Engineering insights
Tutorials, deep dives, and practical guides for building AI agents with real-time web search.
YouTube Comment Sentiment Without Scraping
YouTube blocks scrapers aggressively. API approach returns comments as structured JSON. Python sentiment analysis pipeline included.
YouTube Growth Agent Architecture with n8n
30-agent YouTube growth system: research, scripting, SEO optimization, distribution. How search API feeds each agent in the pipeline.
Agentic SEO: Content Ops Automation in 2026
Agentic SEO turns content ops into repeatable workflows: SERP gap analysis, brief generation, CMS push, and internal link suggestions. The stack and cost breakdown.
Agentic SEO: Full Pipeline Architecture in 2026
End-to-end agentic SEO pipeline: technical audit, content system, distribution, measurement. Where agents help most and where they fail. Cost breakdown included.
Agent-Native Outbound: Why Browser Automation Fails
Browser automation for outbound is selenium with ChatGPT slapped on. Real agent-native outbound needs API data, SMTP infrastructure, and programmatic sequences.
AI Agent Platform Evaluation Checklist 2026
Checklist for evaluating AI agent platforms: reliability, setup time, memory quality, workload reduction, and cost vs DIY. Informed by the Hermes Agent discussion.
AI Overview Optimization After the Google GEO Guide
After Google debunked GEO shortcuts, what actually drives AI Overview citations? Content quality, freshness, and direct answers. Monitoring code included.
AI SDR: Infrastructure vs UI Wrappers
Every AI SDR demo is a Chrome extension scraping LinkedIn. Real agent outbound needs API infrastructure: search for research, structured data for enrichment, MCP for tools.
Amazon ASIN Bulk Check via API in 2026
FBA sellers scraping Amazon categories for ASINs. API approach: query category keywords, extract ASINs, batch check. 1,449 ASINs for under $1.
Amazon Scraper Maintenance Nightmare in 2026
Amazon scrapers break every few days. HTML changes, CAPTCHAs, proxy bans cost $790/mo for 10K lookups. Search API: $50/mo for the same volume.
Coding Agent Multi-Backend Search Architecture
A Pi Coding Agent user built 4 search backends with parallel queries and automatic failover. The architecture pattern for any coding agent. Code included.
Content Research Agents: Live Data vs Summaries
Perplexity API returns pre-summarized results. Raw search data gives agents actual sources to analyze. CrewAI + search API for trending topic detection with code.
CrewAI Content Researcher with Live SERP Data
Build a CrewAI two-agent pipeline for content research: a researcher collects SERP data, a strategist evaluates gaps. Working code with Scavio integration.
Enterprise Data Access for AI Agents via MCP
VP asked for full API access to ERP. The ERP has no API. MCP bridge pattern: read-only access, audit logging, approval gates. Architecture for IBM i, SAP, and legacy systems.
GEO Myths Google Debunked in 2026
Deep dive into 5 GEO myths Google officially debunked: llms.txt, content chunking, AI rewrites, inauthentic mentions, and structured data requirements.
Google and Cloudflare AI Bot Wall in 2026
Google and Cloudflare partner to block AI bots. 400-error rates climbing past 40%. Search APIs bypass bot detection entirely. Technical explanation of why.
Google Maps Lead Gen Without Scraping in 2026
Maps scraping breaks every 2-4 weeks. Search API returns structured business data as JSON: name, address, phone, reviews. Python and JS examples included.
Google Maps Leads: API vs Outscraper in 2026
Outscraper is Maps-focused and easy. API approach gives Maps plus Google organic for deeper enrichment. Cost comparison at different volumes.
Google Official GEO Guide: What Changes in 2026
Google published its official GEO guide debunking 5 myths. llms.txt ignored, chunking unnecessary, AI rewrites backfire. What actually works for AI Overview visibility.
Hermes Agent: Production vs Demo Reality
Hermes Agent demos look great but production exposes context staleness, edge case failures, and multi-user issues. Search grounding helps but does not fix architecture.
Inauthentic Mentions: Google Crackdown in 2026
Google GEO guide calls out inauthentic mentions. Forum seeding, fake reviews, paid Reddit posts are being detected. What works instead: genuine product quality.
Lead Gen Scraping Tools Compared Honestly in 2026
PhantomBuster, Apify, TexAu, Outscraper, Scrap.io compared. When each makes sense, real pricing, and the API alternative at $0.005/query.
Is llms.txt Still Worth It After Google GEO Guide?
Google says llms.txt is not needed. But Anthropic, Perplexity, and Mistral use it. Worth maintaining for non-Google LLMs at minimal cost.
MCP Secret Management Patterns for Production
MCP servers expose API keys in plain-text config. Production patterns: env var injection, secret manager integration, key rotation without downtime.
MCP Server Security in Production 2026
Most teams skip MCP security: API keys in plaintext, no rate limiting, no audit logging, no key rotation. Production checklist and code examples.
n8n MCP Connectors: Future of Automation
MCP connectors will not replace n8n nodes. Hybrid approach: MCP for AI agent reasoning tasks, traditional nodes for deterministic workflows. When to use which.
n8n YouTube Automation: Adding a Search Layer
Add a search layer to n8n YouTube workflows: find trending topics, identify content gaps, research competitors. Full workflow description included.
Building ML Sentiment Datasets from News via Search API
GDELT quality is inconsistent for ML training. Search API returns deduplicated news snippets you can label directly. Python pipeline included.
PhantomBuster vs API-First Lead Gen in 2026
PhantomBuster ($69/mo) automates LinkedIn scraping but breaks with platform changes. API-first lead gen at $0.005/query is more reliable at scale.
Pi Agent Web Search Tool Fix in 2026
Pi Coding Agent users struggle with tool registration. Models say they lack access even when tools are in the prompt. The fix: register at API level, not prompt level.