A website that tracks every stock trade Congress makes
Congressional trading data is relatively commoditized, but I couldn't find any open-source version with the features I wanted.The data is lagged (median 28 days from trade to disclosure, and 19% miss this deadline), but there's still interesting patterns to explore.Repo: https://github.com/kadoa-org/congress-trading-monitorLet me know if you have any suggestions for improvements!
FL score
out of 100
Verdict
medium confidence
Competition
No competitor data yet
Trend
No signal yet
Open-source congressional trading tracker filling a data accessibility gap, but unclear if users will pay or engage enough to sustain a business.
The pain
The gap
Build angle
Strengths
- Addresses real information asymmetry with public data
- Low marginal cost to operate (data is free, mostly automated)
- Clear differentiation: open-source + free tier vs. paywalled competitors
- Founder has already built MVP and understands the data
- Growing retail interest in insider trading patterns
- Potential for viral growth among finance communities
Risks
- Unclear monetization path, free tools struggle to convert to revenue
- Data lag (28 days) reduces actionability vs. real-time trading
- Competitors (Capitol Trades, Unusual Whales) already have traction and funding
- Regulatory risk: could face scrutiny if perceived as facilitating insider trading
- Low willingness-to-pay: users expect financial data to be free
- Requires continuous maintenance and data pipeline updates
- Network effects are weak, tool value doesn't increase with more users
Fly Labs Method
Is the pain real, is there a gap, is it the right time, can one person build it.
Value Equation
Dream outcome and how likely it feels, against the time and effort it costs.
One-Person Business
Curiosity pull, identity fit, and a path from free value to paid for a solo creator.
Viral Frameworks
Hook strength, shareability, and how cheaply it can be tested.
Builder Lens
Evidence the problem exists, timing, defensibility, and a model that fits on a napkin.
Five lenses, one composite. How scoring works
The angle
No market research recorded for this idea yet.
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