A growing library of repeatable AI workflows built for marketers. Each loop has a goal, a check, and a stopping rule so you can review the work as it develops.
The dev world already has a loops directory for coding agents. Marketers didn't. So I built it. Every loop here has a goal, a check, and a stop rule.
Read state→Take one action→Check the result→AdjustRepeat with judgment
300+ Stars on GitHub•Works with Claude, ChatGPT, Cursor & OpenClaw
How to use: Copy the kickoff prompt, paste it into a compatible AI tool, and review each output against the loop’s check. On touch screens, expand “How the loop runs” before copying; every control is keyboard accessible.
Content
Content Proof Loop
Turn a pile of drafts into approved, ready-to-publish posts — without re-prompting each one.
Use when: You have drafts piling up but no consistent quality gate.
▸▾How the loop runs
Steps
Read each draft against your voice guide and quality bar
Score 1–10 on voice fit, specificity, hook, usefulness, AI-tell risk
8+ with no weak claims → APPROVED; below → write specific fixes and revise
Re-score the revised version
CheckScore ≥ 8 and no unsupported claims.
Stop whenAll drafts APPROVED, or flagged for your review after 2 revision passes.
You end up withApproved posts + a one-line note on what changed.
#content#linkedin#editing#quality
Content
Lead Magnet Loop
Build a lead magnet that's actually worth an email — and stands on its own.
Use when: You want gated content people will trade their email for.
▸▾How the loop runs
Steps
Read the audience + the problem the magnet solves
Outline it: one outcome, fast to consume, usable today
Draft it
Check: does it deliver the promised outcome on its own? Worth an email?
Revise weak sections
CheckDelivers a real, standalone outcome — not a teaser for a sales call.
Stop whenMagnet passes the 'worth an email' test.
You end up withA finished lead magnet + the opt-in promise line.
#content#lead-magnet#lead-gen#email
Research
Swipe Activation Loop
Stop hoarding links. Turn every saved article into at least one usable angle or asset.
Use when: You save articles and screenshots you never do anything with.
▸▾How the loop runs
Steps
Read the saved source
Summarize the core idea in 3 bullets
Distill the one insight worth stealing
Connect it to a project, audience, or piece you're working on
Output a concrete next move: a post angle, a hook, or a note
CheckEvery source produces at least one angle, asset, or decision.
Stop whenSource is either activated into something or explicitly archived as 'not useful'.
You end up withA short note per source with its connection + next action.
#research#second-brain#ideation#repurposing
Research
Voice-of-Customer Mining Loop
Turn raw reviews and call notes into the exact language your customers use.
Use when: You have reviews, support tickets, or call transcripts and want messaging that resonates.
▸▾How the loop runs
Steps
Read the raw source (reviews, tickets, transcripts)