Glama Blog

When Your Year of Work Gets Copied Overnight: What Actually Matters?
Written by punkpeye on .
startups
Scaling Agentic Commerce: Shopify's Implementation of the Interactive Model Context Protocol (MCP UI)
Written by Om-Shree-0709 on .
mcp
Shopify Engineering
AI Agents
E-commerce
Agentic Development
The Lethal Trifecta: Securing Model Context Protocol Against Data Flow Attacks
Written by Om-Shree-0709 on .
mcp
Agent Security
Data Leakage
Prompt Injection
Agentic Firewall
How VC Money Kills Great Products
Written by punkpeye on .
bootstrapping
startups
Engineering Enterprise-Grade Context: Making the Model Context Protocol (MCP) Viable for Financial Services
Written by Om-Shree-0709 on .
mcp
Agentic Ai
Financial Services
Enterprise
Context Managment
MCP Security Survival Guide: Architecting for Zero-Trust Tool Execution
Written by Om-Shree-0709 on .
mcp
LLM Security
Confused Deputy
AI Threat Modeling
Prompt Injection
Can Your AI Blackmail You? Inside the Security Risk of Agentic Misalignment
Written by Om-Shree-0709 on .
mcp
Agentic Ai
Deceptive Alignment
LLM Security
AI Threat Modeling
MCP Security: Navigating the Exploit Playbook for Agent
Written by Om-Shree-0709 on .
mcp
security
AI-agent
Prompt Injection
LLM Safety
Agentic Debugging with Time Travel: The Architecture of Certainty
Written by Om-Shree-0709 on .
mcp
Agentic Debugging
Time Travel Debugging
LLM Tools
Software Agent
The Model Context Protocol Registry: Standardizing Server Discovery in a Decentralized Ecosystem
Written by Om-Shree-0709 on .
Github
mcp
registries
decentralization
Accelerating Cloud App Development: Render's Implementation of the Model Context Protocol (MCP)
Written by Om-Shree-0709 on .
mcp
cloud debugging
Agent-Assisted Dev-Ops
MCP Guardrails: Mitigating Data Poisoning and Prompt Injection in AI Coding Assistants
Written by Om-Shree-0709 on .
mcp
AI Security
guardrails
Data Poisoning
Prompt Injection
TMCP: Reimagining Model Context Protocol Server Architecture with Modern TypeScript
Written by Om-Shree-0709 on .
mcp
serverless
AI-agent
TypeScript
JSON-RPC
What are Automations?
Written by punkpeye on .
documentation
automation
What are MCP Connectors?
Written by punkpeye on .
documentation
Using MCP to Access Smart Contracts and Oracles
Written by Om-Shree-0709 on .
Agentic Ai
Web 3
Nanobot by Obot.ai: Architecting Real MCP Agents with MCP-UI, Stateful Threads & Agent-to-Agent Patterns
Written by Om-Shree-0709 on .
mcp
AI-agent
Nanobot
Stateful Threads
AI Architecture
Backing up the MCP ecosystem: 3% of repos gone in under a year
Written by punkpeye on .
mcp
registries
Agent Identity for MCP: Prefactor's Approach to Secure, Auditable AI Agents (Demo + Deep Dive)
Written by Om-Shree-0709 on .
mcp
security
Agent Identity
Auditing
Prefactor
SaaS
Bridging AI and Blockchain: MCP’s Role
Written by Om-Shree-0709 on .
mcp
Agentic Ai
Web 3
Blockchain
Decentralized Applications
Running Efficient MCP Servers in Production: Metrics, Patterns & Pitfalls
Written by Om-Shree-0709 on .
mcp
Agentic Ai
Tool Use
API Design
Orchestrating Real-World Agent Workflows with MCP
Written by Om-Shree-0709 on .
mcp
LLMs
Agentic Ai
Enterprise Ai
Workflow Automation
X-Ray for Agents: Observability & Safe Tooling with MintMCP
Written by Om-Shree-0709 on .
observability
Agentic Ai
Enterprise
MintMCP
Automating GitHub Pull Request Security Checks with Glama AI Automation Feature
Written by Om-Shree-0709 on .
Github
security
automation
code-review
pull-requests
cybersecurity
Overriding MCP tool name, description, and input schema
Written by punkpeye on .
mcp
changelog
Obot MCP Gateway: An Enterprise Control Plane for the Model Context Protocol
Written by Om-Shree-0709 on .
mcp
Agentic Ai
Enterprise
MCP Gateway
Obot-mcp
Accelerating the Agent Economy: Building and Deploying MCP Servers with Contexta AI
Written by Om-Shree-0709 on .
mcp
Contexta AI
Agent-Economy
Serverless / PaaS Platforms
Automate Your Daily Routine with Glama AI Automation feature: A Step-by-Step Tutorial
Written by Om-Shree-0709 on .
mcp
automation
real-time-updates
discord bot
Rethinking Tool Calling: Towards a Scalable Standard
Written by Om-Shree-0709 on .
mcp
LLMs
Agentic System
UTCP
Tool Calling
One-Click Deployment for Any MCP Server
Written by punkpeye on .
mcp
security
sse
hosting
Exposing Agents as MCP Servers with mcp-agent
Written by Om-Shree-0709 on .
mcp
LastMile AI
AI-agent
mcp-agent
Based on Current Trends: Create LinkedIn, X, and Instagram Post Captions with Glama AI Automation feature: A Step-by-Step Tutorial
Written by Om-Shree-0709 on .
automation
Agentic Ai
Content Creation
RSS Feed Automation
Telegram Bot Integration
We are bringing back SSE
Written by punkpeye on .
sse
changelog
The Missing Gateway: Centralizing Security for the Model Context Protocol
Written by Om-Shree-0709 on .
mcp
AI Security
Gateway
Secure AI
Agentic System
Using Model Context Protocol for Real-Time PDF Intelligence in Healthcare
Written by Om-Shree-0709 on .
mcp
HealthCare AI
PDF Processing
Document Ingestion
Building Flexible MCP Tools with GraphQL and Rust
Written by Om-Shree-0709 on .
mcp
AI-agent
Apollo
GraphQl
Elicitation in MCP: Bridging the Human-AI Gap
Written by Om-Shree-0709 on .
mcp
Streamable HTTP
Elicitation
Agentic Ai
Comparing MCP vs LangChain/ReAct for Chatbots
Written by Om-Shree-0709 on .
mcp
react
LangChain
Chatbots
MCP for Customer Service: Integrating CRM with Chat
Written by Om-Shree-0709 on .
mcp
Tool Integration
Agent Protocol
Conversational AI
Chatbots
Securing Chatbots in Production with MCP
Written by Om-Shree-0709 on .
mcp
Conversational AI
Chatbots
Building Memory into Chatbots/Assistants with MCP
Written by Om-Shree-0709 on .
mcp
Tool Integration
Agent Protocol
Conversational AI
Chatbots
Connecting Virtual Assistants to Databases via MCP
Written by Om-Shree-0709 on .
mcp
Tool Integration
Agent Protocol
Conversational AI
Chatbots
Designing Tool-Enabled Chat Interfaces
Written by Om-Shree-0709 on .
mcp
Tool Integration
Agent Protocol
Conversational AI
Chatbots
Next‑Gen Chatbots: Extending Chat with MCP
Written by Om-Shree-0709 on .
mcp
Tool Integration
Agent Protocol
Conversational AI
Chatbots
Securing IoT Automation via MCP
Written by Om-Shree-0709 on .
mcp
security
IoT
Edge AI
Agent Workflows and Tool Design for Edge MCP Servers
Written by Om-Shree-0709 on .
mcp
security
IoT
Edge AI
Real-World Use Cases: Smart Home & Industrial IoT with MCP
Written by Om-Shree-0709 on .
mcp
security
IoT
Edge AI
Smart Devices
Implementing MCP on Edge Devices
Written by Om-Shree-0709 on .
security
cloud mcp servers
IoT
Edge AI
Smart Devices
Bringing AI to the Edge: MCP for IoT
Written by Om-Shree-0709 on .
mcp
security
IoT
Edge AI
Smart Devices
Monitoring and Security for MCP based AI Systems
Written by Om-Shree-0709 on .
mcp
security
cloud mcp servers
Agentic Ai
Building AI CI/CD Pipelines with MCP
Written by Om-Shree-0709 on .
mcp
CI/CD
automation
Can MCP Tools Remember Things Between Calls?
Written by Om-Shree-0709 on .
mcp
stateless
Redis
memory
Why MCP Uses JSON-RPC Instead of REST or gRPC
Written by Om-Shree-0709 on .
mcp
REST
gRPC
RPC
Cloud-Native AI: Leveraging MCP for Scalable Integrations
Written by Om-Shree-0709 on .
DevOps
cloud mcp servers
Case Study – Automating an ETL Pipeline with MCP
Written by Om-Shree-0709 on .
mcp
Data Science
ETL
Pipeline
Agentic Ai
Integrating Data Tools and Models with MCP
Written by Om-Shree-0709 on .
mcp
Data Science
AI-agent
Using MCP with Jupyter Notebooks: Agent‑Driven Workflow in Python
Written by Om-Shree-0709 on .
mcp
Jupyter
Data Science
Agentic Ai
Getting Started: Deploying an MCP Server for Data Projects
Written by Om-Shree-0709 on .
mcp
Data Science
Agentic Ai
MCP in Data Science: Streamlining AI Workflows
Written by Om-Shree-0709 on .
Data Science
Pipeline
Agentic Ai
Building, Deploying & Using Fabric RTI MCP Server
Written by Om-Shree-0709 on .
mcp
servers
microsoft
Fabric
RTI
Microsoft Fabric RTI MCP Server
Written by Om-Shree-0709 on .
mcp
Microsoft Fabric
servers
Building an MCP Server/Client in Windows 11
Written by Om-Shree-0709 on .
mcp
Windows
Ai Foundry
servers
How the Windows MCP Registry & Security Model Works in Windows 11
Written by Om-Shree-0709 on .
mcp
Windows
Ai Foundry
security
Introduction to Windows AI Foundry & MCP on Windows 11
Written by Om-Shree-0709 on .
mcp
Windows
Foundry
How to Use MCP Inspector with Remote or Cloud‑hosted MCP Servers
Written by Om-Shree-0709 on .
mcp
cloud mcp servers
MCP Inspector
Keeping MCP Inspector Safe: Lessons from CVE‑2025‑49596
Written by Om-Shree-0709 on .
mcp
MCP Inspector
Agentic Ai
MicroVMs Over Containers: A Safer Execution Path for AI Agents
Written by Om-Shree-0709 on .
mcp
MicroVMs
sandbox
assistant tools
AI-agent
Using MCP Inspector to Test Tools, Prompts, and Resources
Written by Om-Shree-0709 on .
mcp
MCP Inspector
Agentic Ai
How MCP Inspector Works: A Simple Look at Its Architecture and Setup
Written by Om-Shree-0709 on .
mcp
MCP Inspector
AI-agent
Building Protected MCP Servers – Insights from Den Delimarsky
Written by Om-Shree-0709 on .
mcp
servers
Best Practices
Agentic Ai
Please Make Jarvis So I Don’t Have To – Vision from Kent C. Dodds
Written by Om-Shree-0709 on .
mcp
Agentic Ai
From Experiment to Enterprise: Scaling MCP at Block
Written by Om-Shree-0709 on .
mcp
Block
Agentic Ai
Understanding AWS Agents: Strands, Bedrock Agents, and AgentCore with MCP
Written by Om-Shree-0709 on .
Strands Agents SDK
mcp
Bedrock Agent
Agent Core
AWS
Agentic Ai
Observability & Governance: Using OTEL, Guardrails & Metrics with MCP Workflows
Written by Om-Shree-0709 on .
Strands Agents SDK
mcp
observability
otel
guardrails
AWS
Agentic Ai
Serverless Scaling: Deploying Strands + MCP on AWS
Written by Om-Shree-0709 on .
Strands Agents SDK
mcp
serverless
Fargate
ECS
EKS
AWS
Agentic Ai
Implementing a Basic Strands Agent with MCP Servers
Written by Om-Shree-0709 on .
Strands Agents SDK
mcp
AWS
Agentic Ai
Understanding AWS Strands Agents, an Open Source AI Agents SDK
Written by Om-Shree-0709 on .
Strands Agents SDK
mcp
Model-First Development
opentelemetry
LLMs
AI-agent
AWS
Agentic Ai
Scaling Enterprise GenAI with MCP (Bloomberg Case Study)
Written by Om-Shree-0709 on .
mcp
GenAI
Bloomberg
Agentic Ai
Typed Composition with MCP: Experiments from Dagger
Written by Om-Shree-0709 on .
mcp
Dagger
Building a MCP Server for Agentic Commerce (PayPal Edition)
Written by Om-Shree-0709 on .
mcp
Paypal
Agentic Ai
Getting Started with Browser MCP: Automate Web Browsing with AI and MCP Protocol
Written by Om-Shree-0709 on .
browser
mcp
automation
The Story of Git MCP
Written by Om-Shree-0709 on .
mcp
open source
Git MCP
AI Dev Tools
cloudflare
Generating Use Case-Specific MCP Servers with Postman
Written by Om-Shree-0709 on .
mcp
Postman
Agentic Ai
Next-Gen Agent Architectures with MCP: A Guide for Builders
Written by Om-Shree-0709 on .
MCP Registry: Standardizing Server Discovery
Written by Om-Shree-0709 on .
mcp
ai use cases
registries
MCP Project Update (Part 2): Ecosystem, Registries & Governance
Written by Om-Shree-0709 on .
mcp
Project
Ecosystem
governance
registries
MCP Project Update (Part 1): Protocol Evolution & Technical Insights
Written by Om-Shree-0709 on .
mcp
evolution
insights
Tools, Resources, and URI Schemes in MCP
Written by Om-Shree-0709 on .
mcp
assistant tools
security
Multi-Agent Collaboration with MCP: How AWS Tackles Inter-Agent Communication
Written by Om-Shree-0709 on .
mcp
Getting started with MCP Desktop Extensions (DXT) in Claude Desktop
Written by Om-Shree-0709 on .
mcp
ClaudeDesktop
DXTExtension
anthropic
vscode
MongoDB Integration in VS Code Using MongoDB MCP: A Step-by-Step Tutorial
Written by Om-Shree-0709 on .
mcp
mongodb
vscode
Exploring MCP’s Hidden Primitives: Prompts, Resources, Sampling & Roots
Written by Om-Shree-0709 on .
mcp
context-handling
anthropic
AI-agent
OAuth for MCP: A Developer’s Guide
Written by Om-Shree-0709 on .
mcp
oAuth
Secure
Authentication
GitHub Integration in VS Code Using Docker MCP: A Step-by-Step Tutorial
Written by Om-Shree-0709 on .
Github
mcp
vscode
Docker
How to use agents?
Written by punkpeye on .
documentation
How to install and use MCP servers?
Written by punkpeye on .
mcp
documentation
MCP vs A2A vs ACP: Comparing Agent Protocols
Written by Om-Shree-0709 on .
mcp
A2A
ACP
AI-agent
What is glama.json?
Written by punkpeye on .
mcp
documentation
Securing MCP in an Agentic World
Written by Om-Shree-0709 on .
mcp
How Persistent Memory Supercharges Your MCP Server (with Cloudflare)
Written by Om-Shree-0709 on .
mcp
cloudflare
Designing Smarter MCP Workflows with Middleware – Practical Ideas & Code
Written by Om-Shree-0709 on .
mcp
Deploy a Minimal MCP Server on AWS Lambda — Fast & Serverless
Written by Om-Shree-0709 on .
mcp
React Router v7 and Fastify
Written by punkpeye on .
remix
fastify
react-router
NLWeb: Microsoft's Protocol for AI-Powered Website Search
Written by punkpeye on .
mcp
nlweb
microsoft
MCP vs API
Written by punkpeye on .
mcp
openapi
The Model Context Protocol (MCP): A USB‑C Port for AI Applications
Written by Om-Shree-0709 on .
mcp
guide
Adding Observability to a React Router v7 app
Written by punkpeye on .
opentelemetry
react-router
Model Context Protocol (MCP) Evals
Written by punkpeye on .
mcp
evals
MCP server directory API
Written by punkpeye on .
mcp
api
MCP Discord
Written by punkpeye on .
mcp
discord
Preventing React Router Server Code Bundling in Vite
Written by punkpeye on .
remix
fastify
react-router
Using AI to find bugs in open-source projects
Written by punkpeye on .
mcp
ai
llm
Model Context Protocol (MCP) Quickstart
Written by punkpeye on .
mcp
typescript
anthropic
Splitting markdown documents for RAG
Written by punkpeye on .
Serverless AI Tools: Create LLM Functions in Your Browser
Written by punkpeye on .
javascript
engineering
serverless
Customizing Scrollbar Using CSS
Written by punkpeye on .
css
macOS
engineering
Windows
Automating macOS using Claude Computer Use
Written by punkpeye on .
macOS
anthropic
automation
Computer Use by Anthropic: A 5-Minute Setup Guide and Demo
Written by punkpeye on .
browser
anthropic
automation
Rendering Markdown in React without react-markdown
Written by punkpeye on .
markdown
engineering
react
What makes a good API key?
Written by punkpeye on .
api
engineering
security
Implementing Tool Functionality in Conversational AI
Written by punkpeye on .
OpenAI
assistant tools
open source
TypeScript
Perfecting Text Input: The Art of Subtle Details
Written by punkpeye on .
ux
product design
Replacing GitHub Copilot with Local LLMs
Written by punkpeye on .
local llm
ollama
llm
vscode
No Single LLM Can Be Trusted in Isolation
Written by punkpeye on .
llm
trust
multi-modal
Chat Cost Calculator API for LLMs
Written by punkpeye on .
cost
api
Using LLMs to reduce sign-up & onboarding friction
Written by punkpeye on .
ui
data normalization
ux
ai use cases
typescript
engineering
Using command bar to change model
Written by punkpeye on .
command bar
changelog
OpenAI is shockingly good at unminifying code
Written by punkpeye on .
engineering
openai