I’ve been working on the SEOSiri MCP Suite—an evolving infrastructure layer for developers building with AI agents. Current architecture: ⚙️ 16 MCP Servers 🧠 163 AI Tools 🌐 11 Edge Gateways 🗺️ Interactive MCP Topology 📦 Developer packages & integra...

Hey CoderLegion community, When connecting LLMs or AI agents directly to production databases or third-party APIs like HubSpot, Stripe, or GitHub, two major problems usually pop up: Unsanitized PII/PHI leaks right into the model's context. Fragmented...

We're preparing our HubSpot app for Marketplace submission and are looking for 3 developers or HubSpot users to help validate our OAuth installation flow. The goal is to ensure a smooth, secure, and reliable installation experience before the app go...

As AI agents become more capable, they also need a standardized way to interact with APIs, databases, files, developer tools, and external services. That's where the Model Context Protocol MCP comes in. To help developers explore the ecosystem, I pu...

We just officially open-sourced seosiri-biorobotics v1.0.0, a stateless, local-first Model Context Protocol MCP server designed to bridge the integration gap between biological datasets and physical robotic actuators. 🛠️ The Architecture: Decoupling...

As developers and technical founders, we build APIs, write documentation, and manage digital architectures. But under modern cybersecurity compliance frameworks like SOC2, ISO 27001, or NIS2, we face a strict corporate mandate: hosting an active vuln...

Hey developers and full-stack builders, When we build and deploy APIs, npm packages, or custom developer utilities, our focus is naturally on writing clean code, maintaining REST/GraphQL standards, and ensuring fast response times. But there is a mas...

The formatting issue shown in your screenshot occurs because the Markdown editor interpreted leading spaces or tabs indentations as a command to generate a dark code block. To fix this, here is the complete, clean text of your article. Every line is...

Architecting for the LLM1 Layer: Why Your Web Infrastructure Needs to Pivot for SEO, AEO, and GEO The shift from standard Google search results to AI-generated answers is fundamentally changing how web clients ingest, parse, and cite our code. Web ...

Hey developers and tech founders, We’ve all seen the rapid adoption of the /llms.txt standard. It is an elegant, open-source way to declare our system documentation, core application routes, and API endpoints for clean LLM crawler ingestion GPTBot, ...

As software engineers and SaaS builders, we often focus 100% of our energy on writing clean code, designing robust APIs, and optimizing database performance. But when it comes to launching and scaling our products, we face a major operational hurdle:...

For developers, SaaS builders, and indie hackers, shipping a great product is only half the battle. The other half is distribution. But if you are still relying on traditional social sharing pipelines to drive traffic to your repositories or landing ...

!http:// When building enterprise FinTech tools, the standard industry playbook usually looks like this: build a React/Vue frontend, send sensitive user financial data via REST API to a heavy backend like Python/FastAPI or Node.js, crunch the numbers...

For software developers, SaaS builders, and technical architects, building a great product is only half the battle. If your web application, developer utility, or open-source package isn't properly indexed and cited by modern AI search models, you mi...

Stop Fixing Syntax. Start Architecting Solutions. For software developers, full-stack engineers, and cloud architects, standard linters are no longer enough. Standard linters only tell you where a syntax error is; they don't tell you why your softwa...

For software developers, SaaS builders, and technical architects, building a great product is only half the battle. If your web application, developer utility, custom extension, or open-source package isn't properly indexed and understood by AI searc...

As software developers, we must treat physical IoT hardware as a secured endpoint. Relying on unencrypted, local Wi-Fi connections to trigger microcontrollers leaves physical devices vulnerable to packet sniffing and local network exploits. In this ...

For a long time, standard practice dictated that complex financial calculations belonged on a secure backend server. But for the SEOSiri CapEx Engine https://capex.seosiri.com, we needed to guarantee absolute data sovereignty for enterprise users. Se...

Recently, I noticed WordPress-style requests appearing in traffic logs for a Blogger-hosted, and Custom build website. Examples included: • /wp-admin • /wp-login.php • /xmlrpc.php At first glance, many website owners assume this means their site h...