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⚡ AI Lessons

Dev.to · Merlonix
3d ago
Running a Monitoring SaaS on Cloudflare Workers + Supabase for Almost Nothing
The real architecture behind a monitoring SaaS: eight Cloudflare Workers, static Pages, CF Queues, one Supabase Postgres — a revenue-gated cron throttle, SSRF-g

Dev.to · Merlonix
3d ago
Debugging a 401 From a Remote MCP Server
A 401/403 from a remote MCP server is one of two very different things: a healthy server asking for a credential, or a broken auth config. How to tell them apar

Dev.to · Merlonix
☁️ DevOps & Cloud
⚡ AI Lesson
3d ago
Detecting Tool + Schema Drift in a Remote MCP Server
A remote MCP server can change its tool list or a tool's input schema without ever failing a health check. What counts as drift, why it breaks agents silently,

Dev.to · Merlonix
3d ago
MCP SSE vs Streamable HTTP: Differences + How to Detect
What each MCP transport looks like on the wire, why the spec moved past SSE, and a two-request sequence that tells you which transport any server speaks.

Dev.to · Merlonix
3d ago
Tool Poisoning: How a Hidden Instruction in Your OpenAPI Spec Can Hijack an AI Agent
A hidden instruction smuggled into an OpenAPI summary or description is invisible to a human skimming the spec but read verbatim by the agent deciding how to ca

Dev.to · Merlonix
☁️ DevOps & Cloud
⚡ AI Lesson
3d ago
How to Health-Check a Remote MCP Server (HTTP 200 Is Not Enough)
What "up" actually means for an MCP server: the JSON-RPC initialize handshake, protocol-version sanity, tools/list, schema drift, and auth posture — with a curl

Dev.to · Merlonix
3d ago
Why MCP initialize Fails: A Diagnostic Taxonomy
MCP initialize failures decoded: wrong path, GET vs POST, 405/406, Accept headers, version mismatch, auth, SSE hangs, CORS, session ids — symptom, cause, fix.

Dev.to · Merlonix
3d ago
An AI Agent Has Run This SaaS for 580+ Sessions. It Has Zero Customers.
An autonomous AI agent has operated Merlonix for 580+ working sessions: built the product, shipped SKUs, deploys to production autonomously — and acquired zero
DeepCamp AI