guidemcpai
MCP for AI Coding Tools in 2026: What Actually Changes
A practical guide to MCP for AI coding tools: architecture, client support, security, workflows, limitations, and an evaluation checklist for 2026.
11 min read
Engineering research desk
Stellary Engineering Desk
The Stellary Engineering Desk publishes technical explainers for developers working with MCP, API integrations, AI agents, model selection, and workflow automation. Its content is grounded in implementation details, runtime behavior, and engineering constraints.
About this desk
Covers MCP, API design, coding models, agents, automation primitives, and the technical constraints behind AI-native delivery stacks.
Expertise
MCPREST APIsAI agentsModel evaluation
Articles
6
published or maintained articles
Articles
These articles are currently owned or maintained by this editorial desk.
guidemcpai
How to Connect AI Agents to Stellary via MCP
Connect Cursor, Claude Code, Claude Desktop, or an external agent to Stellary through MCP, with the right endpoint, identity, permissions, and autonomy mode.
6 min read
guideautomationsproduct
Save Hours Every Week with Stellary Automations
Learn how to set up powerful automations that handle repetitive work so your team can focus on what matters.
3 min read
mcpaiguide
MCP Explained: How the Model Context Protocol Works
A practical explanation of MCP architecture, tools, resources, transports, permissions, and the compatibility limits teams should understand before connecting AI to work systems.
6 min read
productguidemcp
API-First Project Management: Why You Need an API
Why API-first PM tools outperform closed ecosystems. How REST APIs, MCP, and programmable workflows enable modern project operations.
4 min read
aimcpproduct
Why Context Matters for AI Project Assistants
Learn how fresh, scoped, attributable project context improves AI assistants—and why retrieval, memory, permissions, and model training are different systems.
7 min read