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Real Estate Lead Finder
by
nicemaths123
· GitHub ↗
· v1.0.0
· MIT-0
95
Downloads
0
Stars
0
Active Installs
1
Versions
Install in OpenClaw
/install real-estate-lead-finder
Description
Automates finding motivated property sellers with owner contacts, market data, AI scoring, and personalized outreach for faster real estate lead generation.
Usage Guidance
Key things to check before installing or running this skill:
- Credentials: The SKILL.md expects an Apify token (and likely an LLM/API key) but the skill metadata declares no required environment variables. Ask the publisher which credentials are actually required and how you should provide them (and whether they will be stored). Do NOT paste secrets into freeform inputs without knowing where they are stored.
- Data flow and privacy: The workflow scrapes personal contact information (emails, phone numbers). Confirm where scraped data is sent/stored (your account vs. the publisher's servers vs. Apify). If you operate in jurisdictions with privacy laws (GDPR, CCPA), ensure the workflow complies and you have legal basis for contacting harvested contacts.
- Third‑party actors: The skill relies on named Apify actors. Verify you'll be running those actors under your own Apify account (so you control the data and billing) rather than the publisher running them under their account. Ask for the exact actor IDs and confirm they are official/trusted actors.
- LLM usage and PII: The skill will generate outreach via an LLM ('Claude AI'). Confirm whether PII is sent to a third‑party LLM and review the model/contract for data retention and logging.
- Operational safety: Scraping major portals can trigger rate limits, CAPTCHAs, or violate terms of service. Understand the legal and reliability implications. If you are uncomfortable, disable autonomous invocation for this skill or run it only in a controlled/sandboxed environment.
- Publisher provenance: The source and homepage are unknown. Prefer skills from identifiable authors and with clear documentation. Ask the publisher for provenance, privacy policy, and a minimal list of required environment variables before proceeding.
Capability Analysis
Type: OpenClaw Skill
Name: real-estate-lead-finder
Version: 1.0.0
The skill is a real estate lead generation tool designed to scrape property listings from platforms like Zillow and Rightmove using Apify actors and generate outreach messages via Claude AI. The workflow is transparently described in SKILL.md, and the required input (apify_token) is necessary for the stated functionality. No malicious code, unauthorized data exfiltration, or harmful prompt injection instructions were identified; the inclusion of affiliate links (apify.com?fpr=dx06p) is a commercial element rather than a security risk.
Capability Assessment
Purpose & Capability
The skill's claimed purpose (scrape listings, enrich data, and generate outreach) matches the SKILL.md content. However, the SKILL.md expects an Apify token (example input includes apify_token) and references using Apify actors and 'Claude AI' — yet the registry metadata lists no required environment variables or primary credential. Not declaring the Apify token and any LLM/API keys is an incoherence: someone building this skill would legitimately need those credentials.
Instruction Scope
The instructions direct the agent to scrape multiple third‑party portals, cross‑reference Google, extract owner/agent contact details (PII), compute scores, and generate outreach messages. Those actions are within the stated purpose but involve collecting and transmitting personal contact data to external services (Apify actors and an LLM). The SKILL.md does not specify how scraped PII is handled, stored, or where it is transmitted, which is a privacy and data‑handling concern.
Install Mechanism
This is an instruction‑only skill with no install spec and no code files, so nothing will be written to disk by an installer. That lowers mechanical risk; however, runtime use relies on external services (Apify actors) which run remote code.
Credentials
The skill requests no environment variables in the registry, but the SKILL.md's sample input explicitly includes "apify_token": "YOUR_APIFY_TOKEN" and the workflow references 'Claude AI' (implying an LLM credential or platform model). Not declaring these credentials is a mismatch. Requiring an Apify token (and possibly an LLM API key) is proportionate to the task, but the absence in metadata is an omission that hides what secrets the skill will need at runtime.
Persistence & Privilege
always is false and model invocation is allowed (default). There is no claim the skill will persist or modify other skills or system settings. Autonomous invocation is normal for skills and not by itself a concern here.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install real-estate-lead-finder - After installation, invoke the skill by name or use
/real-estate-lead-finder - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
- Initial release of Real Estate Lead Machine.
- Automatically scrapes and analyzes fresh property listings from major portals like Zillow, Rightmove, and LeBonCoin.
- Detects motivated seller signals (e.g., price drops, days on market) and enriches each property with comps, contact details, and estimated market value.
- Ranks leads by motivation and opportunity score; outputs ready-to-use CSV/JSON files.
- Generates AI-personalized outreach (email, SMS, follow-ups) for each lead.
- Supports flexible input options for location, property type, price range, and buyer profile.
Metadata
Frequently Asked Questions
What is Real Estate Lead Finder?
Automates finding motivated property sellers with owner contacts, market data, AI scoring, and personalized outreach for faster real estate lead generation. It is an AI Agent Skill for Claude Code / OpenClaw, with 95 downloads so far.
How do I install Real Estate Lead Finder?
Run "/install real-estate-lead-finder" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Real Estate Lead Finder free?
Yes, Real Estate Lead Finder is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Real Estate Lead Finder support?
Real Estate Lead Finder is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Real Estate Lead Finder?
It is built and maintained by nicemaths123 (@nicemaths123); the current version is v1.0.0.
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