Multi-tool research agent for animal advocacy with OpenRouter, Serper & Open Paws DB

This general-purpose sub-agent combines multiple research and automation tools to support high-impact decision-making for animal advocacy workflows. It’s designed to act as a reusable, modular unit within larger multi-agent systems—handling search, scraping, scoring, and domain-specific semantic lookup. It powers many of the advanced workflows released by Open Paws and serves as a versatile backend utility agent. --- 🛠️ What It Does - Performs real-time Google Search using Serper - Scrapes and extracts page content using Jina AI and Scraping Dog - Conducts semantic search over the Open Paws knowledge base - Generates OpenAI embeddings for similarity search and analysis - Routes search and content analysis through OpenRouter LLMs - Connects with downstream tools like the Text Scoring Sub-Workflow to evaluate message performance > 🧩 This agent is typically used as a sub-workflow in larger automations where agents need access to external tools or advocacy-specific knowledge. --- 🧠 Domain Focus: Animal Advocacy The agent is pre-configured to interface with the Open Paws database—an open-source, animal advocacy-specific knowledge graph—and is optimized for content and research tasks relevant to farmed animal issues, corporate campaigns, and activist communication. --- 🔗 Integrated Tools and APIs | Tool | Purpose | |---------------|------------------------------------------| | Serper API | Real-time Google Search queries | | Jina AI | Web scraping and content extraction | | Scraping Dog | Social media scraping where Jina is blocked | | OpenAI API | Embedding generation for semantic search | | OpenRouter | Proxy to multiple LLMs (e.g., GPT-4, Claude)| | Open Paws DB | Advocacy-specific semantic knowledge base | --- 📦 Use Cases - Create and evaluate online content (e.g. social media, emails, petitions) for predicted performance and advocacy alignment - Act as a research and reasoning agent within multi-agent workflows - Automate web and social media research for real-time campaign support - Surface relevant facts or arguments from an advocacy-specific knowledge base - Assist communications teams with message testing and content ideation - Monitor search results and scrape pages to inform rapid response messaging