Agent Loop Scheduler
/loopify — Set up an agent loop

When you want to set up an agent loop, cron-scheduled task, or recurring workflow that runs autonomously. Judgment layer on top of Claude Code's ScheduleWakeup, CronCreate, and /loop — or, on other hosts, cron/GitHub Actions plus a…
--- name: loopify description: When you want to set up an agent loop, cron-scheduled task, or recurring workflow that runs autonomously. Judgment layer on top of Claude Code's ScheduleWakeup, CronCreate, and /loop — or, on other hosts, cron/GitHub Actions plus a headless agent CLI. Picks dynamic pacing, fixed cron, or a one-shot loop; designs idempotent loop bodies; sets bail-out conditions so loops don't run forever. Examples — weekly review pulse, daily brief, hourly metric monitor, periodic vault compile, upstream-check for an adapted skill. Triggers on "/loopify," "set up a loop," "schedule this task," "run this daily," "run this weekly," "cron this," "make this recurring," "automate this on a schedule," "keep this running until X." Part of the -ify trifecta (skillify / toolify / loopify). NOT for authoring a new skill — that's skillify. NOT for adding a tool/integration — that's toolify. metadata: version: 0.2.0 --- # /loopify — Set up an agent loop Wizard for going from *"this task should run periodically"* to a working loop with the right pacing, idempotency, and bail-out. Reference (Claude Code): `ScheduleWakeup` (dynamic pacing), `CronCreate` (fixed schedule), and the built-in `/loop` (dynamic self-paced re-entry). Other hosts: see "On hosts other than Claude Code" in Step 4. ## Step 0 — Confirm what you're looping Ask if not obvious from context: *"What task should this loop do each iteration?"* Then get the essentials: | Question | Why it matters |
Overview
Wizard for going from "this task should run periodically" to a working loop with the right pacing, idempotency, and bail-out. Reference (Claude Code): ScheduleWakeup (dynamic pacing), CronCreate (fixed schedule), and the built-in /loop (dynamic self-paced re-entry). Other hosts: see "On hosts other than Claude Code" in Step 4.
Example prompts
/loopify — Set up an agent loopManual install (npx, ZIP)
npx skills add coreyhaines31/makerskills --skill loopify -g -a claude-codenpx degit coreyhaines31/makerskills/skills/loopify#main ~/.claude/skills/loopifyConnects with Agent Alley MCP · agentalley.io/mcp
Files included
SKILL.md10.7 KB
Read SKILL.md here
Show the full text221 lines
/loopify — Set up an agent loop
Wizard for going from "this task should run periodically" to a working loop with the right pacing, idempotency, and bail-out. Reference (Claude Code): ScheduleWakeup (dynamic pacing), CronCreate (fixed schedule), and the built-in /loop (dynamic self-paced re-entry). Other hosts: see "On hosts other than Claude Code" in Step 4.
Step 0 — Confirm what you're looping
Ask if not obvious from context: "What task should this loop do each iteration?"
Then get the essentials:
| Question | Why it matters |
|---|---|
| How often? | Determines cron vs dynamic vs one-shot |
| When to stop? | Bail-out condition — loops must have one |
| What's the loop body doing? | Determines idempotency requirements |
| Where does output go? | File / notification / commit / nothing |
| What's the failure mode if it runs twice? | Idempotency validation |
Step 1 — Pick the pattern
Three primary patterns. Route by the answer to "how often":
Pattern A — Cron (fixed schedule)
Use when: task runs at predictable intervals — daily at 8am, weekly on Fridays, hourly on the hour.
Tool: CronCreate — schedules a recurring task with a cron expression.
CronCreate({
schedule: "0 8 * * *", // daily at 8am local
prompt: "<loop body prompt>",
timezone: "America/Los_Angeles"
})
Common cron patterns:
0 8 * * *— daily at 8am0 9 * * 1— Mondays at 9am0 9 * * 5— Fridays at 9am0 */2 * * *— every 2 hours*/15 * * * *— every 15 minutes
Trade-offs:
- ✅ Predictable, human-readable, easy to reason about
- ✅ Best for time-of-day-dependent tasks (morning brief, EOD summary)
- ❌ Runs at the scheduled time even if the last run isn't done — need idempotent body
- ❌ No self-pacing — over-schedules if the task duration varies wildly
Pattern B — Dynamic pacing (self-scheduled)
Use when: task should react to state, not the clock. Monitor-until-condition-met patterns. Waiting on an external event.
Tool: ScheduleWakeup — the current run schedules its own next wake-up.
ScheduleWakeup({
delaySeconds: 270, // stay in cache window (< 5min)
reason: "checking build status; sleeping under 5min to stay cache-warm",
prompt: "<same task, re-entered>"
})
Critical delay rules (from ScheduleWakeup docs — internalized in the wizard):
| Delay range | Use for | Cache impact |
|---|---|---|
| 60s–270s | Active work — polling build, waiting for state that's about to change | Stays in 5-min prompt cache — fast + cheap |
| 300s ❌ | DON'T USE THIS | Worst of both worlds — pay cache miss without amortizing |
| 300s–3600s | Waiting on something that takes minutes to change | Pay cache miss but justified |
| 1200s–1800s (20–30 min) | Idle ticks with no specific signal | Default for autonomous loops |
Never pick 300s literally — either drop to 270 (cache stays warm) or commit to 1200+ (cache miss buys longer wait).
Trade-offs:
- ✅ Adaptive — sleeps longer when idle, shorter when active
- ✅ Cache-optimal when tuned right
- ❌ Requires the loop body to know when to schedule next (extra logic)
- ❌ Harder to reason about when it'll run
Pattern C — One-shot loop (until-condition)
Use when: task runs until a condition is met, then stops. No recurrence after that.
Tool: /loop (built-in) with an exit condition in the prompt itself.
/loop
Check if the deploy is healthy. If yes → stop. If no → wait 5 min and check again.
Max 10 iterations. If still failing after 10, alert and stop.
Trade-offs:
- ✅ Simplest for check-until-condition
- ✅ Bounded — always eventually terminates
- ❌ Not for indefinite recurrence — that's Pattern A or B
Step 2 — Design the loop body for idempotency
Idempotent = running the loop twice produces the same result as running it once. Non-negotiable for cron and dynamic patterns because they'll fire while the previous iteration is still running or partially complete.
Idempotency patterns:
- Use "already done" markers: e.g., commit a state file
<vault>/.loopify/<name>-last-run.txtwith the timestamp of last successful run. Loop body checks the timestamp before doing work. - Use dedupe keys: if the loop writes to a DB or file, key by content-hash or timestamp so re-runs are no-ops.
- Use transactions: DB writes in the loop body should be atomic — either all commit or all roll back.
- Query before mutate: check current state before applying the change. If already applied, skip.
Show the user the loop body draft, highlighting the idempotency check. If none exists, add one.
Step 3 — Bail-out condition
Every loop needs one. Options:
| Bail-out | When to use |
|---|---|
| Max iterations (e.g., stop after 100 runs) | Cron loops — prevents runaway |
| State-based (e.g., stop when metric X drops below Y) | Monitoring loops |
| Time-based (e.g., stop after 24 hours) | Bounded monitoring |
| Error-based (e.g., stop on 3 consecutive failures) | All loops — catches degradation |
If the loop is truly indefinite (e.g., a weekly cron with no end), still add a manual bail-out via CronDelete. Document it in the SKILL/loop notes so the user knows how to stop it.
Step 4 — Set the schedule
Based on the pattern from Step 1:
Cron (Pattern A):
CronCreate({
schedule: "<expression>",
timezone: "<tz>",
prompt: "<loop body>",
})
Report the cron_id returned so the user can CronDelete later.
Dynamic (Pattern B):
Wrap the loop body prompt so it ends with a ScheduleWakeup call:
<do the work>
Then: ScheduleWakeup({delaySeconds: <tuned per Step 1>, prompt: "<same body>", reason: "<why this cadence>"})
One-shot (Pattern C):
Just run /loop <prompt with exit condition>.
On hosts other than Claude Code
CronCreate, ScheduleWakeup, and /loop are Claude Code features. Everything else in this skill (pattern choice, idempotency, bail-out, verification) applies to any agent. On other hosts, the scheduler lives outside the agent and calls a non-interactive agent run:
| Scheduler | When to use |
|---|---|
| The host's own scheduled tasks, if it has them | First choice. Check the host's docs |
| System cron / launchd / systemd timer | Machine is always on; loop needs local files |
GitHub Actions schedule: |
Loop works on a repo (vault compile, upstream check); survives a closed laptop |
The job runs a headless agent command with the loop body as the prompt, e.g. claude -p "<body>", codex exec "<body>", or cursor-agent -p "<body>". Use whatever non-interactive mode your agent's CLI has.
- Dynamic pacing (Pattern B) has no direct equivalent. Use a fixed schedule whose body exits early when there's nothing to do.
- One-shot (Pattern C) becomes a shell
whileloop around the headless command, with the bail-out check in the loop condition. - Headless runs can't ask for approval, so give the job the narrowest permissions that work, and have it write output to a file or notification rather than waiting on a prompt.
Step 5 — Verify the first run
Wait for the first iteration (or trigger it manually via /loop with the same prompt for a dry-run). Confirm:
- Output landed where expected
- Idempotency check works (run twice — second should be a no-op)
- Bail-out condition would fire correctly if triggered
- Log/notification appears if configured
Step 6 — Report + follow-ups
Report:
- Pattern picked (A/B/C) + why
- Cron ID or wakeup pattern registered
- Bail-out condition set
- Idempotency mechanism in place
- How to stop the loop (
CronDelete <cron_id>or "just don't call the wakeup" for dynamic)
Offer:
- "Save this loop configuration as a skill via
skillify from-chat?" - "Want to also register a
weekly-reviewordaily-startuploop while we're here?" - "Should the loop write to
second-brainoutputs when it runs?"
Common loop recipes
Templates for frequent loop types (fill in as they're used):
references/daily-brief.md— morning routine loop (calendar + priorities + overnight)references/weekly-review.md— Friday portfolio pulsereferences/upstream-check.md— periodic check for changes to an adapted skill's upstreamreferences/vault-compile.md— periodic raw/ → wiki/ compilationreferences/metric-monitor.md— poll a metric until it crosses a threshold, then alert
Composes with
skillify— sibling in-ifytrifecta. Useskillifyto author a new SKILL.md — useloopifywhen the goal is a scheduled task, not a skill.toolify— sibling. Usetoolifyfor adding an integration — useloopifywhen the goal is running something on top of an already-integrated tool on a schedule.second-brain— many loops write to the vault (raw/ or outputs/). The vault auto-commit pattern applies.pm— daily-brief and weekly-review loops often read from pm before generating output.
Notes on quality
- Never pick 300s for
delaySeconds. Worst of both worlds. Drop to 270 or commit to 1200+. - Every loop needs a bail-out. Even indefinite ones need a documented manual stop.
- Idempotency is non-negotiable for cron + dynamic. Assume the loop will fire twice while a previous iteration is running.
- Prefer dynamic pacing over over-frequent cron. Cron every 15 min wastes tokens if the work isn't ready; dynamic pacing scales down when idle.
- Document the cron_id. Otherwise the loop is orphaned and hard to stop.
- Log every iteration briefly — even a single line ("2026-06-30 08:00 daily-brief: ran, 3 items") makes debugging drift trivial.
- Loops that touch external APIs need rate-limit respect. If the vendor has a 100/day limit, don't schedule 500/day.
- Bounded > unbounded when uncertain. If unsure whether to run for a week or a month, start with a week — extend after seeing it work.
| 1 | |
| 2 | name loopify |
| 3 | description When you want to set up an agent loop, cron-scheduled task, or recurring workflow that runs autonomously. Judgment layer on top of Claude Code's ScheduleWakeup, CronCreate, and /loop — or, on other hosts, cron/GitHub Actions plus a headless agent CLI. Picks dynamic pacing, fixed cron, or a one-shot loop; designs idempotent loop bodies; sets bail-out conditions so loops don't run forever. Examples — weekly review pulse, daily brief, hourly metric monitor, periodic vault compile, upstream-check for an adapted skill. Triggers on "/loopify," "set up a loop," "schedule this task," "run this daily," "run this weekly," "cron this," "make this recurring," "automate this on a schedule," "keep this running until X." Part of the -ify trifecta (skillify / toolify / loopify). NOT for authoring a new skill — that's skillify. NOT for adding a tool/integration — that's toolify. |
| 4 | metadata |
| 5 | version 0.2.0 |
| 6 | |
| 7 | |
| 8 | # /loopify — Set up an agent loop |
| 9 | |
| 10 | Wizard for going from *"this task should run periodically"* to a working loop with the right pacing, idempotency, and bail-out. Reference (Claude Code): `ScheduleWakeup` (dynamic pacing), `CronCreate` (fixed schedule), and the built-in `/loop` (dynamic self-paced re-entry). Other hosts: see "On hosts other than Claude Code" in Step 4. |
| 11 | |
| 12 | ## Step 0 — Confirm what you're looping |
| 13 | |
| 14 | Ask if not obvious from context: *"What task should this loop do each iteration?"* |
| 15 | |
| 16 | Then get the essentials: |
| 17 | |
| 18 | | Question | Why it matters | |
| 19 | |---|---| |
| 20 | | **How often?** | Determines cron vs dynamic vs one-shot | |
| 21 | | **When to stop?** | Bail-out condition — loops must have one | |
| 22 | | **What's the loop body doing?** | Determines idempotency requirements | |
| 23 | | **Where does output go?** | File / notification / commit / nothing | |
| 24 | | **What's the failure mode if it runs twice?** | Idempotency validation | |
| 25 | |
| 26 | ## Step 1 — Pick the pattern |
| 27 | |
| 28 | Three primary patterns. Route by the answer to "how often": |
| 29 | |
| 30 | ### Pattern A — Cron (fixed schedule) |
| 31 | |
| 32 | **Use when**: task runs at predictable intervals — daily at 8am, weekly on Fridays, hourly on the hour. |
| 33 | |
| 34 | Tool: `CronCreate` — schedules a recurring task with a cron expression. |
| 35 | |
| 36 | |
| 37 | CronCreate({ |
| 38 | schedule: "0 8 * * *", // daily at 8am local |
| 39 | prompt: "<loop body prompt>", |
| 40 | timezone: "America/Los_Angeles" |
| 41 | }) |
| 42 | |
| 43 | |
| 44 | Common cron patterns: |
| 45 | `0 8 * * *` — daily at 8am |
| 46 | `0 9 * * 1` — Mondays at 9am |
| 47 | `0 9 * * 5` — Fridays at 9am |
| 48 | `0 */2 * * *` — every 2 hours |
| 49 | `*/15 * * * *` — every 15 minutes |
| 50 | |
| 51 | **Trade-offs:** |
| 52 | ✅ Predictable, human-readable, easy to reason about |
| 53 | ✅ Best for time-of-day-dependent tasks (morning brief, EOD summary) |
| 54 | ❌ Runs at the scheduled time even if the last run isn't done — need idempotent body |
| 55 | ❌ No self-pacing — over-schedules if the task duration varies wildly |
| 56 | |
| 57 | ### Pattern B — Dynamic pacing (self-scheduled) |
| 58 | |
| 59 | **Use when**: task should react to state, not the clock. Monitor-until-condition-met patterns. Waiting on an external event. |
| 60 | |
| 61 | Tool: `ScheduleWakeup` — the current run schedules its own next wake-up. |
| 62 | |
| 63 | |
| 64 | ScheduleWakeup({ |
| 65 | delaySeconds: 270, // stay in cache window (< 5min) |
| 66 | reason: "checking build status; sleeping under 5min to stay cache-warm", |
| 67 | prompt: "<same task, re-entered>" |
| 68 | }) |
| 69 | |
| 70 | |
| 71 | **Critical delay rules** (from `ScheduleWakeup` docs — internalized in the wizard): |
| 72 | |
| 73 | | Delay range | Use for | Cache impact | |
| 74 | |---|---|---| |
| 75 | | **60s–270s** | Active work — polling build, waiting for state that's about to change | Stays in 5-min prompt cache — fast + cheap | |
| 76 | | **300s** ❌ | **DON'T USE THIS** | Worst of both worlds — pay cache miss without amortizing | |
| 77 | | **300s–3600s** | Waiting on something that takes minutes to change | Pay cache miss but justified | |
| 78 | | **1200s–1800s** (20–30 min) | Idle ticks with no specific signal | Default for autonomous loops | |
| 79 | |
| 80 | Never pick 300s literally — either drop to 270 (cache stays warm) or commit to 1200+ (cache miss buys longer wait). |
| 81 | |
| 82 | **Trade-offs:** |
| 83 | ✅ Adaptive — sleeps longer when idle, shorter when active |
| 84 | ✅ Cache-optimal when tuned right |
| 85 | ❌ Requires the loop body to know when to schedule next (extra logic) |
| 86 | ❌ Harder to reason about when it'll run |
| 87 | |
| 88 | ### Pattern C — One-shot loop (until-condition) |
| 89 | |
| 90 | **Use when**: task runs until a condition is met, then stops. No recurrence after that. |
| 91 | |
| 92 | Tool: `/loop` (built-in) with an exit condition in the prompt itself. |
| 93 | |
| 94 | |
| 95 | /loop |
| 96 | Check if the deploy is healthy. If yes → stop. If no → wait 5 min and check again. |
| 97 | Max 10 iterations. If still failing after 10, alert and stop. |
| 98 | |
| 99 | |
| 100 | **Trade-offs:** |
| 101 | ✅ Simplest for check-until-condition |
| 102 | ✅ Bounded — always eventually terminates |
| 103 | ❌ Not for indefinite recurrence — that's Pattern A or B |
| 104 | |
| 105 | ## Step 2 — Design the loop body for idempotency |
| 106 | |
| 107 | Idempotent = running the loop twice produces the same result as running it once. **Non-negotiable for cron and dynamic patterns** because they'll fire while the previous iteration is still running or partially complete. |
| 108 | |
| 109 | Idempotency patterns: |
| 110 | |
| 111 | **Use "already done" markers**: e.g., commit a state file `<vault>/.loopify/<name>-last-run.txt` with the timestamp of last successful run. Loop body checks the timestamp before doing work. |
| 112 | **Use dedupe keys**: if the loop writes to a DB or file, key by content-hash or timestamp so re-runs are no-ops. |
| 113 | **Use transactions**: DB writes in the loop body should be atomic — either all commit or all roll back. |
| 114 | **Query before mutate**: check current state before applying the change. If already applied, skip. |
| 115 | |
| 116 | Show the user the loop body draft, highlighting the idempotency check. If none exists, add one. |
| 117 | |
| 118 | ## Step 3 — Bail-out condition |
| 119 | |
| 120 | Every loop needs one. Options: |
| 121 | |
| 122 | | Bail-out | When to use | |
| 123 | |---|---| |
| 124 | | **Max iterations** (e.g., stop after 100 runs) | Cron loops — prevents runaway | |
| 125 | | **State-based** (e.g., stop when metric X drops below Y) | Monitoring loops | |
| 126 | | **Time-based** (e.g., stop after 24 hours) | Bounded monitoring | |
| 127 | | **Error-based** (e.g., stop on 3 consecutive failures) | All loops — catches degradation | |
| 128 | |
| 129 | If the loop is truly indefinite (e.g., a weekly cron with no end), still add a manual bail-out via `CronDelete`. Document it in the SKILL/loop notes so the user knows how to stop it. |
| 130 | |
| 131 | ## Step 4 — Set the schedule |
| 132 | |
| 133 | Based on the pattern from Step 1: |
| 134 | |
| 135 | **Cron (Pattern A):** |
| 136 | |
| 137 | CronCreate({ |
| 138 | schedule: "<expression>", |
| 139 | timezone: "<tz>", |
| 140 | prompt: "<loop body>", |
| 141 | }) |
| 142 | |
| 143 | Report the `cron_id` returned so the user can `CronDelete` later. |
| 144 | |
| 145 | **Dynamic (Pattern B):** |
| 146 | Wrap the loop body prompt so it ends with a `ScheduleWakeup` call: |
| 147 | |
| 148 | <do the work> |
| 149 | Then: ScheduleWakeup({delaySeconds: <tuned per Step 1>, prompt: "<same body>", reason: "<why this cadence>"}) |
| 150 | |
| 151 | |
| 152 | **One-shot (Pattern C):** |
| 153 | Just run `/loop <prompt with exit condition>`. |
| 154 | |
| 155 | ### On hosts other than Claude Code |
| 156 | |
| 157 | `CronCreate`, `ScheduleWakeup`, and `/loop` are Claude Code features. Everything else in this skill (pattern choice, idempotency, bail-out, verification) applies to any agent. On other hosts, the scheduler lives outside the agent and calls a non-interactive agent run: |
| 158 | |
| 159 | | Scheduler | When to use | |
| 160 | |---|---| |
| 161 | | **The host's own scheduled tasks**, if it has them | First choice. Check the host's docs | |
| 162 | | **System cron / launchd / systemd timer** | Machine is always on; loop needs local files | |
| 163 | | **GitHub Actions `schedule:`** | Loop works on a repo (vault compile, upstream check); survives a closed laptop | |
| 164 | |
| 165 | The job runs a headless agent command with the loop body as the prompt, e.g. `claude -p "<body>"`, `codex exec "<body>"`, or `cursor-agent -p "<body>"`. Use whatever non-interactive mode your agent's CLI has. |
| 166 | |
| 167 | Dynamic pacing (Pattern B) has no direct equivalent. Use a fixed schedule whose body exits early when there's nothing to do. |
| 168 | One-shot (Pattern C) becomes a shell `while` loop around the headless command, with the bail-out check in the loop condition. |
| 169 | Headless runs can't ask for approval, so give the job the narrowest permissions that work, and have it write output to a file or notification rather than waiting on a prompt. |
| 170 | |
| 171 | ## Step 5 — Verify the first run |
| 172 | |
| 173 | Wait for the first iteration (or trigger it manually via `/loop` with the same prompt for a dry-run). Confirm: |
| 174 | |
| 175 | Output landed where expected |
| 176 | Idempotency check works (run twice — second should be a no-op) |
| 177 | Bail-out condition would fire correctly if triggered |
| 178 | Log/notification appears if configured |
| 179 | |
| 180 | ## Step 6 — Report + follow-ups |
| 181 | |
| 182 | Report: |
| 183 | Pattern picked (A/B/C) + why |
| 184 | Cron ID or wakeup pattern registered |
| 185 | Bail-out condition set |
| 186 | Idempotency mechanism in place |
| 187 | How to stop the loop (`CronDelete <cron_id>` or "just don't call the wakeup" for dynamic) |
| 188 | |
| 189 | Offer: |
| 190 | *"Save this loop configuration as a skill via `skillify from-chat`?"* |
| 191 | *"Want to also register a `weekly-review` or `daily-startup` loop while we're here?"* |
| 192 | *"Should the loop write to `second-brain` outputs when it runs?"* |
| 193 | |
| 194 | ## Common loop recipes |
| 195 | |
| 196 | Templates for frequent loop types (fill in as they're used): |
| 197 | |
| 198 | `references/daily-brief.md` — morning routine loop (calendar + priorities + overnight) |
| 199 | `references/weekly-review.md` — Friday portfolio pulse |
| 200 | `references/upstream-check.md` — periodic check for changes to an adapted skill's upstream |
| 201 | `references/vault-compile.md` — periodic raw/ → wiki/ compilation |
| 202 | `references/metric-monitor.md` — poll a metric until it crosses a threshold, then alert |
| 203 | |
| 204 | ## Composes with |
| 205 | |
| 206 | **`skillify`** — sibling in `-ify` trifecta. Use `skillify` to author a new SKILL.md — use `loopify` when the goal is a scheduled task, not a skill. |
| 207 | **`toolify`** — sibling. Use `toolify` for adding an integration — use `loopify` when the goal is running something on top of an already-integrated tool on a schedule. |
| 208 | **`second-brain`** — many loops write to the vault (raw/ or outputs/). The vault auto-commit pattern applies. |
| 209 | **`pm`** — daily-brief and weekly-review loops often read from pm before generating output. |
| 210 | |
| 211 | ## Notes on quality |
| 212 | |
| 213 | **Never pick 300s for `delaySeconds`.** Worst of both worlds. Drop to 270 or commit to 1200+. |
| 214 | **Every loop needs a bail-out.** Even indefinite ones need a documented manual stop. |
| 215 | **Idempotency is non-negotiable for cron + dynamic.** Assume the loop will fire twice while a previous iteration is running. |
| 216 | **Prefer dynamic pacing over over-frequent cron.** Cron every 15 min wastes tokens if the work isn't ready; dynamic pacing scales down when idle. |
| 217 | **Document the cron_id.** Otherwise the loop is orphaned and hard to stop. |
| 218 | **Log every iteration briefly** — even a single line ("2026-06-30 08:00 daily-brief: ran, 3 items") makes debugging drift trivial. |
| 219 | **Loops that touch external APIs need rate-limit respect.** If the vendor has a 100/day limit, don't schedule 500/day. |
| 220 | **Bounded > unbounded when uncertain.** If unsure whether to run for a week or a month, start with a week — extend after seeing it work. |
| 221 |
Details
- License
- MIT
- Stars on the repo
- ★ 855
- Checked
- Source
- coreyhaines31/makerskills ↗
- Creator
- coreyhaines31 · 62 listings
Similar skills
See all →
SkillAdvisor Orchestrator
SkillCCS Align Worker Watch
SkillAsync Return Briefing
SkillAsync Python Patterns
SkillGo Concurrency Pattern Guide
SkillMicroservices PatternsMore from coreyhaines31
SkillLead Magnet Builder
SkillGrowth Experimentation Program
SkillAd Creative Generator
SkillBusiness Idea Pressure Test
SkillTeam Knowledge Base
SkillMonthly Company CFO