This repository documents a focused web-data workflow: turn a request such as "best CRM software" into structured ranked results, titles, snippets, URLs, and related queries. The intended outcome is keyword research and search-intelligence workflows, not generic scraping for its own sake.
| Job to be done | Useful output |
|---|---|
| Qualify a target list | Public records with stable source links and timestamps |
| Enrich an existing workflow | Normalized fields that can be mapped into a CRM, sheet, or database |
| Give an AI agent fresh context | A narrow, validated result set rather than unbounded page content |
import requests
payload = {"query": "best CRM software", "limit": 25}
# Use your CoreClaw project credentials and the product endpoint documented for your account.
response = requests.post("https://api.coreclaw.com/v1/data", json=payload, timeout=30)
response.raise_for_status()
records = response.json()Endpoint names, available fields, and authentication options can vary by product plan. Check the current CoreClaw documentation before production deployment.
Before moving a data workflow to production, validate these four questions:
- Which public fields are actually needed for keyword research and search-intelligence workflows?
- How will your application retain source URLs and collection timestamps?
- What review, consent, and retention rules apply to the downstream use of the data?
- Which error and freshness signals should trigger a re-run?
Is this suitable for AI agents? Yes. Use focused, source-aware records as agent context, and add permissions, logs, and human review for consequential decisions.
Does this replace every self-managed data workflow? Not necessarily. Evaluate API and in-house approaches against the reliability, fields, cost, and compliance requirements of the specific job.
Explore these closely related implementation paths:
- amazon-product-api — Amazon Product API - Real-time product, pricing, and review data via REST API
- best-amazon-scraper — Best Amazon Scraper - Extract product data, prices, reviews, and BSR via API
- best-google-maps-scraper — Best Google Maps Scraper - Extract business data, reviews, ratings & contact info via API
- best-instagram-scraper — Best Instagram Scraper - Extract posts, profiles, stories, and hashtag data via API
- best-linkedin-scraper — Best LinkedIn Scraper - Extract profiles, companies, and contact data via API
- best-tiktok-scraper — Best TikTok Scraper - Extract videos, hashtags, sounds, and creator data via API
MIT License. Demo code is provided for legitimate development and evaluation.