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Level UI • 19 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
7 Reactions 7 Comments
floxolab • Oct 11 • in Articles • 7 min read
How to Deduplicate Leads in n8n Before They Reach Your CRM
Lead deduplication is not one filter. A reliable n8n workflow separates repeated submissions from repeated people, normalizes the values used for comparison, checks persistent records, and lets the CRM enforce uniqueness whenever the destina...
  • crm
  • source
  • same
  • email
  • n8n
0 Reactions 0 Comments
floxolab • Oct 7 • in Articles • 9 min read
Find Keyword Cannibalization in Search Console | FloxoLab
Keyword cannibalization is an SEO diagnosis, not a Search Console status or a named Google penalty. The practical problem occurs when two or more pages on your site serve the same search intent and make it unclear which page should be the pr...
  • page
  • query
  • pages
  • same
  • useful
0 Reactions 0 Comments
floxolab • Sep 29 • in Articles • 7 min read
Topic Clusters for Small Sites: Avoid Cannibalization
A topic cluster is an editorial planning method, not a Google ranking feature. For a small site, its value is practical: assign every important page one primary job, connect related jobs with useful internal links, and stop creating a new URL for eve...
  • page
  • same
  • seo
  • pages
  • links
0 Reactions 0 Comments
floxolab • Sep 28 • in Articles • 7 min read
How to Get Cited in AI Search: Evidence, Structure, Limits
The practical goal is citation eligibility, not a guaranteed placement. A public page needs to be discoverable, understandable, specific enough to support a claim, and honest about where its evidence stops. Those same qualities improve the page for o...
  • search
  • page
  • citation
  • seo
  • same
0 Reactions 0 Comments
victor • Jul 21 • in Articles • 4 min read
Building Fraud-Resistant User Onboarding With KYC and Authentication
User onboarding is one of the easiest places for fraud to enter a business. It is fast, automated, and built to reduce friction, which also makes it attractive to bad actors. Fake identities, stolen credentials, bot signups, and account takeovers can...
  • onboarding
  • identity
  • fraud
  • user
  • same
3 Reactions 1 Comments
Tom Smithverified • 15 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
deadlock.go • Apr 19 • in Articles • 9 min read
The Mechanics of Compression: How 100GB Becomes 25GB
The Mechanics of Compression: How 100GB Becomes 25GB In an era of 4K streaming and massive cloud databases, we often take for granted that a 100GB backup can be shrunk down to 25GB. It isn’t magic—and it isn’t just “squeezing” bits. It’s a careful pr...
  • compression
  • same
  • get
  • stream
  • (e.g.
2 Reactions 1 Comments
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