TraderLeadFinder

Find traders and crypto users actively looking for custom bots, AI agents, trading automation, or developers.

TraderLeadFinder is a lead generation tool for trading, AI, and bot-building services. It scans platforms like Reddit, Twitter, GitHub, and Telegram, scores user intent with BM25 ranking, and classifies leads into HOT, WARM, and COLD tiers.

It is built for:

• AI trading developers
• bot builders
• crypto automation freelancers
• trading software agencies
• founders looking for high-intent trader leads

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Live Demo

Filter by platform • Sort by HOT→WARM→COLD, score, or date • Mark leads as seen

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What This Project Does

TraderLeadFinder helps you discover people who are actively posting about things like:

• needing a trading bot
• wanting an AI trading agent
• searching for custom trading automation
• asking for developer help
• looking for crypto tooling or research systems

Instead of manually searching across communities, this project collects posts from multiple sources and ranks them by buying intent.

Vision & Roadmap

Vision: Build the go-to lead-generation engine that connects custom devs, bot builders, and AI traders with high-intent prospects across every major community—without gatekeeping or paid APIs.

Phase	Status	Focus
v0.1 Beta (current)	✅ Live	Reddit, Twitter, GitHub, Telegram • BM25 scoring • Web UI
v0.2	🔜 Planned	AI-powered intent refinement • Email/Discord alerts • Export to CRM
v0.3	📋 Roadmap	StockTwits, TradingView, LinkedIn • Real-time push • API for integrations
v1.0	🎯 Target	Full platform coverage • ML classification • Self-hosted & SaaS options

We're actively shipping. Star the repo to stay updated.

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Quick Start

pip install -r requirements.txt
python main.py                    # CLI → output/leads_*.txt
# OR
python scripts/fetch_social.py    # Fetch to DB
python web_app.py                 # Web UI → http://127.0.0.1:8502

Copy .env.example → .env for optional API keys (Reddit, GitHub, etc.).

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Collaborate

Want to build this together?

@Rezzecup — Message me on GitHub

👉 Open a Discussion or Issue to connect. Looking for contributors: devs, designers, trading experts, and anyone passionate about lead-gen for trading tech.

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Features

• 4 platforms — Reddit, Twitter, GitHub, Telegram (free-first)
• BM25 scoring — 0–100 intent, HOT/WARM/COLD classification
• CLI + Web — One-shot runs or database-backed dashboard
• PM2-ready — Scheduled fetch, production config

Config	Default
MIN_INTENT_SCORE	40
ENABLED_PLATFORMS	reddit,twitter,github,telegram
REDDIT_DELAY_SECONDS	10

See .env.example for API keys. See config.py for sources & thresholds.

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License

See repository for license information.