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Renato Marinho

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Location Lisbon Joined Joined on Personal website https://vinkius.com github website

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Bridging the Skill Gap: Connecting Degreed to AI Agents via MCP

Bridging the Skill Gap: Connecting Degreed to AI Agents via MCP

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4 min read

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Beyond Scraping: Operationalizing Aviation Intelligence with MCP

Beyond Scraping: Operationalizing Aviation Intelligence with MCP

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4 min read
Stop writing MCP tool descriptions like a human is reading them

Stop writing MCP tool descriptions like a human is reading them

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Stop Leaking Secrets into your LLM Context Windows

Stop Leaking Secrets into your LLM Context Windows

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Beyond Chatbots: Using ToolJet MCP to Turn AI Agents into Operations Engineers

Beyond Chatbots: Using ToolJet MCP to Turn AI Agents into Operations Engineers

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The telemetry gap: Bringing Volvo's Connected API into the MCP ecosystem

The telemetry gap: Bringing Volvo's Connected API into the MCP ecosystem

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Stop manually monitoring SERPs: Using MCP to turn your AI into an SEO architect

Stop manually monitoring SERPs: Using MCP to turn your AI into an SEO architect

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Stop Guessing If Your Agents Are Actually Learning From Their Mistakes

Stop Guessing If Your Agents Are Actually Learning From Their Mistakes

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Stop letting your AI agents hallucinate test failures

Stop letting your AI agents hallucinate test failures

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Stop writing glue code for telephony APIs

Stop writing glue code for telephony APIs

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Stop Regex-ing User-Agents. Give Your AI Agent a Parser Instead.

Stop Regex-ing User-Agents. Give Your AI Agent a Parser Instead.

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Your LLM Is Hallucinating Your Logs (And How MCP Fixs It)

Your LLM Is Hallucinating Your Logs (And How MCP Fixs It)

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Turning Claude into an Orchestrator for Cursor Cloud Agents

Turning Claude into an Orchestrator for Cursor Cloud Agents

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Stop switching tabs to check coverage: Integrating Codecov into your AI agent's workflow

Stop switching tabs to check coverage: Integrating Codecov into your AI agent's workflow

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Engineering an Autonomous Support Loop with Aidbase and MCP

Engineering an Autonomous Support Loop with Aidbase and MCP

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Beyond the Snapshot: Integrating 30-Day Environmental Intelligence into AI Agents

Beyond the Snapshot: Integrating 30-Day Environmental Intelligence into AI Agents

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Stop Browsing Dashboards: Using MCP to Turn AI Agents into Google Ads Managers

Stop Browsing Dashboards: Using MCP to Turn AI Agents into Google Ads Managers

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Stop asking LLMs to do math: Providing Claude/Cursor with deterministic construction logic via MCP

Stop asking LLMs to do math: Providing Claude/Cursor with deterministic construction logic via MCP

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Turning Claude into a Code Quality Auditor with MCP

Turning Claude into a Code Quality Auditor with MCP

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The Problem with AI-Generated 'Shadow' Duplication

The Problem with AI-Generated 'Shadow' Duplication

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Stop manually managing seats: Automating CodeRabbit administration via MCP

Stop manually managing seats: Automating CodeRabbit administration via MCP

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Stop manually curling port 9600: Using MCP to triage Logstash bottlenecks

Stop manually curling port 9600: Using MCP to triage Logstash bottlenecks

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Stop switching tabs: Managing Postmark infrastructure directly from your AI agent

Stop switching tabs: Managing Postmark infrastructure directly from your AI agent

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Stop leaving your IDE to manage translations

Stop leaving your IDE to manage translations

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Why your AI agent needs more than just an OpenAI API key

Why your AI agent needs more than just an OpenAI API key

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Your incident postmortems aren't investigations; they're fan fiction.

Your incident postmortems aren't investigations; they're fan fiction.

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Moving from 'checking reviews' to 'running campaigns': The Agentic workflow shift

Moving from 'checking reviews' to 'running campaigns': The Agentic workflow shift

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Automating Local SEO uncertainty: Using MCP to orchestrate Local Falcon geo-grid scans

Automating Local SEO uncertainty: Using MCP to orchestrate Local Falcon geo-grid scans

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Stop navigating dashboards: Automating Douyin Local Life with MCP

Stop navigating dashboards: Automating Douyin Local Life with MCP

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Beyond Content Generation: Turning Claude into a Local SEO Manager via MCP

Beyond Content Generation: Turning Claude into a Local SEO Manager via MCP

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Stop switching tabs: Managing Buildkite via MCP

Stop switching tabs: Managing Buildkite via MCP

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Stop Prompting LLMs to do Legal Math. It's Broken.

Stop Prompting LLMs to do Legal Math. It's Broken.

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Stop switching tabs for translations: Automating Localazy via MCP

Stop switching tabs for translations: Automating Localazy via MCP

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Why you shouldn't give your AI agent 'Publish' access to WordPress

Why you shouldn't give your AI agent 'Publish' access to WordPress

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Stop writing glue code: Orchestrating Mistral infrastructure via MCP

Stop writing glue code: Orchestrating Mistral infrastructure via MCP

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Stop giving your LLM Admin rights: Why surgical MCP servers are the only way to automate WordPress

Stop giving your LLM Admin rights: Why surgical MCP servers are the only way to automate WordPress

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Surgical SEO: Automating WordPress Metadata without giving AI full access

Surgical SEO: Automating WordPress Metadata without giving AI full access

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Stop writing Anthropic API wrappers and start using MCP

Stop writing Anthropic API wrappers and start using MCP

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The Silent Killer of Context Windows: Why Token Estimation is Failing Your Agents

The Silent Killer of Context Windows: Why Token Estimation is Failing Your Agents

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Decoupling Prompt Engineering from your Deployment Pipeline

Decoupling Prompt Engineering from your Deployment Pipeline

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The Signal Problem: Why your AI Agent needs Social Intelligence, not just Price Feeds

The Signal Problem: Why your AI Agent needs Social Intelligence, not just Price Feeds

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Moving Beyond 'Write-Only' AI: Executing Social Media Operations via MCP

Moving Beyond 'Write-Only' AI: Executing Social Media Operations via MCP

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The Illusion of Simple AI Posting: Why Social Media APIs are the Ultimate Agent Killer

The Illusion of Simple AI Posting: Why Social Media APIs are the Ultimate Agent Killer

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Your AI Agent doesn't need more tools. It needs better orchestration.

Your AI Agent doesn't need more tools. It needs better orchestration.

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Your AI agent has ammuisic, and your documentation is paying the price

Your AI agent has ammuisic, and your documentation is paying the price

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Multi-agent orchestration is just hope masquerading as architecture

Multi-agent orchestration is just hope masquerading as architecture

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Why your AI agent shouldn't have access to your Gmail

Why your AI agent shouldn't have access to your Gmail

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The Observability Gap: Managing Multi-Agent Swarms with MCP

The Observability Gap: Managing Multi-Agent Swarms with MCP

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Experiment tracking is a dashboard problem. Until it isn't.

Experiment tracking is a dashboard problem. Until it isn't.

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Can your AI agent actually manage ML infrastructure?

Can your AI agent actually manage ML infrastructure?

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The end of hardcoded model prompts: Building agents that discover their their own infrastructure

The end of hardcoded model prompts: Building agents that discover their their own infrastructure

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Stop browsing Hugging Face like it's 2015

Stop browsing Hugging Face like it's 2015

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Security automation is a lie unless you can talk to it.

Security automation is a lie unless you can talk to it.

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I stopped checking my Modal dashboard because my agent does it for me

I stopped checking my Modal dashboard because my agent does it for me

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The Zod trap: Why your AI agent is breaking MCPFusion architecture

The Zod trap: Why your AI agent is breaking MCPFusion architecture

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Your AI agent isn't scraping; it's just failing to read.

Your AI agent isn't scraping; it's just failing to read.

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Security triage shouldn't happen in another browser tab.

Security triage shouldn't happen in another browser tab.

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Your AI Agent just leaked your Stripe key. Here's how to stop it before the commit.

Your AI Agent just leaked your Stripe key. Here's how to stop it before the commit.

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The security dashboard is where productivity goes to die

The security dashboard is where productivity goes to die

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The context-switching tax is killing your AI agent's utility

The context-switching tax is killing your AI agent's utility

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