Data and databases · Independent · 21 Oct 2026

akshayturtle/ai-community-intelligence

Open-source platform that monitors 25+ AI/tech data sources, processes signals through LLM-powered agents, and surfaces actionable market intelligence

← Data and databases
AI Community Intelligence. Monitors 25+ tech sources with AI agents.

In simple English

This tool collects what people say on twenty-five different technology websites every day. It reads discussions from Reddit, Hacker News, GitHub, and job boards. Then it uses artificial intelligence to find patterns, complaints, and business opportunities. You get a dashboard that shows what builders are actually frustrated with, instead of reading biased marketing reports. Running it requires an API key for language models and a local database, and it is free under an MIT licence.

What it is

An open-source market intelligence platform that aggregates data from twenty-five public tech sources and runs analysis agents over it. It stores the collected information in a PostgreSQL database and presents insights through a FastAPI backend and a React dashboard.

What it is good for

Founders, investors, and product managers who want to find real market gaps, track competitor mentions, and see what developers are complaining about without doing manual research.

Stars30
LicenceMIT
Latestv1.0.0 (2026-03-27)checked 21 Oct 2026
Last code change2026-07-15
Written inPython
Setup effort
4 / 5
Payoff
4 / 5
Good
  • Monitors twenty-five data sources including Reddit, Hacker News, GitHub, and job boards.
  • Includes ten specialized analysis agents for traction, market gaps, and talent flow.
  • Comes with a complete React dashboard and a built-in spending tracker to control language model costs.
Watch for
  • Requires technical setup with Python, PostgreSQL, Redis, and a compatible language model API.
  • Running large language model analysis over thousands of posts can incur significant API costs if not managed carefully.
  • High maintenance overhead due to twenty-five different scrapers breaking whenever target sites change their layouts.
Replaces

manual market research across multiple forums and expensive commercial intelligence tools

Works well with

PostgreSQL

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Install
git clone https://github.com/akshayturtle/ai-community-intelligence.git
cd community-mind-mirror/community-mind-mirror
cp .env.example .env
docker-compose up -d
python -m venv venv
source venv/bin/activate
pip install -r requirements.txt
python init_db.py

Independent: reviewed for Repo Radar outside the daily editions. Every independent repository

On Stack Radar: Data & Research › Market & Competitive Research › Market Intelligence.

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