Engineering insights
Tutorials, deep dives, and practical guides for building AI agents with real-time web search.
Claude Code Skills for Marketing Teams
Claude Code with MCP search becomes a marketing research assistant. Keyword analysis, competitor monitoring, content briefs, and cross-platform research from the terminal.
Fully Automated Lead Gen: Google Search to Outreach Pipeline
Build a lead gen pipeline from Google search to outreach sequencer. SERP discovery, domain enrichment, lead scoring, and CRM push for under $0.10 per qualified lead.
Local LLM Web Access: Security Risks and Structured API Mitigation
Giving local LLMs web access creates prompt injection, data exfiltration, and code execution risks. Structured SERP APIs reduce attack surface vs raw HTML fetching.
Open Source SEO Skill for Claude Code
Add SEO research capabilities to Claude Code via MCP. Pull live SERP data, analyze rankings, mine PAA questions, and track AI Overviews from your terminal.
Parsed vs Raw SERP Data: What Developers Actually Want
Developers choose parsed SERP APIs over raw HTML for reliability and token efficiency. The tradeoff between control and maintenance, with real cost comparisons.
Scavio TikTok API: 11 Endpoints for Creator, Video, and Search Data
Scavio TikTok API covers profiles, posts, comments, search, hashtags, and follower graphs. 11 endpoints at 1 credit each, Bearer token auth, three pagination styles.
SearchAPI.io Review: Reddit Comparison and Pricing Analysis
SearchAPI.io review based on Reddit user feedback. Pricing comparison with SerpAPI, Serper, and Scavio. What developers like and dislike about each option.
Self-Hosted Proxy vs SERP API: Full Cost Comparison
Self-hosted proxy scraping vs SERP API: compare infrastructure costs, maintenance hours, and break-even points. The real cost of 'free' scraping.
SERP API Real User Comparison: What Reddit Says in 2026
Real Reddit feedback on SERP APIs: SerpAPI, Serper, DataForSEO, Bright Data, and alternatives. Pricing, reliability, and feature complaints from actual users.
TikTok API vs Scraping: Compliance, Cost, and Reliability
Compare structured TikTok API access vs browser scraping for compliance, reliability, cost, and maintenance. Why APIs win for production data pipelines.
TikTok Comment Sentiment Analysis via API for Brand Signals
Extract brand signals from TikTok video comments at scale. Pull comments and replies via API, detect mentions, complaints, and purchase intent.
TikTok Competitor Analysis via API: Posts, Engagement, Strategy
Analyze competitor TikTok accounts programmatically. Pull posting frequency, engagement benchmarks, content themes, and detect viral outliers.
TikTok Creator Discovery for Agencies via API
Discover TikTok creators by niche using user search, hashtag analysis, and follower graph exploration. Build influencer shortlists without manual browsing.
TikTok Follower Graph Analysis via API
Analyze TikTok follower networks via API. Map common followers between creators, find connector accounts, and measure audience overlap with Jaccard similarity.
TikTok Hashtag Analytics via API: Trends, Volume, and Videos
Track TikTok hashtag performance with API: view counts, video counts, trending velocity, and top videos per hashtag. No browser scraping required.
TikTok Influencer Research via API Without Scraping
Research TikTok influencers programmatically: pull profiles, analyze posts, calculate engagement rates, and vet follower quality. No scraping, no proxies.
TikTok Shop Product Discovery: Beyond Google for E-commerce Research
Discover trending products on TikTok before they hit Amazon. Cross-reference TikTok viral videos with Amazon and Google Shopping data for product intelligence.
TikTok Social Graph: Mapping Followers and Followings via API
Map TikTok creator networks through follower and following endpoints. Measure audience overlap, find connector accounts, and discover niche communities.
TikTok UGC Tracking: API vs Manual Monitoring
Track user-generated TikTok content about your brand via API instead of manual searching. Hashtag monitoring, comment scanning, and campaign UGC collection.
TikTok User Search API: Find Creators by Niche Keywords
Search TikTok users by keyword via API. Filter creators by follower count, niche, and engagement. Build outreach lists of 100+ creators in minutes.
TikTok Video Search API for Content Research
Search TikTok videos by keyword via API. Research content gaps, analyze trending formats, and identify viral patterns in any niche.
Why Developers Leave SerpAPI: Cost and Alternatives
SerpAPI costs $75/month for 5,000 searches. Reddit threads reveal developers switching to cheaper alternatives. Breakdown of what they switch to and why.
ZenRows vs Structured SERP API: When Scraping Is Overkill
ZenRows scrapes raw HTML for $2.80/1K pages. Structured SERP APIs return parsed JSON at $5/1K. When you need HTML scraping vs when parsed SERP data is enough.
Agent Search Token Cost Optimization Guide
Reduce LLM agent token costs by 60-80% with structured search extraction. Practical patterns for LangChain, CrewAI, and LangGraph agent frameworks.
AI Overview Citations: Content Strategy for GEO
AI Overview citations are the new backlinks. Track which content gets cited, optimize for AI citation, and monitor GEO visibility at $0.005 per keyword.
B2B Targeting by Review Ratings, Not Websites
Companies with declining review scores are 3-5x more likely to respond to outreach. Review-based lead scoring finds high-intent prospects that firmographics miss.
Cheap AEO Tracking Without Enterprise Tools
AI Overview tracking at $0.005 per keyword. Monitor 200 keywords weekly for $4/month vs $100-500/month enterprise AEO tools from Semrush and Ahrefs.
Claude Code SEO Skill for Blog Automation
Automate SEO content pipelines with Claude Code skills. Combine search API data with LLM generation to research, verify, and generate production-ready content.
Claude MCP Hidden Features for Search Tools
Claude Code and Claude Desktop MCP integrations enable search-grounded research workflows. Configuration patterns and hidden capabilities for power users.
Cold Email Data Enrichment via Search API
Cold email enrichment at $0.015 per prospect vs Clay $149/month. Real-time search signals instead of database-cached firmographics for personalization.