Supabase

SEO Smooth Reports AI-Driven Search Visibility Gains

Florida-based digital marketing agency SEO Smooth reorganized its operations around multi-model AI tooling and agentic automation, and reports substantial gains in organic search visibility per third-party analytics. Semrush data cited in the article shows the agency’s site ranks for about 3,600 organic keywords, draws ~3,300 monthly organic visits, and has 51,000+ backlinks from over 2,100 referring domains; organic keywords grew more than fourfold and traffic more than doubled since the start of 2026. SEO Smooth built internal systems including an AI voice agent, custom Model Context Protocol servers, a multi-model inference stack, and automated reporting and bid management. The agency runs 20+ integrated AI tools, 8 autonomous agents, and 40+ custom automation skills, and reports client outcomes such as a ~30% lift in PPC return on ad spend for a storage client.

Build an MCP server with Air Pipe and Postgres

A step-by-step technical guide showing how to build an MCP (model-calling protocol) server using Air Pipe and a Postgres database. The tutorial provides a schema (mcp_tenants, mcp_tokens, mcp_tasks), a single-file Air Pipe config exposing MCP tools (list_tasks, create_task), deployment instructions (managed or self-hosted), token minting (HS256 / SOLO_SECRET), verification via curl, and instructions to point MCP clients (e.g., Claude Desktop, Claude Code, Cursor) at the endpoint. It also covers multi-tenant token exchange, runtime revocation using a jti denylist, gating tool discovery with list_authorizer, observability (Prometheus/OpenTelemetry traces), known limitations, and links to ready-made packs (MCP Postgres Starter, MCP Quickstart).

AWS partners with Superblocks to embed vibe coding

Superblocks, a vibe-coding startup, announced a multiyear joint marketing agreement with Amazon Web Services (AWS) to allow its tool to be embedded inside customers' private AWS clouds. The integration ensures apps built with Superblocks run inside an enterprise's AWS account (spinning up Amazon Aurora databases) and can integrate with Amazon Bedrock, keeping data inside corporate cloud environments. AWS will also assist in selling Superblocks via its partner channels. Superblocks has about 50 employees and had raised $60 million at Series A (announced May 2025), backed by Spark Capital, Kleiner Perkins, Meritech Capital and Greenoaks. The deal is an example of hyperscalers pushing enterprises to run AI/agentic tooling and orchestration inside their clouds to avoid data leakage and vendor lock-in.