limit best practices")<br>⏺Write(src/middleware/rateLimit.ts)<br>✗tests failed · retry 1<br>✗tests failed · retry 2<br>⏺Write(src/middleware/rateLimit.ts) "done, I think."
SESSION RECEIPT<br>tokens74,312<br>wall clock41 min<br>retries3<br>VERDICTRAW-DOGGED<br>note ─ Sarah shipped the same middleware in March. The agent didn't know. Neither did you.
zeroshot · ~/api · tue 9:02am<br>❯add rate limiting to the /export endpoint<br>⏺zeroshot · skill matched: rate-limiting.md<br>└extracted from Sarah's session · Mar 3 · used 41× since · avg −9.2k tokens<br>⏺Edit(src/middleware/rateLimit.ts) passes first try<br>#meanwhile: the other terminal is on retry 2.
SESSION RECEIPT<br>tokens7,431<br>wall clock6 min<br>retries0<br>VERDICT90% CHEAPER<br>note ─ Nobody had a...