Reliability leaderboard

Which swaps actually hold up, ranked by our 1–5 rating and the reason behind it.

#RecipeStackSetupRatingWhy
1AI RSS reader with a daily digest
Replaces Checking news sites & social feeds
Folo (open source)Easy4/54/5: open source, large community (about 36k GitHub stars per author).
2AI SEO content pipeline
Replaces SEO tools + content team workflow
n8n (self-hosted) + LLM APIsHard4/54/5: author reports 2,000+ articles; also sells a community.
3CRM auto-updates from sent emails
Replaces Manual Salesforce data entry
n8n + GPT + PostgresHard4/54/5: ran 2 weeks with manual approval, then trusted at roughly 9/10 correct.
4Inbox labeler with Sheets log & dry-run mode
Replaces Email client filters/rules
n8n + OpenAI + Gmail + Google SheetsMedium4/54/5: dry-run mode and full decision log built in.
5Lead replies with human approval loop
Replaces Writing sales replies by hand
n8n + GPT-4o-mini + GmailMedium4/54/5: human-in-the-loop, sends only on 'approve'.
6Self-hosted social post scheduler
Replaces Buffer/Hootsuite-style scheduler
n8n + OpenAI + Google SheetsMedium4/54/5: author reports it ran 'flawlessly for months'; single-author account.
7Social scheduling + FAQ triage agents
Replaces 3 part-time contractors
n8n + HubSpot API + ClaudeHard4/54/5: running daily without intervention by week 6, per author; post includes a promo link.
8Support inbox triage with FAQ-grounded drafts
Replaces Helpdesk first-pass triage
n8n + Gmail + Google Sheets + OpenAIEasy4/54/5: drafts only, a human always presses Send.
9Answer engine instead of search
Replaces Google Search
PerplexityEasy3/53/5: commenters note Google still wins for local and exact-link lookups.
10Autonomous job-search pipeline
Replaces Browsing job boards daily
Claude for ChromeMedium3/53/5: detailed personal write-up; needs supervision.
11Billing/Technical/Account specialist router
Replaces Manual support routing
n8n + OpenAI GPT-4.1 + GmailMedium3/53/5: published template; drafts only.
12Claude categorizes raw bank transactions
Replaces Budgeting apps (Mint/YNAB-style)
Claude + Google Sheets (SheetLink)Easy3/53/5: founder blog post from the sync-tool vendor.
13Free OCR receipt logger
Replaces Manual expense spreadsheets
n8n + OCR.space + Telegram + Google SheetsEasy3/53/5: published template; rule-based parsing can miss unusual receipts.
14Google Maps lead list builder
Replaces Paid lead databases / manual prospecting
n8n + OpenAI + Google SheetsMedium3/53/5: published template; check scraping terms and anti-spam laws.
15Hourly AI-news digest to Telegram
Replaces Scrolling HN/Reddit for news
glean (self-hosted Python) + Ollama/ClaudeMedium3/53/5: small open-source project (7 stars at check) with failure alerts.
16Invoice OCR from Drive, Gmail & Telegram
Replaces Bookkeeping data entry
n8n + Gemini API + Google SheetsMedium3/53/5: published template.
17Itemized receipt ledger with chat queries
Replaces Expense apps
n8n + Google Vision + OpenRouterMedium3/53/5: published template.
18Meeting recordings to Notion notes
Replaces Manual meeting notes
n8n + AI Agent + deAPI + Notion + SlackMedium3/53/5: published template (by deAPI, the transcription vendor).
19Multi-agent inbox triage & auto-reply
Replaces Manually sorting Gmail
n8n + OpenAI + GmailMedium3/53/5: published template; auto-replies need careful prompt tuning.
20One 5-minute digest for 30+ newsletters
Replaces Reading newsletters one by one
ReadlessEasy3/53/5: commercial product page; claims are the vendor's.
21Reddit-to-Slack alerts in 5 minutes
Replaces Custom-coded poller script
n8nEasy3/53/5: short personal write-up, no long-run data.
22Social listening, invoicing, lead routing in one stack
Replaces 4 separate SaaS tools
n8n (self-hosted) + OpenAIHard3/53/5: company post with build times but no long-term results.
23Telegram finance agent for receipts
Replaces Expense tracker apps
n8n + Gemini Vision + Google Sheets/DriveMedium3/53/5: published template, no usage reports.
24YouTube channel summaries by email
Replaces Watching every new video
Make.com + ChatGPTEasy3/53/5: official Make template.
25Agent fills the grocery cart
Replaces Grocery delivery app browsing
ChatGPT agent modeEasy2/52/5: worked once; other reports cite anti-bot blocks and slow runs.
26Amazon price-drop alerts to Telegram
Replaces Price-tracker sites/extensions
n8n + Google Gemini + TelegramMedium2/52/5: scraping Amazon breaks when pages change.
27Custom budget app built by Claude Code
Replaces Monarch Money
Claude CodeHard2/52/5: single user, self-maintained code.
28Agent books a restaurant table
Replaces Reservation apps
ChatGPT agentEasy1/51/5: NN/G calls it 'Successful, Shaky, and Slow'; needed human input.

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Setups people actually use instead of apps: what it costs, what breaks, and the source. Free, unsubscribe anytime.