Agent loop catalog
Reusable loops with kickoff prompts, guardrails, and flow diagrams. Copy into Cursor, Claude Code, or Codex — no hook files required.
119 loops
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Ship PR Until Green
Implement on a branch, run tests, push, open a PR, wait for CI, and loop until checks pass and the PR is ready to merge.
CI Failure Watcher
Poll CI on an interval, investigate failures when checks go red, and push fixes until green.
PR Self-Review
Review your own diff like a senior reviewer, fix issues, and repeat for three passes before opening the PR.
Test Until Green
Run your test suite, fix the smallest root cause on failure, and repeat until every test passes.
Babysit PR
Keep a PR merge-ready by triaging review comments, fixing CI, and updating the description until reviewers approve.
Lint Until Clean
Run the linter, fix violations in small batches, and repeat until the repo is clean.
Launch Apple Search Ads
Describe your app in chat. Trooper drafts country-by-country Apple Search Ads campaigns with localized keywords — paused until you approve.
Launch Meta Ads
Scout top-performing Facebook and Instagram ads in your category, auto-design banners, get approval, and launch paused campaigns.
Meta Ads A/B Test
Track Facebook and Instagram performance, pause losers, spin new banners, and keep A/B testing until the launch hits target CPA.
Self Managing Website
Trooper watches your site and competitors — rankings, traffic, content gaps, conversion drops — then writes content, fixes what's broken, runs experiments, and surfaces clear next steps.
Self Managing Help Docs
Trooper watches your help center against what you shipped — stale articles, support repeats, broken guides — then rewrites content, updates screenshots, and surfaces coverage gaps.
Staging Smoke Until Green
Deploy to staging, run browser smoke tests on critical paths, fix failures, and repeat until every path is green.
E2E Until Green
Run Playwright or Cypress end-to-end tests with annotated failure screenshots, fix root causes, and loop until the suite is green.
Screenshot Regression Loop
Capture UI screenshots, diff against baselines, fix visual drift, and repeat until pixel diffs are within tolerance.
Flaky Test Hunter
Run the test suite N times on an interval, capture intermittent failures, isolate flakes, and open a fix PR.
Dependency Drift Watch
Weekly interval loop that flags outdated dependencies, tests version bumps in isolation, and opens grouped upgrade PRs.
Landing Page Iteration
Screenshot the live site, annotate weak sections, redesign in code, commit, preview, and iterate until conversion-ready.
Figma-to-Code Loop
Implement a Figma design in code, screenshot the result, diff against the design spec, and iterate until they match.
App Store Screenshot Pack
Capture key app states in the browser or simulator, compose marketing frames, and export all required App Store and Play Store sizes.
Morning Operator Brief
Daily interval loop that reads your calendar, open tickets, and inbox priorities, then delivers a concise operator brief with ranked actions.
Inbox Triage with Approval
On an interval, classify incoming mail, draft safe replies for routine threads, and escalate anything that needs a human decision.
Customer Onboarding Watch
Interval loop that watches new signups, runs the onboarding checklist against each account, and nudges or escalates stuck users.
Competitor Change Watch
Daily interval loop that monitors competitor sites, pricing pages, and changelogs, then delivers a sourced brief on what changed.
Review Mining Loop
Weekly interval loop that pulls G2 and App Store reviews, clusters themes, and surfaces product and positioning insights.
Signup Flow Until Smooth
Walk register-through-onboard in the browser, annotate friction points, fix UX blockers, and repeat until the flow is smooth.
Checkout Until Green
Test every payment path in the browser — card, wallet, trial, upgrade — fix blockers, and loop until checkout is green end-to-end.
Docs Until Accurate
Run the live app, compare docs against actual behavior, fix drift, and repeat until documentation matches reality.
Blog Until Published
Outline, draft, optimize for SEO, deploy to staging, verify live, and loop until the post is published and indexed.
Changelog Until Shipped
Parse recent PRs and commits, write a user-facing changelog entry, publish it, and verify it appears on the public changelog page.
Dependency CVE Loop
Daily interval loop that audits dependency advisories, patches vulnerable packages, runs tests, and opens a security PR.
Secret Scan Until Clean
Scan the repo for leaked secrets, rotate exposed credentials, verify clean scan, and loop until no leaks remain.
Reconciliation on Autopilot
Inspired by End Close — continuous transaction reconciliation for high-volume payments. Deterministic matching rules handle the bulk volume, AI investigates exceptions with full context, and ops triages an inbox until close is audit-ready.
Portal to Production API
Inspired by Zatanna — turn any login-gated portal into a fast, stable API for agents. Record the real network flow once, reconstruct auth and sequencing without UI bots, ship one endpoint, and loop until production-ready.
Care Ops on Autopilot
Inspired by MochaCare — 24/7 care-agency operations. Fill canceled shifts with matched caregivers, run hiring pipelines, chase missing clock-ins and session notes, and surface growth insights while humans handle emergencies.
Quote & Order on Autopilot
Inspired by Mercura — stop losing deals to manual quote and order handling. AI ingests customer requests from any channel, parses complex specs and tenders, matches spec-compliant catalog SKUs (prioritizing margin), generates professional quote drafts, and exports to CRM/ERP with a full audit trail.
Client Docs to Forms
Inspired by Pollen — client documents in, completed forms out. AI ingests uploads from portal, email, or file drops, extracts fields with confidence scores, merges into one reviewed master record, routes judgment calls for human sign-off, and fills firm-specific output forms with a full audit trail.
Customer Activity on Autopilot
Inspired by Fixture — aggregate every customer interaction into a structured activity graph. Emails, meetings, notes, calls, and webhooks from team and agents feed one stream. Extract the right next actions, queue tracked tasks for reps and MCP clients, execute from anywhere, and keep CRM, email, and calendar in sync so nothing falls through the cracks.
Production Security on Autopilot
Inspired by Tolmo — a fleet of specialized security agents across your entire stack. Pentesting, internal discovery, and remediation grounded in a live production knowledge graph. Agents run on every PR, deployment, and alert, catch threats in seconds, and verify fixes before closing.
Compliance Until Audit-Ready
Inspired by Vanta — automate SOC 2, ISO 27001, and HIPAA readiness. Connect integrations to collect control evidence, run continuous automated tests, draft policies and security questionnaires, monitor vendor risk, and loop until your audit folder is complete.
Rote Ops on Autopilot
Inspired by Rote — AI-native insurance department for auto body shops. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Contract Review Until Redlines Resolved
Inspired by General Legal — send contracts for flat-fee review, AI handles extraction and first-pass redlines, elite lawyer finishes the final 20% with human sign-off on every deliverable.
Global AI on Autopilot
Inspired by Moritz — Global AI-native law firm handling legal work with same-day turnaround. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Turning everyday words and actions on Autopilot
Inspired by Luel — Turning everyday words and actions into usable training data.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Hub Ops on Autopilot
Inspired by Hub — Real-world training data for frontier AI labs and robotics.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Sazabi Ops on Autopilot
Inspired by Sazabi — The AI-native observability platform for fast-moving engineering teams. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Video Production for Professionals on Autopilot
Inspired by Martini — AI Video Production for Professionals. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI operator for medlegal cases on Autopilot
Inspired by Wayco — AI operator for medlegal cases. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Unifold Ops on Autopilot
Inspired by Unifold — Multi-chain deposit and payment infrastructure. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Ritivel Ops on Autopilot
Inspired by Ritivel — AI-native platform for Life-Sciences Documentation . Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Agents for the supply on Autopilot
Inspired by Pollinate — AI Agents for the supply chain.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Inbox Triage Until SLA Green
Inspired by Supafax — connect inbox and calendar, auto-label threads, draft replies in your voice, and schedule meetings until response SLAs stay green.
Agentic Mortgage Origination on Autopilot
Inspired by Copperlane — Agentic Mortgage Origination. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The first AI QA engineer on Autopilot
Inspired by Canary — The first AI QA engineer that understands your code. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Work Messaging & Collaboration on Autopilot
Inspired by Sila — AI Work Messaging & Collaboration Platform. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Payments Infrastructure for Voice Agents on Autopilot
Inspired by Maven — Payments Infrastructure for Voice Agents. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The monitoring layer your AI on Autopilot
Inspired by Moda — The monitoring layer your AI agents need.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Frontier AI Defenses for Social on Autopilot
Inspired by BeeSafe AI — Frontier AI Defenses for Social Engineering Attacks. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Agents for Government Affairs on Autopilot
Inspired by Fed10 — AI Agents for Government Affairs. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Corelayer Ops on Autopilot
Inspired by Corelayer — AI on-call engineer for data-heavy, regulated industries. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Balance Ops on Autopilot
Inspired by Balance — Full-Stack AI Accounting. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The Interface Design Canvas for on Autopilot
Inspired by Glue — The Interface Design Canvas for AI agents. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Bespoke AI For Financial Firms on Autopilot
Inspired by o11 — Bespoke AI For Financial Firms. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Prompt once, automate forever on Autopilot
Inspired by Bubble Lab — Prompt once, automate forever.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI operating system for mega on Autopilot
Inspired by Constellation Space — AI operating system for mega-scale satellite networks. . Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
See and control all AI on Autopilot
Inspired by Oximy — See and control all AI activity across your enterprise. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Realtime AI for Sales Calls on Autopilot
Inspired by Caretta — Realtime AI for Sales Calls. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Marketing suite for the agentic on Autopilot
Inspired by Sitefire — Marketing suite for the agentic web. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI agents that grow revenue on Autopilot
Inspired by Robby — AI agents that grow revenue for home services businesses. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Emdash Ops on Autopilot
Inspired by Emdash — Open-source Agentic Development Environment. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Reframe Ops on Autopilot
Inspired by Reframe — AI-native, hardware procurement marketplace. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Your software should build itself on Autopilot
Inspired by Approxima — Your software should build itself.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The AIOps Agent for ML on Autopilot
Inspired by Chamber — The AIOps Agent for ML Teams. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI front & back office on Autopilot
Inspired by Patientdesk.ai — AI front & back office agent for dental practices . Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Agentic Offensive Security at Scale on Autopilot
Inspired by Hex Security — Agentic Offensive Security at Scale. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Vercel for background agents on Autopilot
Inspired by Terminal Use — Vercel for background agents. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI operating system for commercial on Autopilot
Inspired by Proximitty — AI operating system for commercial loans. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI agents that automate B2B on Autopilot
Inspired by Unisson — AI agents that automate B2B software implementation. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI SRE agent that triages, on Autopilot
Inspired by IncidentFox — AI SRE agent that triages, coordinates, and fixes production incidents. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Agentic Payments for APIs on Autopilot
Inspired by Orthogonal — Agentic Payments for APIs. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Enabling physical AI at scale on Autopilot
Inspired by Fern — Enabling physical AI at scale.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Document Workflows for Enterprises on Autopilot
Inspired by EigenPal — AI Document Workflows for Enterprises. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Guardrails to validate your agent's on Autopilot
Inspired by Salus — Guardrails to validate your agent's actions before they execute. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Automated Multi on Autopilot
Inspired by Ashr — Automated Multi-Modal Testing for Agents. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AutoSitu Ops on Autopilot
Inspired by AutoSitu — AI-native workspace for development plan reviews. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Verification for Insurance on Autopilot
Inspired by Verdex — AI Verification for Insurance. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The Fastest Multimodal Inference OS on Autopilot
Inspired by Cumulus Labs — The Fastest Multimodal Inference OS. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Infrastructure and UI building blocks on Autopilot
Inspired by 21st — Infrastructure and UI building blocks for the agentic internet. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI teammates for logistics on Autopilot
Inspired by Burt — AI teammates for logistics. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Real time intelligence for law on Autopilot
Inspired by Protent — Real time intelligence for law enforcement & security teams.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI automations that implement themselves on Autopilot
Inspired by Cofia — AI automations that implement themselves. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
LegalOS Ops on Autopilot
Inspired by LegalOS — The AI-Native Immigration Law Firm. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Datadog for Agent Reliability on Autopilot
Inspired by Sentrial — Datadog for Agent Reliability. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI for Corporate Security Cameras on Autopilot
Inspired by Lexius — AI for Corporate Security Cameras. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The default way of running on Autopilot
Inspired by RunAnywhere — The default way of running on-device AI at Scale. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The agentic coding app for on Autopilot
Inspired by Syntropy — The agentic coding app for complex tasks.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Native Commercial Insurance Brokerage on Autopilot
Inspired by Panta — AI Native Commercial Insurance Brokerage . Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI Licensing Agent for Regulated on Autopilot
Inspired by Payna — AI Licensing Agent for Regulated Industries. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Insurance risk layer for physical on Autopilot
Inspired by Valgo — Insurance risk layer for physical AI. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The context layer for AI on Autopilot
Inspired by Corvera — The context layer for AI-native CPG brands. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
AI agents for corporate accounting on Autopilot
Inspired by FullSeam — AI agents for corporate accounting teams. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Operational Superintelligence for Global L on Autopilot
Inspired by Haladir — Operational Superintelligence for Global Logistics. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Protect, monitor and defend your on Autopilot
Inspired by Crosslayer Labs — Protect, monitor and defend your Internet presence. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
A premier AI on Autopilot
Inspired by Vector Legal — A premier AI-native law firm & legal operating system for Startups.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Give AI agents accurate knowledge on Autopilot
Inspired by Captain — Give AI agents accurate knowledge search that scales. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Okta for Agents on Autopilot
Inspired by Agentic Fabriq — Okta for Agents.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The tiny computer built for on Autopilot
Inspired by Button Computer — The tiny computer built for voice AI.. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Spott Ops on Autopilot
Inspired by Spott — AI-native ATS/CRM for recruiting firms. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
The Javascript framework for building on Autopilot
Inspired by Mastra — The Javascript framework for building AI agents, from the Gatsby devs. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Applied research lab curating data on Autopilot
Inspired by AfterQuery — Applied research lab curating data solutions for foundation model…. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
#1 AI Platform for Outbound on Autopilot
Inspired by FuseAI — #1 AI Platform for Outbound Sales. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Harper Ops on Autopilot
Inspired by Harper — AI-native commercial insurance brokerage. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Be the Answer in AI on Autopilot
Inspired by AthenaHQ — Be the Answer in AI Search - AI SEO across SEO, GEO & AEO. Loop until the workflow is current, exceptions are owned, and human sign-off is captured where required.
Expense Reconciliation on Autopilot
Inspired by Ramp — ingest receipts, auto-code expenses, match corporate card spend, and close books continuously with human approval on material adjustments.
Close Books Daily on Autopilot
Inspired by Brex — enforce budgets before spend, auto-receipt matching, bill pay approvals, and continuous close with ERP sync.
Global Payroll on Autopilot
Inspired by Deel — configure countries, pay rules, and cutoffs; run payroll in 150+ currencies with compliance checks before each run.
New Hire Provisioning on Autopilot
Inspired by Rippling — onboard hire, provision apps/devices/cards/payroll on a shared employee graph until all systems green.
Candidate SLA on Autopilot
Inspired by Ashby — keep ATS pipeline moving: no candidate stale >48h, AI assists scheduling, sourcing, and funnel analytics.
Contract Workflow on Autopilot
Inspired by Ironclad — create from CRM template, collaborate/redline, route approvals, e-sign, and analyze contract corpus.
Integration Errors Until Clean
Inspired by Zapier — monitor cross-app workflows, fix failing zaps, validate AI agent chains, and keep 24h clean run history.