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Notes on search, scraping,and the data behind AI agents.
Tutorials, comparisons, and practical guides for building AI agents and data pipelines on real-time web data.
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232 postsBest Search API for LLM Pipelines With Extraction
An n8n thread asked for a search API that combines search with content extraction. Five APIs ranked for LLM pipelines, on coverage, output shape and cost.
Scaling Google Maps Without Outscraper
Outscraper is right for bulk Maps records at $3 per 1,000. Scavio is right for agent-shaped per-lead enrichment. The hybrid pattern most agencies actually run.
B2B Real Estate AI Search Agent with Claude Code
A two-day Claude Code build for a B2B real estate prospecting agent. Direct MLS access is gated and costly; public SERP plus Reddit covers 80% of it for far less.
Hermes Agent Use Cases in 2026
Five Hermes Agent use cases that hold across releases: internal research, coding against private repos, outbound research, support triage and compliance monitoring.
Perplexity Sonar's $50 Minimum: Three Real Alternatives
Perplexity Sonar requires $50 before the first call. Scavio returns raw search results across 50 platforms at 1 credit a query, no deposit; bring your own LLM.
Best Web Search API for AI Agents 2026: Scavio vs Tavily vs Exa vs Parallel vs You.com
Scavio is the best web search API for AI agents needing multi-platform data. Compared with Tavily, Exa, Parallel and You.com on cost, latency and coverage.
HubSpot Enrichment from the Claude Code CLI with Scavio
Replace Apollo and Clay for HubSpot enrichment with an 80-line Claude Code script: fresh data per contact at 2 Scavio credits, $20 for 1,000 enrichments.
Hermes Agent Web Search via Tool Gateway
Wire real-time web search into Hermes Agent through its MCP tool gateway: why the model ignores some tools, how to budget the tool count for a local backend, and a config that survives upgrades.
Your Vibe-Coded App Needs Real Data
Every Bolt, Lovable and Replit Agent app ships with hardcoded mock data, and testers spot it in seconds. Swap it for real data in five steps and one API key.
SearXNG vs Managed Search API: When to Self-Host
SearXNG looks free until you count the ops tax: instance churn, blocks and upkeep. Where self-hosting genuinely wins, and where a managed search API is cheaper.
Connect Scavio to Any AI Assistant with MCP
Scavio now supports the Model Context Protocol. Connect to Claude, Cursor, Windsurf, VS Code, ChatGPT, and any MCP-compatible client with a single config -- no code required.
Real-Time Search in OpenClaw Agents with Scavio Skills
Step-by-step guide to installing Scavio's four ClawHub skills (Google, Amazon, YouTube, Walmart) into an OpenClaw agent. Covers installation, API key setup, per-skill response schemas, and credit usage.
Uncensored AI Search: Local LLMs with Web Access
Local Llama, Mistral and Qwen run without content filters but are frozen at their training cutoff. Wiring Scavio in over MCP or function calling gives them live web.
Is LangChain Still Relevant in 2026?
Yes, for teams that need its integrations and LangGraph's state handling. No, if you need three API calls in sequence, where the abstraction costs more than it saves.
Stagehand vs Browser Use for Production AI Agents
Stagehand and Browser Use compared for production browser automation in AI agents: reliability under change, developer ergonomics, cost and the trade-offs each makes.
Firecrawl Cost vs Alternatives: When Crawling Gets Expensive
Firecrawl converts pages to markdown well but costs 5 credits per LLM Extract. For structured search and product data, Scavio returns typed JSON at 1 credit per call.
How to Add Web Search to Your LangChain Agent
Step-by-step tutorial for adding real-time web search to LangChain agents using langchain-scavio. Covers installation, configuration, async usage, and LangGraph ToolNode integration.
Setting Up Web Search for Local LLMs via MCP
Local models are cut off from the live web by default. How to configure MCP servers and a search API so a local LLM gets real-time results without losing privacy.
Best Local LLM for Web Search Tool Calling
Which local LLMs are actually good at calling web search tools, benchmarked on function-calling accuracy and reliability across the open-weight models that matter.
LangChain Search Tool Comparison: Scavio vs SerpAPI vs Tavily
Scavio returns full structured SERP data with a native LangChain package at $0.0036/query. SerpAPI costs 4x more; Tavily lacks SERP features. Compared here.
Web Search and Scraping Rate Limit Workarounds
Rate limits are the first wall you hit building on web search data. Practical workarounds that hold up: caching, batching, backoff, and picking the right provider.
One Bill for Tavily, Firecrawl, and 12 Other APIs
Tavily for search, Firecrawl for scraping, Serper for Google, plus a YouTube and an Amazon key: five services, five invoices. Why consolidating them saves real money.