Engineering insights
Tutorials, deep dives, and practical guides for building AI agents with real-time web search.
Voice Agents Need Search Grounding Under 3 Seconds
Voice AI agents need sub-3s search for real-time factual grounding during calls. Pre-cache common lookups and route by query type.
Why SaaS AI Stack Sprawl Costs More Than One API
Paying for 8 AI tools doing overlapping things is expensive and fragile. One tool per job, forced to earn its seat. Audit your search/data layer.
Winning Products Die Faster Now -- Track Them Earlier
Product lifecycle compression means 3-4 weeks to saturation. Automated Amazon + Google monitoring catches lifecycle signals before sales drop.
DIY Agency Rank Tracker Under $10/Month
Build daily rank tracking for agency clients at $0.005/keyword. Compare vs Ahrefs $99+/mo. Python script + Sheets + Slack alerts.
What Search Stack Do AI Agents Actually Need?
Agents need more than Google. Amazon for prices, Reddit for sentiment, YouTube for content. One API vs four separate subscriptions.
Automate Job Search with an MCP Server
Build job search automation using MCP. Agent searches Google Jobs and Reddit hiring threads via MCP tools.
Benchmark SERP API Providers: Honest Comparison 2026
Real comparison of 7 SERP API providers: pricing, coverage, legal risk, MCP support. Genuinely honest about every tradeoff.
Brave Search API Killed Its Free Tier - What Now?
Brave killed free API access in Feb 2026 and requires attribution on all plans. Here are your alternatives with real pricing comparisons.
Replace Brave Search in LangChain with Scavio
Brave's attribution requirement and removed free tier push LangChain devs to alternatives. Step-by-step migration code.
Build a Minimal MCP Search Server from Scratch
Build an MCP search server that wraps a search API. Learn the protocol, tool registration, and when to use hosted instead.
Claude Code Research Workflow with MCP Search
How developers use Claude Code with MCP search to look up current docs mid-coding. Config, examples, and real workflow.
Why Coding Agents Need Search Grounding in 2026
Coding agents generate outdated code from stale training data. MCP search grounding fixes this with zero agent code changes.
Hermes Agent Web Search Keeps Failing - Here's the Fix
Hermes Desktop Agent's built-in web search fails and rate-limits. Replace it with an MCP search server for reliable structured results.
Build a Job Search Agent That Actually Works
Most job search agents just wrap LinkedIn. Build one that aggregates Google Jobs, Reddit hiring threads, and career pages via search API.
Legal Research: Search API for Case Monitoring
Use search APIs for legal case monitoring. Track court filings, regulatory updates, and legal news automatically.
Local Research Stack: Obsidian + LLM + Search API
Build a local-first research stack with Obsidian for notes, a local LLM for processing, and a search API for live data.
MCP Docs Search Server for Dev Teams
Build an MCP server scoped to documentation sites for your team. Search docs from within your AI coding assistant.
Add Search to Claude Desktop in 5 Minutes via MCP
Claude Desktop has no built-in search. Add multi-platform search via MCP with 3 lines of config. Full setup walkthrough.
Multi-Platform Agency Client Reporting with One API
Generate automated agency client reports covering Google, YouTube, Reddit, Amazon visibility. One API, four platforms.
Automated YouTube Notes Pipeline for Obsidian
Search YouTube via API, extract metadata, and create structured Obsidian notes with frontmatter automatically.
Build a Perplexity-Style Search Tool with MCP
Build a search-then-synthesize tool using MCP. Agent searches, gets structured results, synthesizes answer with citations.
Add Reddit Search to Your Local Research Agent
Reddit's API needs OAuth and rate-limits aggressively. A search API simplifies Reddit search to one call. Integration pattern included.
Search API Token Budgets: Practical Guide
When to use tight token budgets vs loose ones for search-augmented LLMs. Math on cost impact per model tier.
SEO Keyword API for Agencies Without Ahrefs
Small agencies can't afford Ahrefs or Semrush. Build keyword research with SERP APIs: PAA extraction, SERP analysis, competitor gaps.
SerpAPI DMCA Lawsuit June 2026: What To Do
Google v SerpAPI oral arguments June 30, 2026. What the ruling could mean for your stack and how to prepare.
Token Budget Search: Save 40% on LLM Costs
Raw search results dumped into LLM context waste 40-60% of tokens. Implement token budgets to cut costs without losing answer quality.
YouTube Channel Analyzer via API (Not Scraping)
Analyze YouTube channels programmatically via search API. Track performance, find content gaps, compare competitors.
YouTube Impression Decay: Track It Before It's Gone
YouTube videos lose search visibility over time. Track position decay programmatically and know when to update titles.
AEO Is Not Replacing SEO (2026)
AEO is built on top of SEO, not replacing it. LLMs use search APIs under the hood. If you are not ranking, you are not appearing in AI answers.
Building an Agency Lead Gen Pipeline from Scratch
Compress 6 hours of manual prospecting into 30 minutes. Search, evaluate, score, and deliver qualified local business leads automatically.