Engineering insights
Tutorials, deep dives, and practical guides for building AI agents with real-time web search.
MCP Proxy Cuts Context Bloat 99%
Single MCP daemon, 50K-token schema loads compressed to under 500. Pattern from r/opencodeCLI cuts process count and RAM by ~95%.
MCP Routing With 3+ Servers
Once you have 3+ MCP servers, routing becomes a description-writing problem. Patterns for precise tool descriptions.
Replacing the Bing Web Search API for AI Agents in 2026
Bing Web Search API retired August 2025. Three replacement camps for deep-research agents — independent index, LLM-tuned answer, multi-platform breadth.
How to Scale Google Maps Lead Generation in 2026
Three layers, three answers. Outscraper for bulk, Scavio for per-lead enrichment, hybrid for most agencies.
Scaling Google Maps Without Outscraper
Outscraper is right for bulk records. Scavio is right for agent-shaped per-lead enrichment. The hybrid pattern most agencies actually run.
Shariah-Compliant Investing Research Agent Stack
Yassir v0.1.0 used 4 web vendors plus a fundamentals API. Consolidating to Scavio + Polygon cuts credentials by 50%.
Structured Search vs Raw HTML for LLM Context
Raw HTML breaks token limits. Over-stripped snippets lose meaning. Structured JSON sits in the middle and wins for agents.
Tavily Alternatives for n8n LLM Workflows
Tavily anchors most n8n LLM pipelines. The alternatives that genuinely fit: Scavio, Serper, Exa, Perplexity Sonar.
The 2-Day Claude Code Agent Pattern in 2026
Five subreddits posted variations of a B2B real estate agent built in 2 days. The portable architecture.
When to Skip the Browser and Use a Search API
Most agent jobs that look like browser automation are structured-data jobs. Decision rule: if curl plus JSON parse works, skip the browser.
Why Real-Time Scraping Fails for Government Portals
Layouts change, captchas appear, PDFs break context. Async dawn-cron pattern replaces the live Selenium fight.
YouTube Creator Discovery for Indie Game Launches
TagRadar pattern generalized: niche-tag-driven creator discovery for any vertical. Sub-$0.05 per launch run.
AI Hybrid vs Full Automation for LinkedIn 2026
Why hybrid wins almost every time. Where to put the human-vs-agent boundary. The stack that ships reliably without account flags.
Apollo Pricing and Cheaper Alternatives 2026
Apollo's small-team pricing crept up and reliability complaints landed. The $130-$180/mo alternative stack that replaces it.
B2B Real Estate AI Search Agent with Claude Code
Two-day Claude Code build for a B2B real estate prospecting agent. SERP plus Reddit covers 80% of MLS at a fraction of the cost.
Building an AEO System for Local Businesses with MCP
Productized AEO for SMB clients. Claude Desktop plus Scavio MCP plus markdown templates replace per-client custom dashboards.
Cold Email Engine That Killed the Clay Bill
Agency runs 10K-20K cold emails per client per month with Claude Code skills plus Scavio. The playbook that cut Clay spend 70%+.
Find Winning Amazon Products: Real Framework 2026
Five-step framework for finding winning Amazon products in 2026. Demand floor, competition ceiling, margin band, differentiation, Reddit signal.
GTM Stack 2026: What Actually Works
Three GTM stack camps in 2026. The code-first stack costs under $200/mo and outperforms Apollo plus Clay for many small teams.
Helium 10 vs Jungle Scout: Honest Comparison 2026
Helium 10 wins keyword research. Jungle Scout wins Chrome extension. The third option most sellers skip is a typed Amazon API.
LinkedIn Website Enrichment with n8n Architecture
Five-workflow n8n system for inbound lead enrichment. LinkedIn plus Reddit plus AI Overviews citations under one credit pool.
Real Estate Lead Engine Without Tavily
Drop-in upgrade for the 39-node real estate lead engine. Multi-platform search adds Reddit and YouTube signal at the same cost.
Replace Clay with 200 Lines of TypeScript
Open-sourced TypeScript clones replace Clay for steady-state pipelines at thousands of records per day. The pattern, the cost, the tradeoffs.
Reverse-Engineering Google Finance for Traders
Skip the proxy bills. SERP plus extract plus Reddit plus News produces a daily 50-ticker brief operation under $80/mo.
SaaS AI Search Visibility Tracking (DIY)
Self-hosted AEO monitor for SaaS founders. SERP plus AI Overviews plus Reddit plus weekly ChatGPT prompt study under $50/mo total.
Web Scraping Is Broken for AI Agents
Cloudflare turnstiles and selector rot make scraping the wrong primitive for most agent queries. The typed-API alternative.
AI Agent Architecture Explained: A Practical Guide for 2026
Most 2024 agent architectures were bullshit. Most 2026 agent architectures are boring engineering. What actually works in production.
AI Citations Lag SEO Rankings: The Data Analysis
A 90-day study of 200 keywords shows P50 AI citation lag at 42 days. What this means for AEO measurement cadence and strategy.
AI Job Search Agent with Live Listings
Build a durable AI job search agent using Google SERP with site operators. Why direct scrapers break and the indirect pattern that lasts.
AI Tools for Marketers: The Open-Source Shortlist for 2026
The six-tool open-source stack that covers modern marketing agent workloads. Three agent workflows that actually earn their keep.