Building complex AI workflows on orchestration platforms like Dify.ai is incredibly seamless. However, developers consistently hit a massive roadblock when their AI agents need real-time data.
When your agent tries to fetch e-commerce metrics or live search results, it usually crashes into CAPTCHAs, IP bans, and anti-bot walls. Even if it gets through, feeding messy HTML into an LLM causes severe token bloat and hallucination.
To bridge this crucial “Sensing Layer” gap, we are thrilled to announce the official launch of Pangolinfo on the Dify Marketplace. We have released our flagship data-extraction engines in two formats: Standalone Tools (Plugins) and Pre-built Templates, giving you maximum flexibility to supercharge your autonomous agents.
(Image Suggestion: A high-quality graphic showing Dify logo connecting to Pangolinfo API nodes with data flowing into an AI Agent. Alt text: “Dify tools and templates connected to Pangolinfo API for AI agents”)
Two Ways to Integrate: Tools vs. Templates
Whether you are enhancing an existing AI app or starting from scratch, we have you covered:
- Standalone Tools (Plugins): Perfect for developers who already have an active Dify workflow. Simply click the links below to authorize our API nodes and drag-and-drop them directly into your custom agent’s logic.
- Pre-built Templates: Best for quick starts. By cloning our templates, you get pre-wired DSL (Domain Specific Language) workflows. The system prompts, node routing, and parsing logic are already optimized out-of-the-box by our engineers.
Here is a deep dive into the two flagship data engines you can now add to your workspace:
1. Pangolinfo Amazon Data Scraper (Available as Tool & Template)
E-commerce market research typically requires fragile scraping scripts. The Pangolinfo Amazon Data Scraper gives your Dify agents unrestricted, structured access to the entire Amazon ecosystem.
Natural Language Router Architecture
Instead of forcing your LLM to decipher complex API endpoints, this engine features a built-in Natural Language Router. You simply ask the agent a question, and it dynamically selects the right parser:
- “Find the top critical reviews for ASIN B0XXX” ➔ Auto-routes to
amzReviewV2 - “What is the current BSR for this category?” ➔ Auto-routes to
amzBestSellers
Developer Preview: Clean JSON Output
Your agent receives data that is instantly usable, eliminating hallucination risks:
{
"status": "success",
"data": {
"asin": "B08XXX",
"price": 29.99,
"buyBoxWinner": "Amazon.com",
"critical_reviews": [
"The battery life is shorter than advertised..."
]
}
}
2. Pangolinfo AI SERP Engine (Available as Tool & Template)
With the rise of Google’s SGE (Search Generative Experience), the AI-generated summary itself is the most valuable data point for research agents.
AI Mode Results Exporter (No LLM Cost)
Traditional search APIs fetch raw snippets and force you to burn your own LLM tokens to summarize them. The Pangolinfo AI SERP engine solves this by extracting the native Google AI Overview directly.
- Zero Hallucination: Extract the exact AI-generated summary from Google, complete with precise source citations.
- Deep Forum Mining: Use advanced Google Dorks (like
site:reddit.com) to feed your Dify agents with hyper-relevant consumer pain points. - Global IP Rotation: Execute programmatic searches from any geolocation to monitor international SEO rankings safely.
Frequently Asked Questions (FAQ)
Can Dify agents bypass Amazon CAPTCHAs? Yes. By using the Pangolinfo tools on Dify, all anti-bot mechanisms, IP rotations, and CAPTCHAs are handled on our server side. Your agent simply receives the requested JSON data.
How do I get Google AI Overviews in my AI Agent? Use the Pangolinfo AI SERP tool. By setting the mode to ai-mode, the API will return the exact Generative AI summary displayed by Google, which your agent can use without spending extra LLM inference tokens.
Start Building Smarter Agents Today
Ready to upgrade your Dify agents from static chatbots to real-time, data-driven researchers?
- Claim Your API Key: Visit the Pangolinfo Official Website to register and grab your free trial credits. Explore our API Documentation for advanced configurations.
- Install on Dify: Directly add the tools or templates to your workspace via these links:
- To use as Tools (Plugins):
- To use as Templates (Pre-built Apps):
Stop fighting CAPTCHAs. Start building the next generation of AI agents with Pangolinfo today.
