_{For multiple agent environments and workflow platforms}

What this is

A collection of field tested and ready-to-run AI agent automations for real-world workflows.

Each automation includes a structured prompt and companion README you can run as-is, adapt to your stack, or use as inspiration for your own workflows. They cover practical tasks across code, inboxes, support, billing, observability, research, security, and team operations.

Browse by category, pick a workflow, and tune it to fit your tools, context, and use case.

GitHub Actions CI

Crypto market research

Stripe failed payment risk

Automations

Code Quality & Maintenance

Automations for repository cleanup, safer fixes, focused refactors, and recurring maintenance work.

Automation	What it does	Surface	Links
branch-change-test-coverage	Adds missing tests for a recent branch or merged change, focusing on the behavior that matters most.		README · Prompt
critical-bug-fix-pr	Finds one critical bug in recent code changes, applies the smallest safe fix, and opens a draft PR.		README · Prompt
dead-code-sweep	Removes safe dead code and validates the cleanup so small maintenance work actually sticks.		README · Prompt
launchdarkly-feature-flag-cleanup	Removes old temporary feature-flag code and validates that the cleanup is still safe.		README · Prompt
sampled-refactor	Applies one small safe refactor in the codebase to improve maintainability without changing behavior.		README · Prompt

Developer Workflow

Automations for pull request routing, CI visibility, and recurring developer-experience improvements.

Automation	What it does	Surface	Links
github-actions-ci-cost-and-time-digest	Shows which GitHub Actions jobs cost the most time and money, so teams know where to optimize first.		README · Prompt
github-ci-speedup-optimizer	Tests one safe change to make GitHub Actions faster and reports whether it actually helped.		README · Prompt
github-pr-review-router	Shows what each open PR is waiting on, so reviewers and authors know where attention should go next.		README · Prompt

Security & Compliance

Automations for repository, dependency, Atlas, and external security signal review.

Automation	What it does	Surface	Links
atlas-security-posture-digest	Checks the security setup of one MongoDB Atlas project and highlights the issues most worth reviewing.		README · Prompt
brand-typosquat-monitor	Finds suspicious typo or lookalike domains for your brand so teams know what to investigate first.		README · Prompt
cisa-kev-relevance-digest	Finds CISA known exploited vulnerabilities that may matter to your codebase and highlights the ones worth reviewing.		README · Prompt
dependency-vulnerability-autofix	Fixes one real dependency vulnerability with a small validated change that is easy to review.		README · Prompt
license-compliance-drift-digest	Shows dependency license changes that may create risk, so compliance review stays focused.		README · Prompt
scan-codebase-vulnerabilities	Finds real application security issues in a repository with a believable attack path, not just scanner noise.		README · Prompt

Local Security

Automations for local-host persistence checks, firewall review, network inspection, and workstation security monitoring.

Automation	What it does	Surface	Links
launchagent-launchdaemon-evidence-pack	Finds launchd items on macOS that may need investigation, with a short evidence pack for review.		README · Prompt
local-listening-service-and-firewall-audit	Shows which local services are exposed and how the firewall is set up, so host risk is easier to review.		README · Prompt
local-network-monitor	Summarizes current network activity on a local machine with the signals most worth a closer look.		README · Prompt
local-security-monitor	Runs a basic security health check on a local machine and highlights the issues most worth attention.		README · Prompt
shell-history-anomaly-digest	Finds unusual or risky patterns in shell history that may deserve a human follow-up.		README · Prompt

Observability & Incident Response

Automations for production error triage, latency investigation, and engineering follow-up driven by live signals.

Automation	What it does	Surface	Links
new-relic-error-fixer	Fixes one important production error from New Relic when the code path and smallest safe fix are clear.		README · Prompt
new-relic-latency-hotspot-fixer	Finds one important latency hotspot and prepares a small fix when the bottleneck is clear enough.		README · Prompt
sentry-slack-triage-digest	Posts a short Sentry issue digest to Slack so teams can review what matters now.		README · Prompt
sentry-triage-and-fix	Fixes one important Sentry issue and turns it into a focused, reviewable code change.		README · Prompt
slack-engineering-signal-digest	Summarizes the most important recent engineering Slack discussions so teams can catch up quickly.		README · Prompt

Cost & Performance

Automations for recurring cost review, infrastructure efficiency, and performance optimization opportunities.

Automation	What it does	Surface	Links
atlas-cost-optimization-digest	Finds the biggest cost-saving opportunities in one MongoDB Atlas project, with the clearest places to optimize first.		README · Prompt
atlas-performance-advisor-digest-and-pr	Reviews Atlas Performance Advisor recommendations, explains which ones look worth testing, and can prepare one safe index PR.		README · Prompt
new-relic-cost-and-ingest-hygiene-audit	Finds telemetry waste and cost drivers in New Relic, with the clearest cleanup opportunities first.		README · Prompt

Database Reliability

Automations for MongoDB query health and production data-contract drift detection.

Automation	What it does	Surface	Links
mongodb-query-anti-pattern-scout	Finds risky MongoDB query patterns in code, backed by the Atlas signals most worth fixing.		README · Prompt
production-data-contract-change-watch	Finds differences between live data and your expected data shape before the drift turns into bugs.		README · Prompt

Inbox & Calendar

Automations for inbox triage, meeting-response drafting, and sent-mail follow-up.

Automation	What it does	Surface	Links
gmail-inbox-triage	Sorts new inbox email and archives low-value messages so the inbox stays focused on what matters.		README · Prompt
gmail-meeting-request-draft-assistant	Drafts replies to meeting requests based on calendar availability, without automatically booking anything.		README · Prompt
gmail-sent-email-follow-up-watcher	Finds sent emails that may need a follow-up, so important conversations do not go quiet.		README · Prompt

Research & Trends

Automations for recurring market, ecosystem, newsletter, and machine-learning research digests.

Automation	What it does	Surface	Links
crypto-market-research-digest	Summarizes the most important recent crypto market developments in a quick research brief.		README · Prompt
github-trending-digest	Summarizes the top projects on GitHub Trending and explains why each one stands out.		README · Prompt
gmail-newsletter-intel-brief	Turns newsletters into one short brief with the main takeaways worth reading.		README · Prompt
huggingface-model-digest	Summarizes notable new Hugging Face models with quick context on what they do and why they matter.		README · Prompt
huggingface-weekly-papers-digest	Summarizes recent Hugging Face paper activity in a compact weekly research brief.		README · Prompt

Customer Success

Automations for customer voice analysis, renewal-risk detection, and support-driven documentation improvements.

Automation	What it does	Surface	Links
plain-customer-voice-digest	Summarizes what customers are saying in support conversations, grouped into the signals that matter most.		README · Prompt
plain-renewal-risk-digest	Finds customers showing signs of renewal or churn risk, so success teams can review the right accounts first.		README · Prompt
support-docs-gap-drafter	Drafts a small docs improvement from repeated support questions, so the same tickets happen less often.		README · Prompt

Revenue & Billing

Automations for billing mail handling, subscription risk review, payment recovery, and Stripe operational health.

Automation	What it does	Surface	Links
gmail-billing-organizer	Organizes billing emails like invoices, receipts, and renewals so important finance messages are easier to track.		README · Prompt
stripe-cancel-at-period-end-watch	Finds subscriptions scheduled to cancel that deserve attention, ranked by who looks most worth saving.		README · Prompt
stripe-failed-payment-risk-digest	Finds failed payments most likely to become churn, cash collection, or support risk, so teams can act first.		README · Prompt
stripe-webhook-health-watch	Checks whether Stripe webhooks are healthy and highlights delivery failures or setup problems worth fixing.		README · Prompt

Marketing

Automations that turn shipped engineering work into product-facing launch copy.

Automation	What it does	Surface	Links
backlink-opportunity-finder	Finds unlinked mentions of your brand, drafts polite outreach in Gmail, and tracks what was already handled so backlink follow-up stays focused.		README · Prompt
github-product-post-drafts	Turns shipped GitHub work into draft product posts that are easier to publish and refine.		README · Prompt

Work Triage

Automations that create, route, sync, or prioritize follow-up engineering work in a backlog system.

Automation	What it does	Surface	Links
dependency-major-upgrade-planner	Turns major dependency upgrades into concrete migration tasks so teams can plan the work clearly.		README · Prompt
linear-triage-router	Routes new Linear issues to the right team and priority when the signal is strong enough.		README · Prompt
sentry-linear-backlog-sync	Turns actionable Sentry issues into Linear backlog items so recurring production problems get tracked.		README · Prompt
todo-linear-sync-and-fix	Fixes easy TODOs and turns the rest into Linear tasks so loose notes become real follow-up.		README · Prompt