USE CASES FOUNDERS & PRODUCT TEAMS
MCP use cases for founders and product teams.
For founders and product managers checking a market before they build or reposition. These runs read what freelancers ask for on Reddit and Hacker News, sort a competitor app's newest store reviews by complaint, and line up five competitors by size, funding and rating. Each page shows the prompt, every tool call, the calls that failed and what the run cost.
Pick a job.
See the bill.
Each job was run once and recorded, failed calls included.
- CUSTOMER RESEARCH
Reddit market research
7 of 25 replies in the biggest freelance invoicing thread pitch an app the commenter built.
I'm thinking about building an invoicing app for freelancers. Search Reddit for what freelancers say about invoicing software, read the comments on the biggest thread, check how many invoicing tools launched on Hacker News, and tell me how many people search for this on Google in the US.
RAN 20 OCT 2026 $0.0253 - APP REVIEWS
Analyze a competitor's App Store reviews
A 4.47 average on the App Store. 17 of the 25 newest reviews give 1 or 2 stars.
I'm building a budgeting app. Find the big budgeting apps on the US App Store, pull the newest App Store and Google Play reviews for the one with the most ratings, and sort what users complain about into themes.
RAN 20 OCT 2026 $0.0012 - COMPETITORS
Run an AI competitor analysis
Rocket Money lists 7 funding rounds and the most ratings. Monarch, founded 2019, rates higher: 4.89.
Compare Monarch, YNAB, Copilot Money, Rocket Money and PocketGuard. For each, find the founding year and company size, look up funding and Product Hunt launches, and get its US App Store rating. Put it in one table.
RAN 20 OCT 2026 $0.0015
Charges are what each run settled at, in US dollars. Calls that failed or returned nothing were not charged.
Before you
run one.
Does this replace customer interviews?
No. It shows what people already say in public, which tells you whom to interview and what to ask. The Reddit run read 7 posts and 25 comments, a starting list of questions rather than a verdict.
What does a research run cost?
The three runs here cost $0.0253, $0.0012 and $0.0015. Each call is billed from prepaid credits at the price your agent sees before it calls, and failed calls cost nothing.
Do the tools always find the data?
Not always. In these runs one funding lookup failed with a server error and was not charged, two funding profiles listed no rounds, and a Reddit search sorted by comment count returned threads on other topics. Each page keeps those calls in view so you can see what an agent tried.
More MCP use cases.
- 4 RUNS Agencies & freelancers Find clients and check them before you pitch
- 3 RUNS SEO & content teams Keyword research and AI search checks from your agent
- 3 RUNS Social & influencer marketers Vet creators and check real engagement before you pay
- 3 RUNS Ecommerce sellers Product, price and competitor research for online stores
- 3 RUNS Job seekers Find roles that fit and tune your profile for them
Pick a prompt.
Run it yourself. ✳
One token for the whole catalog.
No subscription. Credits never expire.