We Built Deterministic JSON Ops for AI Agents — The Problem It Solves
Every AI agent that calls an external API hits the same wall. The response comes back as raw JSON, deeply nested, verbose, full of fields the agent do…
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Chivox MCP — Speech assessment for AI language agents
If you’re building an AI language tutor, you’ve already solved the easy part: listening. Speech-to-text APIs like Whisper or Realtime give you what th…
Setting Up the Codehabits MCP Server in Cursor (5 Minutes)
The Codehabits MCP server gives Cursor six tools that read from .codehabits/ in your repo — convention lookup, code validation, domain knowledge, revi…
Giving an AI Agent Write Access to Your App: Guardrails We Built for RobinReach's MCP Tools
A few months ago I wrote about building a production MCP server in Rails , the plumbing of exposing RobinReach's API as a set of MCP tools that Claude…
GhostPR : MCP For Future
AI coding assistants are becoming very good at reading code. But they still struggle with something humans rely on constantly: understanding why the c…
I Tested Popular Godot MCPs by Migrating a Godot 3.6 Project to Godot 4.6
I tested three Godot MCPs by giving Codex the same task: Connect to a Godot 3.6 project and migrate it to Godot 4.6. Simple test. Same project. Same p…
300 AI Agents Just Showed Up for East Africa. The Tool Layer Was Already Ready.
300 AI Agents Just Showed Up for East Africa. The Tool Layer Was Already Ready. On April 20, 2026, Moonshot AI shipped Kimi Agent Swarm K2.6: 300 para…
When to Move Beyond LiteLLM (And When Not To)
LiteLLM is one of the most useful tools in the modern AI stack, and I want to say that clearly before anything else. If you're building an AI applicat…
Your MCP server will drift from your app. Here's a build gate that stops it.
Draft When I added an MCP server to RyTask (an open-source project tracker), I made one promise: anything a person can do in the UI, an AI agent can d…
How to make a better API for claude/codex?
So I built a few API calls for sales research purposes, mainly to help people gather better information about their prospects and leads. The API can c…
MCP Java SDK – Build Model Context Protocol servers in Java
Hi HN, I built an open-source Java SDK for building Model Context Protocol servers: https://github.com/6000fish/mcp-java It is intended for Java devel…
Best Composio Alternatives in 2026 for Production AI Agents
Composio offers over 1,000 toolkits and 20,000 tools through MCP and direct APIs. It's great for rapid prototyping, but scaling AI agents to productio…
Introducing Duplex: A Zero-Backend, Multiplexed LLM Inference Engine for True Client-Side Parallel AI
Hi there. I’m Gurutva Murdia, the developer behind Duplex. Today I’m excited to share the story, architecture, and technical deep dives of a project t…
I built Chronicle MCP to stop AI context bloat
Hello fellow devs, I am a 14 year old developer and I am incredibly excited to finally share this with you! For the past several weeks, I have been wo…
Held custody vs. no custody: two ways to make an AI agent's trade safe
A useful thing happened in agent infrastructure this June: several teams shipped "escrow layers for AI agents" - production MCP tools that let an agen…
Your MCP tool surface has a token bill — here's how to read it
If you're building MCP servers, here's a cost that's easy to miss: Every tool you expose is re-sent to the model on every call. Not once at startup, e…
I wrote a read-only scanner for MCP / agent-gateway production-readiness
I build and maintain an MCP server that works in Claude Code, Cursor, and Gemini CLI. Doing that for a while taught me something uncomfortable: the di…
I Got Tired of Claude Code Guessing Wrong, So I Built an MCP Toolkit
AI coding agents are useful, but they still have one frustrating habit: They guess. You ask something reasonable like: “Where do we validate user inpu…
I Built MCP Servers for 9 SaaS APIs. Here’s the Business Model Nobody’s Talking About.
I Built MCP Servers for 9 SaaS APIs. Here's the Business Model Nobody's Talking About. Free sample from the Nova Research Brief series — June 2026 Whi…
klag just got a bunch better — here’s what’s new.
Over half year ago I’ve open sourced klag, a lightweight Kafka consumer lag exporter. I’ve been working in data streaming systems and data infrastruct…
I Built MCP Servers for 9 SaaS APIs — Here's What I Learned About the Pattern
I Built MCP Servers for 9 SaaS APIs — Here's What I Learned About the Pattern I've spent the last few weeks building MCP (Model Context Protocol) serv…
Writers Who Use AI Without a Harness Are One Published Article From Disaster
Writers Who Use AI Without a Harness Are One Published Article From Disaster AI can be tremendously helpful, or can drive you right into Disaster Chas…
Why MCP servers and Claude Code skills die quiet deaths
The MCP ecosystem is moving fast. New servers ship every week, get posted once to Discord or X, collect a handful of stars, then disappear from everyo…
# MCP vs ACP: The Two Protocols Building the Nervous System of Industrial AI in 2026
Table of Contents The Integration Problem That Broke Industry 4.0 MCP: The Vertical Connection Layer How MCP Connects to Servers, Tools, and Databases…
Long-Term Memory for LLM Agents That Works
A support agent tells a customer their plan is still Enterprise, even though finance downgraded it last week. A coding copilot forgets a repo conventi…
Our first offline app just shipped — and no one wrote a line of code
This week, the first offline-first PWA went live on WebsitePublisher.ai . A travel blog that works without internet. Write posts on a plane, attach ph…
The Best Claude Setup (That Works on Any AI Tool)
Here is a confession that might sound odd in a guide about setting up Claude Code: the goal is not to marry Claude Code. The goal is to build a setup …
The MCP and AI Agent Problem. A Practical, Local Way Out
Every developer working with AI right now is quietly accumulating two things: MCP servers and agents. A server here for filesystem access, one there f…
I built DBeast: a PostgreSQL MCP server that gives AI assistants DBA-level tools
AI assistants can write SQL. But writing SQL is only a small part of working with a real database. Most database work is investigation: What tables ex…
I built a free, browser-only European payment QR generator (and an MCP server)
Every time I get an invoice or a broker deposit instruction, I do the same dumb, error-prone thing: copy the IBAN, the amount, and the variable symbol…