Tag: MCP
A functional taxonomy for LLM inference in agentic tasks
A framework for understanding where LLM inference goes during agentic tasks: Initialization, Reasoning, Orchestration, and Synthesis. Consider "Reasoning Yield" as a way to measure how much inference is spent resolving uncertainty rather than mechanically advancing already-determined execution.
MCPJam's Prathmesh Patel, another bad GraphQL take, AI WG, and conference preview
Week of 2026-08-31 roundup
Chimwendo Banda laughs off resignation rumour
Malawi Congress Party (MCP) Secretary General Richard Chimwendo Banda has responded to a resignation rumour with a defiant message, insisting he has no plans to leave his position.A purported resignation letter bearing his name has been circulating on social media, prompting Chimwendo Banda to publicly dismiss it as fake.In a statement posted on his Facebook...
Letta Office Hours: MCP Tool Search, Teleportation, Cloud Files, and Agent Interfaces
Semantic MCP tool discovery, agent teleportation, Cloud Files, stateless queries, Agent SDK orchestration, cross-harness design, and interfaces that preserve human attention.
MCP + GraphQL, Robert Balicki on Isograph, HTTP QUERY, GraphQL clients
Week of 2026-08-24 roundup
a preview of v2
two weeks after the Rust conversion landed, here's what it unblocked: one coordinated v2 across every platform, aimed at the end of this week. and what's coming right behind it: your own agents reaching your journal, confidential processing you can verify, and a trust portal live at trust.solstone.app.
Stop Prompting Your AI Agent: Build an AWS Development System Instead
Stop writing bigger and bigger prompts for your AI coding agent. Learn how to build an AI-native AWS development environment using Cursor Rules, agent skills and plugins, the AWS MCP Server, and LocalStack so your agent has what it needs to build, test, and debug AWS applications locally before touching a real cloud account.
Stop Prompting Your AI Agent: Build an AWS Development System Instead
Stop writing bigger and bigger prompts for your AI coding agent. Learn how to build an AI-native AWS development environment using Cursor Rules, agent skills and plugins, the AWS MCP Server, and LocalStack so your agent has what it needs to build, test, and debug AWS applications locally before touching a real cloud account.
Stop Prompting Your AI Agent: Build an AWS Development System Instead
Stop writing bigger and bigger prompts for your AI coding agent. Learn how to build an AI-native AWS development environment using Cursor Rules, agent skills and plugins, the AWS MCP Server, and LocalStack so your agent has what it needs to build, test, and debug AWS applications locally before touching a real cloud account.
Stop Prompting Your AI Agent: Build an AWS Development System Instead
Stop writing bigger and bigger prompts for your AI coding agent. Learn how to build an AI-native AWS development environment using Cursor Rules, agent skills and plugins, the AWS MCP Server, and LocalStack so your agent has what it needs to build, test, and debug AWS applications locally before touching a real cloud account.
Stop Prompting Your AI Agent: Build an AWS Development System Instead
Stop writing bigger and bigger prompts for your AI coding agent. Learn how to build an AI-native AWS development environment using Cursor Rules, agent skills and plugins, the AWS MCP Server, and LocalStack so your agent has what it needs to build, test, and debug AWS applications locally before touching a real cloud account.
Stop Prompting Your AI Agent: Build an AWS Development System Instead
Stop writing bigger and bigger prompts for your AI coding agent. Learn how to build an AI-native AWS development environment using Cursor Rules, agent skills and plugins, the AWS MCP Server, and LocalStack so your agent has what it needs to build, test, and debug AWS applications locally before touching a real cloud account.
Stop Prompting Your AI Agent: Build an AWS Development System Instead
Stop writing bigger and bigger prompts for your AI coding agent. Learn how to build an AI-native AWS development environment using Cursor Rules, agent skills and plugins, the AWS MCP Server, and LocalStack so your agent has what it needs to build, test, and debug AWS applications locally before touching a real cloud account.
FastMCP 4 is GA
The new MCP, made Fast
Probing the MCP registry for anonymous access
A brief analysis of how MCP registry entries handle authentication
OAuth for MCP Servers with Cognito and Okta
When I added OAuth to the MixCraft MCP server, the identity provider was Clerk, and Clerk did the whole job: it was the OAuth authorization server the MCP client talked to, it signed in the user, and it issued the tokens the MCP server verified. The next remote MCP server I put behind a login had users who already sign in through Okta, so Okta had to be where the sign-in happened. Okta is the identity provider here, but most of the configuration is on the Cognito side: a Cognito user pool federa
A2A: Adversary to Adversary?
When do you choose Agent2Agent over MCP or subagents? It all has to do with administrative boundaries.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Using AWS's Official MCP Servers with LocalStack
AWS ships a fleet of official MCP servers that let agents write IaC, validate it, and invoke Lambda functions. Point them at LocalStack instead of real AWS, and an agent can build, harden, deploy, and test the cloud app locally. Here is how we wired them up and what happened.
Future of staff-level engineering, MCP auth, CLI dev, new GraphQL tagline, governance by default, API vs. Tool design
Week of 2026-08-10 roundup
MCP dispute deepens as veterans target offices
Leadership wrangles has rocked the opposition Malawi Congress Party
MCP cries foul over Kadzipatike arrest
MCP legal Director Kadzipatike arrested
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.
Give Your Coding Agent a Real Cloud to Break
We gave Claude Code the LocalStack MCP server and a production bug report about a broken dead-letter queue, then watched it deploy, reproduce the failure from App Inspector traces, fix the pipeline, and prove the fix, without touching an AWS account.