~/projects/lidscout $ cat README.md

Applied AI / Automation

LidScout

AI research agent that monitors Reddit, Hacker News, and review sites to surface ranked market gaps for founders and PMs.

~/projects/lidscout $ cat problem.md

Founders and PMs need to find repeated market pain signals without reading through a large amount of low-signal public discussion.

~/projects/lidscout $ cat for-whom.md

Founders and product managers looking for repeated, evidence-backed market pain.

~/projects/lidscout/screenshots $ open 01.png

LidScout product screenshot

~/projects/lidscout $ cat built.md

LidScout is an AI-powered market research agent built for product managers and solo founders. Define a niche once and the agent continuously scans Reddit, Hacker News, G2, GitHub, and review sites, filtering noisy signals using LLM relevance scoring, then clustering evidence into ranked market gaps with quotes and suggested product wedges.

PythonFastAPIPlaywrightNext.jsSupabaseClaude API
01
Continuous monitoring of Reddit, Hacker News, G2, GitHub, and review sites
built
02
LLM-powered noise filtering for irrelevant signals
built
03
Automatic clustering of pain signals into ranked market gaps
built
04
Evidence quotes and suggested wedges for each identified gap
built
05
Dashboard, weekly digest, and threshold-based alert concepts
built

~/projects/lidscout $ cat status-and-learnings.md

status
2026
[prototype]
role
Full-Stack Developer
  • Preserving source evidence makes generated opportunity summaries easier to trust.
  • Relevance filtering matters more than collecting the largest possible volume of signals.

~/projects/lidscout $ open

Explore LidScout.

AI research agent that monitors Reddit, Hacker News, and review sites to surface ranked market gaps for founders and PMs.