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Coders End, from Typers to Thinkers

After 10 years in software development, wearing different hats, my approach to building changed in 2025. With AI, I’m finally developing the way I’ve long believed we should. From Typers to Thinkers I’ve genuinely come to believe the real value of my craft lies in architecture: how things are thought out, assembled, structured, and named. I have long considered that the technical part of a project was successful when the code was readable, maintainable, with the right abstractions in the righ

Topics: ai code mcp real time

Show HN: MCP Server Installation Instructions Generator

This project was originally created to serve html requests for users who tried to access a mcp url that was secured by the hyprmcp/mcp-gateway in the browser. Checkout the installation instructions for this hosted mcp server here: https://demo.hyprmcp.cloud/mcp-install-instructions-generator/mcp How To Install a Remote MCP server? Instructing users on how to install an MCP server is hard, because configuration is different for each client. If this has been your experience hosting an MCP server

Show HN: AI-powered web service combining FastAPI, Pydantic-AI, and MCP servers

Tech Trends Agent πŸš€ A robust, scalable AI-powered web service combining FastAPI, Pydantic-AI, and MCP servers This project demonstrates how to build a production-ready AI-powered web service by combining three cutting-edge, open-source technologies: FastAPI for high-performance asynchronous APIs Pydantic-AI for type-safe, schema-driven agent construction Model Context Protocol (MCP) servers as plug-and-play tools A quick glance at the UI: type a question, choose sources (Hacker News and/or W

Topics: agent api ea mcp ui

Building a Deep Research Agent Using MCP-Agent

Documenting my journey building a general-purpose deep research agent powered by MCP, and sharing the valuable (and sometimes painful) lessons learned along the way. Background My name is Sarmad Qadri and I'm the creator of the open source project, mcp-agent. My philosophy for agent development in 2025 can be summarized as – MCP is all you need. Or more verbosely: Connect state-of-the-art LLMs to MCP servers, and leverage simple design patterns to let them make tool calls, gather context and m

Show HN: An MCP Gateway to block the lethal trifecta

OpenEdison πŸ”’βš‘οΈ The Secure MCP Control Panel Connect AI to your data/software securely without risk of data exfiltration. Gain visibility, block threats, and get alerts on the data your agent is reading/writing. OpenEdison solves the lethal trifecta problem, which can cause agent hijacking & data exfiltration by malicious actors. Join our Discord for feedback, feature requests, and to discuss MCP security for your use case: discord.gg/tXjATaKgTV πŸ“§ To get visibility, control and exfiltration

Building Supabase-Like OAuth Authentication for MCP Servers

I am Jakob, an Engineer at Hypr MCP, where we help companies connect their internal applications to LLM-based workflows with the power of MCP servers. Join our waitlist or book a demo to learn more. In this blog post, I want to show you how and why we built an MCP Server Gateway that acts as a reverse proxy for one or more upstream MCP servers while adding support for the authorization framework provided by the MCP specification. The Model Context Protocol (MCP) has emerged as the de-facto stan

Le Chat: Custom MCP Connectors, Memories

Today, we’re giving you more reasons to switch to Le Chat. The widest enterprise-ready connector directory (beta), with custom extensibility, making it easy to bring workflows into your AI assistant. Directory of 20+ secure connectorsβ€”spanning data, productivity, development, automation, commerce, and custom integrations. Search, summarize, and act in tools like Databricks, Snowflake, GitHub, Atlassian, Asana, Outlook, Box, Stripe, Zapier, and more. Custom extensibility: Add your own MCP conne

Le Chat. Custom MCP Connectors. Memories

Today, we’re giving you more reasons to switch to Le Chat. The widest enterprise-ready connector directory (beta), with custom extensibility, making it easy to bring workflows into your AI assistant. Directory of 20+ secure connectorsβ€”spanning data, productivity, development, automation, commerce, and custom integrations. Search, summarize, and act in tools like Databricks, Snowflake, GitHub, Atlassian, Asana, Outlook, Box, Stripe, Zapier, and more. Custom extensibility: Add your own MCP conne

Building your own CLI coding agent with Pydantic-AI

Learning by doing Ben O’Mahony is Principal AI Engineer at Thoughtworks. He is a results-driven AI/Engineering leader with a track record of building high-performing teams and shipping business-critical AI, ML and data products and platforms at scale. He has deep expertise across the full Engineering and Data lifecycle from research to production deployment. Ben is adept at defining technical strategy, driving execution and partnering cross-functionally to deliver measurable impact. Recently Be

Topics: agent code mcp run tests

Launch HN: Dedalus Labs (YC S25) – Vercel for Agents

Hey HN! We are Windsor and Cathy of Dedalus Labs ( https://www.dedaluslabs.ai/ ), a cloud platform for developers to build agentic AI applications. Our SDK allows you to connect any LLM to any MCP tools – local or hosted by us. No Dockerfiles or YAML configs required. Here’s a demo: https://youtu.be/s2khf1Monho?si=yiWnZh5OP4HQcAwL&t=11 Last October, I (Windsor) was trying to build a stateful code execution sandbox in the cloud that LLMs could tool-call into. This was before MCP was released, a

The McPhee method for writing deeply reported nonfiction

When I first started writing for a real publication, I taught myself β€œreporting” with a simple self-made curriculum unfolding over six or seven articles. The first two pieces I wrote from my head, with reference to things I already knew or to books I’d read. For the third, I actually got out of the house, but didn’t yet have to play the journalist; I just wrote about taking a flying lesson in a small airplane. The fourth article required more gumption: I decided to shadow a friend of mine for a

MCP Gateway and Registry

MCP Gateway Model Context Protocol gateway & proxy - unify REST, MCP, and A2A with federation, virtual servers, retries, security, and an optional admin UI. ContextForge MCP Gateway is a feature-rich gateway, proxy and MCP Registry that federates MCP and REST services - unifying discovery, auth, rate-limiting, observability, virtual servers, multi-transport protocols, and an optional Admin UI into one clean endpoint for your AI clients. It runs as a fully compliant MCP server, deployable via P

Developers lose focus 1,200 times a day β€” how MCP could change that

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now Software developers spend most of their time not writing code; recent industry research found that actual coding accounts for as little as 16% of developers’ working hours, with the rest consumed by operational and supportive tasks. As engineering teams are pressured to β€œdo more with less” and CEOs are bragging about how much of their codeb

DeepCode: Open Agentic Coding

β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•—β–ˆβ–ˆβ•”β•β•β•β•β•β–ˆβ–ˆβ•”β•β•β•β•β•β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•—β–ˆβ–ˆβ•”β•β•β•β•β•β–ˆβ–ˆβ•”β•β•β•β–ˆβ–ˆβ•—β–ˆβ–ˆβ•”β•β•β–ˆβ–ˆβ•—β–ˆβ–ˆβ•”β•β•β•β•β• β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•”β•β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•”β•β•β• β–ˆβ–ˆβ•”β•β•β• β–ˆβ–ˆβ•”β•β•β•β• β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•‘ β–ˆβ–ˆβ•‘β–ˆβ–ˆβ•”β•β•β• β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•”β•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—β–ˆβ–ˆβ•‘ β•šβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•—β•šβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•”β•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•”β•β–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ–ˆβ•— β•šβ•β•β•β•β•β• β•šβ•β•β•β•β•β•β•β•šβ•β•β•β•β•β•β•β•šβ•β• β•šβ•β•β•β•β•β• β•šβ•β•β•β•β•β• β•šβ•β•β•β•β•β• β•šβ•β•β•β•β•β•β• DeepCode: Open Agentic Coding Advancing Code Generation with Multi-Agent Systems πŸ–₯️ Interface Showcase πŸ–₯️ CLI Interface Terminal-Based Dev

MCP-Universe benchmark shows GPT-5 fails more than half of real-world orchestration tasks

Want smarter insights in your inbox? Sign up for our weekly newsletters to get only what matters to enterprise AI, data, and security leaders. Subscribe Now The adoption of interoperability standards, such as the Model Context Protocol (MCP), can provide enterprises with insights into how agents and models function outside their walled confines. However, many benchmarks fail to capture real-life interactions with MCP. Salesforce AI Research developed a new open-source benchmark it calls MCP-Un

Docker container for running Claude Code in "dangerously skip permissions" mode

Claude Code Container A Docker container for running Claude Code in "dangerously skip permissions" mode. claude-container3.mp4 Build the docker container and execute run_claude.sh to run an isolated version of claude code with access to the current working dir ( readOnly:/workspace/input ). /workspace/ β”œβ”€β”€ input/ # Host input files (read-only mount of $PWD) β”œβ”€β”€ output/ # Analysis results (writable mount to host) β”œβ”€β”€ data/ # Reference data (optional read-only mount) β”œβ”€β”€ temp/ # Temporary file

MCP tools with dependent types

August 17, 2025 MCP tools with dependent types This summer, I’ve been playing a bit with writing an MCP server for Defold editor. The idea was to give Claude access to evaluating Lua code in the editor scripting context, so it can use the APIs available for querying and modifying game content. The best word to describe the experience is entertaining β€” it has a very vague idea of the available APIs, and prefers to experiment by evaluating code instead of browsing documentation, which results in

MCP doesn't need tools, it needs code

Your MCP Doesn’t Need 30 Tools: It Needs Code I wrote a while back about why code performs better than MCP (Model Context Protocol) for some tasks. In particular, I pointed out that if you have command line tools available, agentic coding tools seem very happy to use those. In the meantime, I learned a few more things that put some nuance to this. There are a handful of challenges with CLI-based tools that are rather hard to resolve and require further examination. In this blog post, I want to

MCP Tools and Dependent Types

August 17, 2025 MCP tools with dependent types This summer, I’ve been playing a bit with writing an MCP server for Defold editor. The idea was to give Claude access to evaluating Lua code in the editor scripting context, so it can use the APIs available for querying and modifying game content. The best word to describe the experience is entertaining β€” it has a very vague idea of the available APIs, and prefers to experiment by evaluating code instead of browsing documentation, which results in

MCP Doesn't Need 30 Tools: It Needs Code

Your MCP Doesn’t Need 30 Tools: It Needs Code I wrote a while back about why code performs better than MCP (Model Context Protocol) for some tasks. In particular, I pointed out that if you have command line tools available, agentic coding tools seem very happy to use those. In the meantime, I learned a few more things that put some nuance to this. There are a handful of challenges with CLI-based tools that are rather hard to resolve and require further examination. In this blog post, I want to

Lessons learned from buying an open source repo

Our tiny startup recently acquired the most popular open-source Unity MCP repo on GitHub, and things didn’t quite go as planned. Here are the lessons we learned for anyone considering buying an open source repo. Why we bought the repo First, we like open source and want Unity MCP to stay relevant and open source indefinitely. Second, there’s distribution: being the name behind the project. If you don’t want to set up MCP yourself, you can one-click install Coplay for a premium experience. Wh

Show HN: MCP Security Suite

MCP Security Suite πŸ›‘οΈ Unified security framework for Model Context Protocol (MCP) servers πŸ“– Quick Start Guide - Get up and running in 3 minutes! ⚠️ Important Note for Scanning This Project: This repository contains intentionally malicious test files in mcp_test_cases/ and tests/ directories to validate our detection capabilities. When scanning this project: To exclude test files : python3 mighty_mcp.py check . --profile production : To force fresh scan (bypass cache) : python3 mighty_mcp.py

Nexus: An Open-Source AI Router for Governance, Control and Observability

Today, we're excited to introduce Nexus - a powerful AI router designed to optimize how AI agents interact with multiple MCP tools and Large Language Models. Nexus serves as a central hub that aggregates Model Context Protocol (MCP) servers while providing intelligent LLM routing, security and governance capabilities. Nexus is an AI router that solves two critical challenges in the AI ecosystem: MCP Server Aggregation: Instead of managing connections to multiple MCP servers individually, Nexus

MCP overlooks hard-won lessons from distributed systems

Why MCP’s Disregard for 40 Years of RPC Best Practices Will Burn Enterprises Fool me once, shame on you; fool me twice, shame on me. Julien Simon 9 min read Β· Jul 29, 2025 -- 19 Listen Share The Model Context Protocol (MCP) promises to standardize AI-tool interactions as the β€œUSB-C for AI.” While its simplicity accelerates adoption, MCP systematically overlooks four decades of hard-won lessons from distributed systems. This isn’t an academic concern: enterprises deploying MCP today are buildin

MCP's Disregard for 40 Years of RPC Best Practices

Why MCP’s Disregard for 40 Years of RPC Best Practices Will Burn Enterprises Fool me once, shame on you; fool me twice, shame on me. Julien Simon 9 min read Β· Jul 29, 2025 -- 26 Listen Share The Model Context Protocol (MCP) promises to standardize AI-tool interactions as the β€œUSB-C for AI.” While its simplicity accelerates adoption, MCP systematically overlooks four decades of hard-won lessons from distributed systems. This isn’t an academic concern: enterprises deploying MCP today are buildin

An LLM does not need to understand MCP

Model Context Protocol (MCP) has become the standard for tool calling when building agents, but contrary to popular belief, your LLM does not need to understand MCP. You might have heard about the term "context engineering"; where you, as the person interacting with an LLM, are responsible for providing the right context to help it answer your questions. To gather this context, you can use tool calling to give the LLM access to a set of tools it can use to fetch information or take actions. MCP

These protocols will help AI agents navigate our messy lives

What should these protocols say about security? Researchers and developers still don’t really understand how AI models work, and new vulnerabilities are being discovered all the time. For chatbot-style AI applications, malicious attacks can cause models to do all sorts of bad things, including regurgitating training data and spouting slurs. But for AI agents, which interact with the world on someone’s behalf, the possibilities are far riskier. For example, one AI agent, made to read and send e

AI-powered Cursor IDE vulnerable to prompt-injection attacks

A vulnerability that researchers call CurXecute is present in almost all versions of the AI-powered code editor Cursor, and can be exploited to execute remote code with developer privileges. The security issue is now identified as CVE-2025-54135 and can be leveraged by feeding the AI agent a malicious prompt to trigger attacker-control commands. The Cursor integrated development environment (IDE) relies on AI agents to help developers code faster and more efficiently, allowing them to connect

Show HN: Mcp-use – Connect any LLM to any MCP

Connect any LLM to any MCP server 🌐 MCP-Use is the open source way to connect any LLM to any MCP server and build custom MCP agents that have tool access, without using closed source or application clients. πŸ’‘ Let developers easily connect any LLM to tools like web browsing, file operations, and more. If you want to get started quickly check out mcp-use.com website to build and deploy agents with your favorite MCP servers. Visit the mcp-use docs to get started with mcp-use library For the

Perplexity for Mac now supports MCP, and you should check it out

The Perplexity app for macOS lets you trigger a keyboard shortcut to instantly bring up the prompt field for a search. And now, it’s getting even more useful thanks to the addition of MCP support. Here’s what that means, and why you should look into it. What’s MCP again? MCP, or Model Context Protocol, was proposed by Anthropic and is quickly becoming the industry’s standard interface between AI systems and traditional platforms. In a nutshell, it wants to be the AI equivalent of what HTTP is