nowfound

Dev tools · August 2, 2026

Katharos Functional programming and CSP-style concurrency for Python

A functional programming and concurrency library for Python: algebraic abstractions (Semigroups, Monoids, Functors, Applicatives, Monads), immutable data types, and message-passing concurrency, all designed as composable, type-safe values. - kamalfarahani/katharos

Katharos Functional programming and CSP-style concurrency for Python launched on August 2, 2026 with 37 votes, #644 of 23,274 launches that month and more than 95% of that year's launches.

Visit github.com ↗Alternativestop 3% of August 2026

In plain words

Katharos is a Python library that brings functional programming and CSP-style concurrency to the language. It is designed for developers looking to write concurrent code using communicating sequential processes patterns. The tool combines functional programming paradigms with concurrency mechanisms, enabling developers to build scalable applications with cleaner code organization and safer concurrent operations.

written from the facts on this page · September 2026

From the sources

A functional programming and concurrency library for Python. Katharos pairs algebraic abstractions ( Functor , Applicative , Monad , Semigroup , Monoid ) and concrete types like Maybe , Result , ImmutableList , and IO with message-passing concurrency built on the same functional core. The two halves share one idea: model errors, effects, and concurrent communication as composable, type-safe values . A concurrent hand-off returns a Result , so "the channel closed" is something you handle, not an exception you catch. user = find_user ( user_id ) if user is None : return None account = find_account ( user ) if account is None : return None return account . discount After: do -notation that…from github.com

Does a similar job

all alternatives →
  • Python library for functional programming2017 · github.com · ▲129

    Python library for creating data pipelines with chain functional programming - EntilZha/PyFunctional

  • Pyper – Concurrent Python Made Simple2025 · github.com · ▲156

    Hello and happy new year! We're excited to introduce the Pyper package for concurrency & parallelism in Python. Pyper is a flexible framework for concurrent / parallel data processing, following the functional paradigm. Source code can be found on [github](https://github.com/pyper-dev/pyper) Key features: Intuitive API: Easy to learn, easy to think about. Implements clean abstractions to seamlessly unify threaded, multiprocessed, and asynchronous work. Functional Paradigm: Python functions are the building blocks of data pipelines. Let's you write clean, reusable…

  • Prometeo – a Python-to-C transpiler for high-performance computing2021 · github.com · ▲166

    An experimental Python-to-C transpiler and domain specific language for embedded high-performance computing - zanellia/prometeo

  • Fructose – LLM calls as strongly typed functions2024 · github.com · ▲218

    Hi HN! Erik here from Banana (formerly the serverless GPU platform), excited to show you what we’ve been working on next: Fructose Fructose is a python package to call LLMs as strongly typed functions. It uses function type signatures to guide the generation and guarantee a correctly typed output, in whatever basic/complex python datatype requested. By guaranteeing output structure, we believe this will enable more complex applications to be built, interweaving code with LLMs with code. For now, we’ve shipped Fructose as a client-only library simply calling gpt-4 (by default) with json…

  • Neco – Coroutine Library for C2024 · github.com · ▲145

    Concurrency library for C (coroutines). Contribute to tidwall/neco development by creating an account on GitHub.

More dev tools this month

the category →
  • /dev/null▲472

    a social network for devs

    Dev tools · 2d ago · dev-null.sh

  • open-source IDE for thoughtful software design. Contribute to devdotfast/whiteboard development by creating an account on GitHub.

    Dev tools · 27d ago · github.com

  • Contribute to reladraw/reladraw development by creating an account on GitHub.

    Dev tools · 25d ago · github.com

  • OpenBot▲362

    Grok Bot alternative: free, local, open-source, multiplayer

    Dev tools · 22d ago · openbot.run

  • Talanoa▲340

    Hi HN, I’m a fullstack developer, and honestly, I’ve lost count of how many side projects I’ve worked on over the years. But one idea kept coming back to me: a different kind of email client. It first came to me in 2014: “What if we could handle emails more like conversations?” Every year, I’d revisit this concept in my “Build Notes.” Ten years later, no one had built exactly what I had in mind — so I finally decided to do it myself. That’s how Talanoa was born. I wanted something focused on people, not timelines. I was tired of marking messages as unread just to remember to reply later, or…

    Dev tools · 20d ago · talanoa.email

  • CoreSpeed▲332

    One MCP for everything your agents need: apps, memory, tools

    Dev tools · 27d ago · corespeed.io

Source: Show HN post ↗

Launched alongside, August 2026

the whole month →
  • TL

    Life & fun · Aug 2026 · louisabraham.github.io

  • Hey Noah▲656

    A proactive AI executive assistant for founders

    AI · Aug 2026 · heynoah.io

  • Hey HN, We recently built Clipto. It’s a tool that lets you search over terabytes of video, audio, and images on your computer, without relying on the cloud. Motivation: we probably all had this similar experience, we know a moment exists in a video or audio, but finding it takes hours scrubbing the timeline. You can send all the media to process in the cloud, but it’s slow, expensive and raises privacy concerns. So we decided to build our own on-device media search engine. How it works (high level): 1. We ingest video, audio, image; normalize formats via ffmpeg; run content analysis to…

    Work · Aug 2026 · clipto.com

  • Hello HN! I found that picking out plausible but diverse skin tones for my digital art and game development projects was kind of difficult, and I got curious about if there was a way to define a color space that made it easy. I've built a color picker and procedural generation algorithm based on the space as well as a bunch of other fun js features and demos throughout the page that use the equations. If you find it interesting, I have lots of explanations of how I built it and what properties the space has. The methodology might be a bit shaky, but hopefully the result is as helpful for…

    Life & fun · Aug 2026 · toneyalexander.github.io

  • AdAnt AI▲620

    Claude for viral, high-converting social ads

    AI · Aug 2026 · adant.ai

  • Astute▲606

    Automate your B2B brand going viral, with new media creators

    AI · Aug 2026 · company-app.joinastute.com