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Show HN: MCP Server SDK in Bash

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-06 16:25:23

🐚 MCP Server in Bash A lightweight, zero-overhead implementation of the Model Context Protocol (MCP) server in pure Bash. Why? Most MCP servers are just API wrappers with schema conversion. This implementation provides a zero-overhead alternative to Node.js, Python, or other heavy runtimes. 📋 Features ✅ Full JSON-RPC 2.0 protocol over stdio ✅ Complete MCP protocol implementation ✅ Dynamic tool discovery via function naming convention ✅ External configuration via JSON files ✅ Easy to exte

Keywords: json location mcp server sh

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Show HN: MCP Server SDK in Bash (~250 lines, zero runtime)

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-07 12:25:23

🐚 MCP Server in Bash A lightweight, zero-overhead implementation of the Model Context Protocol (MCP) server in pure Bash. Why? Most MCP servers are just API wrappers with schema conversion. This implementation provides a zero-overhead alternative to Node.js, Python, or other heavy runtimes. 📋 Features ✅ Full JSON-RPC 2.0 protocol over stdio ✅ Complete MCP protocol implementation ✅ Dynamic tool discovery via function naming convention ✅ External configuration via JSON files ✅ Easy to exte

Keywords: json location mcp server sh

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In defense of shallow technical knowledge

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-11 03:59:06

Whenever a new piece of technology comes out (these days, mostly AI) I go to some effort to understand it. Usually I end up writing a post about it, so I can be confident that I do understand. What’s the point of doing this? Obviously my explainers about diffusion models are shallow: certainly they aren’t detailed enough to do useful research on diffusion models. What’s the point, then? In my view, good engineering requires having reliable shallow intuitions about how things work. You don’t ne

Keywords: json model models output useful

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Ten years of JSON Web Token and preparing for the future

Source: news.ycombinator.com | By Mike Jones

Published on: 2025-06-16 15:05:36

Ten years ago this week, in May 2015, the JSON Web Token (JWT) became RFC 7519. This was the culmination of a 4.5 year journey to create a simple JSON-based security token format and underlying JSON-based cryptographic standards. The full set of RFCs published together was: It’s certainly the case that we co-designed JWT and its underpinnings with OpenID Connect, while also attempting to create general-purpose, widely useful standards. Given the adoption that’s ensued, it seems that we succeede

Keywords: json jwt practices specification token

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Loading Pydantic models from JSON without running out of memory

Source: news.ycombinator.com | By Itamar Turner-Trauring

Published on: 2025-06-19 21:06:37

You have a large JSON file, and you want to load the data into Pydantic. Unfortunately, this uses a lot of memory, to the point where large JSON files are very difficult to read. What to do? Assuming you’re stuck with JSON, in this article we’ll cover: The high memory usage you get with Pydantic’s default JSON loading. How to reduce memory usage by switching to another JSON library. Going further by switching to dataclasses with slots. The problem: 20× memory multiplier We’re going to star

Keywords: customer json memory pydantic usage

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Claude Code SDK

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-26 16:04:06

Programmatically integrate Claude Code into your applications using the SDK. The Claude Code SDK allows developers to programmatically integrate Claude Code into their applications. It enables running Claude Code as a subprocess, providing a way to build AI-powered coding assistants and tools that leverage Claude’s capabilities. The SDK currently support command line usage. TypeScript and Python SDKs are coming soon. ​ Basic SDK usage The Claude Code SDK allows you to use Claude Code in non-

Keywords: claude code json mcp prompt

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Claude Code SDK – Anthropic

Source: news.ycombinator.com | By Unknown

Published on: 2025-06-26 21:04:06

Programmatically integrate Claude Code into your applications using the SDK. The Claude Code SDK allows developers to programmatically integrate Claude Code into their applications. It enables running Claude Code as a subprocess, providing a way to build AI-powered coding assistants and tools that leverage Claude’s capabilities. The SDK currently support command line usage. TypeScript and Python SDKs are coming soon. ​ Basic SDK usage The Claude Code SDK allows you to use Claude Code in non-

Keywords: claude code json mcp prompt

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Migrating a JavaScript Project from Prettier and ESLint to BiomeJS

Source: news.ycombinator.com | By Damilola Olatunji

Published on: 2025-07-15 19:12:14

Prettier and ESLint have long been indispensable tools in the JavaScript ecosystem for ensuring code consistency and quality. They have become staples in the toolchains of JavaScript projects worldwide. However, a new player has emerged to challenge their dominance: BiomeJS. This ambitious project seeks to combine the functionality of both tools into a single, high-performance solution for code formatting and linting. By combining these capabilities, Biome aims to simplify workflows, reduce co

Keywords: biome code file javascript json

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Security Researchers Warn a Widely Used Open Source Tool Poses a 'Persistent' Risk to the US

Source: wired.com | By Matt Burgess

Published on: 2025-07-20 21:00:00

Since Russian troops invaded Ukraine more than three years ago, Russian technology companies and executives have been widely sanctioned for supporting the Kremlin. That includes Vladimir Kiriyenko, the son of one of Vladimir Putin’s top aides and the CEO of VK Group, which runs VK, Russia’s Facebook equivalent that has increasingly shifted towards the regime’s repressive positioning. Now cybersecurity researchers are warning that a widely used piece of open source code—which is linked to Kiriye

Keywords: code easyjson hunted labs open

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A Common Lisp jq replacement

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-22 13:15:48

What's a song or album that you enjoy that you wish had more recognition? How often do you discover music? And how do you discover music? Do you listen to the radio? If so, how often? What song or album are you currently listening to? A Common Lisp jq replacement Title says it all, I seriously dislike jq 's convoluted, impossible-to-remember ad hoc DSL that instantly joined heaps of misery like CMake and gnuplot in my heart. It should really have been a library with a CLI wrapper around eva

Keywords: author book json like store

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CONL: "Markdown" for your config files

Source: news.ycombinator.com | By Unknown

Published on: 2025-07-31 21:18:03

In my day job building software, I have to interact with complex configuration files continually. They are (as of 2025) typically in one of three formats: JSON-with-comments, YAML, or TOML. Although they enjoy widespread usage, each of these formats is painful to use in practice: JSON-with-comments — it’s really hard to comment out a line in a JSON file, because you end up with an extra trailing , on the previous line which breaks the syntax. on the previous line which breaks the syntax. TOML

Keywords: conl json like syntax toml

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JSX over the Wire

Source: news.ycombinator.com | By Unknown

Published on: 2025-08-20 12:56:18

Suppose you have an API route that returns some data as JSON: app . get ( ' /api/likes/:postId ' , async ( req , res ) => { const postId = req . params . postId ; const [ post , friendLikes ] = await Promise . all ([ getPost ( postId ), getFriendLikes ( postId , { limit : 2 }), ]); const json = { totalLikeCount : post . totalLikeCount , isLikedByUser : post . isLikedByUser , friendLikes : friendLikes , }; res . json ( json ); }); You also have a React component that needs that data: function

Keywords: data friendlikes json post postid

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React for Two Computers

Source: news.ycombinator.com | By Unknown

Published on: 2025-08-29 18:35:36

I’ve been trying to write this post at least a dozen times. I don’t mean this figuratively; at one point, I literally had a desktop folder with a dozen abandoned drafts. They had wildly different styles—from rigoruous to chaotically cryptic and insufferably meta; they would start abruptly, chew on themselves, and eventually trail off to nowhere. One by one, I threw them all away because they all sucked. It turns out that I wasn’t really writing a post; I was actually preparing a talk. I was pre

Keywords: alert function json prompt return

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Show HN: Qwen-2.5-32B is now the best open source OCR model

Source: news.ycombinator.com | By Unknown

Published on: 2025-09-11 15:00:49

Omni OCR Benchmark A benchmarking tool that compares OCR and data extraction capabilities of different large multimodal models such as gpt-4o, evaluating both text and json extraction accuracy. The goal of this benchmark is to publish a comprehensive benchmark of OCRaccuracy across traditional OCR providers and multimodal Language Models. The evaluation dataset and methodologies are all Open Source, and we encourage expanding this benchmark to encompass any additional providers. Open Source LL

Keywords: benchmark extraction json models ocr

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Show HN: Dish: A lightweight HTTP and TCP socket monitoring tool written in Go

Source: news.ycombinator.com | By Unknown

Published on: 2025-09-18 05:27:55

dish tiny one-shot monitoring service one-shot monitoring service remote configuration of independent 'dish network' (via -source ${REMOTE_JSON_API_URL} flag) configuration of independent 'dish network' (via flag) fast concurrent testing, low overall execution time, 10-sec timeout per socket by default concurrent testing, low overall execution time, 10-sec timeout per socket by default 0 dependencies Install go install go.vxn.dev/dish/cmd/dish@latest Usage dish -h Usage of dish: -failedO

Keywords: dish json sockets source string

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Fast columnar JSON decoding with arrow-rs

Source: news.ycombinator.com | By Unknown

Published on: 2025-09-18 01:10:27

JSON is the most common serialization format used in streaming pipelines, so it pays to be able to deserialize it fast. This post covers in detail how the arrow-json library works to perform very efficient columnar JSON decoding, and the additions we've made for streaming use cases. My day job is working on the Arroyo stream processing engine, which executes complex, stateful queries over high-scale streams of events. Computing things like windowed aggregates, stream joins, and incrementally-co

Keywords: data json like string tape

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Build a Container Image from Scratch

Source: news.ycombinator.com | By Unknown

Published on: 2025-09-26 17:57:56

There’s also a talk based on this article if you prefer video based content. You can find it here. For a developer, a Container image is essentially a collection of configurations required to run a container. But what really is a container image? You might know what a container image is, how it is made up of layers and that it’s a collection of tar archives. There are questions that still went unanswered, questions such as what makes up a layer, how are layers combined to form a complete filesy

Keywords: container hello image json layer

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Decoding JSON sum types in Go without panicking

Source: news.ycombinator.com | By Nicolas Hery

Published on: 2025-09-27 18:32:04

Decoding JSON sum types in Go without panicking The Go programming language doesn't have native support for sum types, but we'll see how we can emulate them, how to decode and encode them into JSON, and how in some cases they can help avoid runtime panic exceptions. Whether we find them useful or not, sum types exist Sum types (aka tagged unions, discriminated unions, variants, or sometimes enums) are unavoidable as a software developer. If you've been writing code for any length of time, you

Keywords: action json object struct type

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Make Ubuntu packages 90% faster by rebuilding them

Source: news.ycombinator.com | By Unknown

Published on: 2025-10-03 07:55:17

Make Ubuntu packages 90% faster by rebuilding them You can take the same source code package that Ubuntu uses to build jq, compile it again, and realize 90% better performance. Setting I use jq for processing GeoJSON files and other open data offered in JSON format. Today I am working with a 500MB GeoJSON file that contains the Alameda County Assessor's parcel map. I want to run a query that prints the city for every parcel worth more than a threshold amount. The program is .features[] | sel

Keywords: geojson jq select tmp usr

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A float walks into a gradual type system

Source: news.ycombinator.com | By Ruud Van Asseldonk

Published on: 2025-10-28 10:14:33

A float walks into a gradual type system written by Ruud van Asseldonk published 2 March, 2025 I am building a new configuration language: RCL . It’s a gradually typed superset of json that extends json into a simple functional language that enables abstraction and reuse. Its main purpose is to generate json, yaml, and toml files, but it makes a pretty good json query tool too. Think jq, but without having to ask an LLM to write the query for you. While RCL supported integers early on, it was

Keywords: equality int json rcl type

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Show HN: Agents.json – OpenAPI Specification for LLMs

Source: news.ycombinator.com | By Unknown

Published on: 2025-10-30 10:01:59

Translate OpenAPI into LLM Tools The agents.json Specification is an open specification that formally describes contracts for API and agent interactions, built on top of the OpenAPI standard. The current version is 0.1.0 . Use the Wildcard Bridge Python package to load, parse, and run agents.json. Quickstart Use one of the quickstart notebooks to get started: Demos agents.json Specification The agents.json Specification is an open specification that formally describes contracts for API an

Keywords: agents api apis json openapi

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Abusing C to implement JSON parsing with struct methods

Source: news.ycombinator.com | By Unknown

Published on: 2025-10-31 07:53:20

Idea Build a JSON parser in c Instead of using by itself functions: attach functions to a struct and use these as methods make it C issue family free (segfaults, leaks, stack overflows, etc…) provide an ergonomic API Usage C 1 #include "json.h" 2 #include <stdlib.h> 3 4 int main ( void ) { 5 struct json json = json_new ( JSON ({ 6 "object" : {}, 7 "array" : [[]], 8 "atoms" : [ "string" , 0.1 , true , false , null ] 9 })); 10 struct json_value json_value = json. parse ( & json); 11 json_print

Keywords: assert cur json json_value struct

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JSON has become today's machine-readable output format (on Unix)

Source: news.ycombinator.com | By Unknown

Published on: 2025-11-07 11:10:21

Recently, I needed to delete about 1,200 email messages to a particular destination from the mail queue on one of our systems. This turned out to be trivial, because this system was using Postfix and modern versions of Postfix can output mail queue status information in JSON format. So I could dump the mail queue status, select the relevant messages and print the queue IDs with jq , and feed this to Postfix to delete the messages. This experience has left me with the definite view that everythin

Keywords: format json machine output readable

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Show HN: Benchmarking VLMs vs. Traditional OCR

Source: news.ycombinator.com | By Unknown

Published on: 2025-11-03 22:49:29

OmniAI OCR Benchmark Using Structured Outputs to evaluate OCR accuracy Published Feb 20, 2025 Overview Are LLMs a total replacement for traditional OCR models? It's been an increasingly hot topic, especially with models like Gemini 2.0 becoming cost competitive with traditional OCR. To answer this, we run a benchmark evaluating OCR accuracy between traditional OCR providers and Vision Language Models. This is run with a wide variety of real world documents. Including all the complex, messy,

Keywords: accuracy benchmark gpt json ocr

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