Growth Tools

growth-tools automates lead capture from Reddit, Discord, and GitHub — with hybrid LLM scoring, intent classification, and outreach draft generation. Built for dev-tool and SaaS companies that want inbound signal from developer communities.

GitHub

nometria/growth-tools

PyPI

growth-tools on PyPI

Install

pip install growth-tools

Or clone for full access to scripts:

git clone https://github.com/nometria/growth-tools
cd growth-tools
pip install -e .

Setup

Copy the example env and fill in your credentials:

cp examples/sample-icp.env .env

Required keys:

# Reddit lead capture
REDDIT_CLIENT_ID=...
REDDIT_CLIENT_SECRET=...

# LLM scoring
OPENAI_API_KEY=...

# Lead storage
SUPABASE_URL=https://your-project.supabase.co
SUPABASE_SERVICE_ROLE_KEY=eyJ...

# Discord bot (optional)
DISCORD_TOKEN=...

Five systems

1. Reddit monitor

Scans subreddits for pain signals, classifies intent with LLM, scores leads, and optionally drafts replies.

growth-reddit
# or: python -m growth_tools.systems.reddit_capture

Scanned subreddits by default: replit, lovable, nocode, SaaS, webdev.

2. Discord trigger bot

Listens for pain phrases, pre-filters with keywords, then classifies with LLM. Replies when confidence exceeds threshold.

python -m growth_tools.systems.discord_bot

3. GitHub repo auditor

Analyzes a repo’s file tree and detects stack, missing production items, and migration opportunities.

# API
POST /audit/github  {"repo_url": "https://github.com/owner/repo"}

# CLI
python -m growth_tools.systems.github_auditor https://github.com/owner/repo

4. Website auditor

Fetches any URL, detects stack from HTML/headers, returns production-readiness risks.

growth-api
# or: uvicorn growth_tools.api.main:app --port 8000

# Then:
POST /audit/website  {"url": "https://myapp.com"}

5. CRM + outreach sequencer

All captured leads land in lead_signals. The CRM pipeline tracks status and generates outreach drafts.

# List hot leads
growth-crm

# Next actions for a specific lead
growth-crm <lead_id>

Lead scoring

Score	Tier	Action
80–100	Hot	Immediate outreach
60–79	Nurture	Add to sequence
40–59	Educate	Content only
< 40	Skip	Ignore

Score factors: builder detected (Lovable/Replit/Bolt), pain type (deploy/migrate/ownership), has_repo, mentions_clients, LLM intent score.

Database schema

Run schema.sql in your Supabase SQL editor to create the lead_signals table.

-- From growth-tools/schema.sql in the GitHub repo

Overview

Free Web Tools

Developer Tools

npm Packages

Python Packages

GitHub

PyPI

Install

Setup

Five systems

1. Reddit monitor

2. Discord trigger bot

3. GitHub repo auditor

4. Website auditor

5. CRM + outreach sequencer

Lead scoring

Database schema

GitHub

PyPI

​Install

​Setup

​Five systems

​1. Reddit monitor

​2. Discord trigger bot

​3. GitHub repo auditor

​4. Website auditor

​5. CRM + outreach sequencer

​Lead scoring

​Database schema

Install

Setup

Five systems

1. Reddit monitor

2. Discord trigger bot

3. GitHub repo auditor

4. Website auditor

5. CRM + outreach sequencer

Lead scoring

Database schema