Problems people keep asking someone to solve.
We read thousands of posts across builder communities. Pick a niche and see what people keep asking for.
60 problems worth building
Ranked by ask count
last 90 days, refreshed Sep 2026
What people said
r/productivity“I save everything and read nothing. Nothing resurfaces it.”
r/ObsidianMD“Want spaced-repetition for articles, not flashcards.”
Showing the top 4 of 60 in this preview. Asks are demand, not validation.
Sample data for now. Connect your agent for live answers.
The manual way.
- Wait for an idea to strike in the shower, then talk yourself out of it by lunch.
- Scroll r/SomebodyMakeThis and remember two ideas, both already built.
- Build the thing you wanted, discover you were the only one who wanted it.
One question.
- Pick a niche and browse problems ranked by how many people asked for them.
- Every idea comes with an ask count, the communities behind it, and three threads to read.
- Start from proven demand instead of a hunch — pick one and build it.
Pick a niche in. Problems to build out.
Three steps, one request. You never call the tool by name — your agent does.
- 1
Read the asks
Every "somebody should build" and "does anything do X" thread across the niche’s communities is collected over 90 days.
- 2
Cluster and name
The asks are grouped into distinct problems and given a plain-language name, so sixty threads about the same pain become one entry.
- 3
Rank and cite
Each problem comes back with its ask count, the communities it clusters in, and cited threads so you can verify the demand.
Same tool, one prompt away.
Idea Atlas runs inside Claude Code and any MCP client. Ask in plain words; your agent calls find_asks and comes back with cited sources.
10 requests a day, free. No card.
What are people in the productivity niche asking someone to build? Rank by how often it comes up.
find_asksproductivity subs, 90 days 1,732 askssearch_discussionscluster + name the problems 60 clustersfind_communitieswhere each clusters per idea
r/productivity I want a read-later app that actually resurfaces things. Nobody does this well.
r/ADHD Every task app assumes I remember to open it. I don’t. That’s the whole problem.
r/Notion Someone please make a Notion → calendar sync that isn’t a paid add-on.
Read-only. Sources cited. Nothing posted.
What comes back, and how to read it.
- You ask
- “What are people in the productivity niche asking someone to build? Rank by how often it comes up.”
- You get
- Sixty named problems in the productivity niche, ranked by ask count. Each has a one-line problem statement, the number of times it was asked in 90 days, the communities it clusters in, and three cited threads you can read before you build.
Ask count is a floor, not a ceiling
Every count is people who typed a public request. The real demand is larger — but the count proves the pain is named, which is what you need before building.
Read the cited threads first
A one-line problem statement hides the nuance. The three cited threads tell you what people already tried and why it did not stick — that is your spec.
A crowded problem is not a solved one
A high ask count with no good answer in the comments is the best signal on the page: proven demand, no incumbent people love.
Honest limits.
- This is a content drop, refreshed per niche when there is time — not a live feed. The counts are a snapshot of the last 90 days.
- Clustering and naming involve judgement. Two nearby problems may be split or merged in ways you would draw differently.
- The niches are the communities Reddibee polls today — productivity, self-hosting, ADHD tools, SaaS ops, Claude Code. More arrive as coverage grows.
Asked before the first run.
Are these ideas validated?
They are demand-backed, not validated. Each shows real people asking for it, with links. Run the strongest one through Demand Check before you commit a weekend.
How often is it refreshed?
Per niche, when there is a week to spare. Each page shows the window it covers so you know how fresh the counts are.
Can I get the threads behind an idea?
Yes. Every idea lists cited threads, and your agent can pull the full comment trees so you can read what people already tried.
Four more questions, answered.
- Where's My AudiencePaste your URL. Get the communities your users already gather in, ranked and rule-checked.Try it free
- Post ScorePaste your draft. Get a 0–100 fit score with the exact reasons — before you hit submit.Try it free
- Demand CheckDescribe the idea in one line. Get a verdict, an ask count, and the threads behind it.Try it free
- Switching MapName a product. See where people go when they leave it — ranked, cited, week by week.Try it free
Try Idea Atlas now.
Free in the browser. 10 agent requests a day, no card.