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Data sources

Where the evidence comes from

Twelve connectors, 4,308 records so far. Each connector declares how it gets its data — some run out of the box, some need credentials, and some read licensed exports because scraping the site would breach its terms.

Complaints

Where people describe problems in their own words.

Hacker News

live

hackernews

2,612
records

Algolia public search API. No credentials, no rate-limit friction.

news.ycombinator.com

Reddit

keyed

reddit

0
records

Official OAuth API (~100 req/min). Query is a phrase, or 'r/subreddit' to scope.

reddit.com

Jobs

Job posts — demand made explicit, with a budget attached.

Upwork

keyed

upwork

0
records

Official GraphQL API (org-level OAuth). Falls back to data/imports/upwork/ when no token is set.

www.upwork.com

Launches

What has already shipped, and how it was received.

Product Hunt

keyed

producthunt

0
records

Official GraphQL v2 API. Maps the competitive landscape around each idea.

producthunt.com

Revenue

What comparable companies actually earn.

Acquire.com

import

acquire

0
records

Startup marketplace listings with revenue and asking price. Set ACQUIRE_API_URL, or export to data/imports/acquire/.

acquire.com

Stripe Revenue Index

import

stripe-index

0
records

Revenue-generating company index. Import-only — drop a dataset in data/imports/stripe-index/.

stripe.com

TrustMRR

import

trustmrr

0
records

Verified MRR data. Set TRUSTMRR_API_URL if you have API access, or drop an export in data/imports/trustmrr/.

trustmrr.com

Y Combinator

live

ycombinator

227
records

Public YC company directory. Query filters by industry substring.

www.ycombinator.com

Reviews

One and two-star reviews, where users say exactly what is missing.

Apple App Store

live

appstore

872
records

Public iTunes search + customer-reviews RSS. Keeps 1-3 star reviews only.

apps.apple.com

Capterra

import

capterra

0
records

ToS forbids scraping. Set CAPTERRA_API_URL for a licensed feed, or export reviews to data/imports/capterra/.

www.capterra.com

G2

import

g2

0
records

ToS forbids scraping. Set G2_API_URL for a licensed feed, or export reviews to data/imports/g2/.

www.g2.com

Google Play

live

googleplay

597
records

Undocumented Play web endpoint — brittle by nature. Query is a search term or a package id. Keeps 1-3 star reviews.

play.google.com

Recent ingest runs

Every pull is logged, including the ones that failed. We would rather show you a broken connector than pretend it worked.

SourceQueryDocsCompaniesStatusWhen
ycombinatorConsumer00ok2026-08-17 12:33
ycombinatorHealthcare00ok2026-08-17 12:33
ycombinatorFintech00ok2026-08-17 12:33
ycombinatorB2B00ok2026-08-17 12:32
googleplayhabit tracker570ok2026-08-17 12:32
googleplayinventory management290ok2026-08-17 12:32
googleplayfield service1760ok2026-08-17 12:32
googleplayinvoice app360ok2026-08-17 12:31
appstorescheduling590ok2026-08-17 12:31
appstoretime tracking230ok2026-08-17 12:31
appstorecrm260ok2026-08-17 12:31
appstoreproject management720ok2026-08-17 12:31
appstoreinvoicing120ok2026-08-17 12:31
hackernewswhy is this so hard2640ok2026-08-17 12:31
hackernewsspreadsheet hell2110ok2026-08-17 12:31
hackernewswe built this internally because890ok2026-08-17 12:31
hackernewsbiggest pain point2430ok2026-08-17 12:31
hackernewsis there a better alternative to2010ok2026-08-17 12:31
hackernewsI wish there was a tool1410ok2026-08-17 12:31
ycombinatorConsumer030ok2026-08-17 12:29