让AI制作的内容成为产品的地方。

@mrdoublejr

Convert and plot HPGL files for vintage pen plotters

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AI 摘要 · 网站内容

@lemed99

Laravel monitoring and a Nightwatch alternative with no event quota. Requests, jobs, queries and exceptions in your own PostgreSQL, flat from $5/mo.

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@lightly-ai

A python library for self-supervised learning and latent world models on images.

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@light-merlin-dark

VSSH keeps native OpenSSH behavior and adds preflight guardrails, one stable JSON result, privacy-safe audit metadata, connection reuse, and file transfer for agents and automation.

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@plasma-umass

Scalene: a high-performance, high-precision CPU, GPU, and memory profiler for Python with AI-powered optimization proposals

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@developmentseed

Multi-runtime S3 gateway proxy in Rust

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@quartznet

Open-source scheduling framework for .NET.

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@douimi

Vos clients scannent un QR code, laissent un avis Google, vous suivent sur Instagram, et jouent à la roue pour gagner un prix. En moins de 10 minutes vous récoltez des avis, des abonnés, et des visite

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@DavideCarvalho

A TypeScript-first Inertia.js adapter for NestJS — multi-app, Vite-native, with a Tuyau-style typed client.

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@livekit

Build realtime multimodal AI agents with Node.js

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@kelleyvanevert

A patched firmware for the Godox C100 that takes pixelated, dithered, colour-graded retro pictures.

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@Digidoot-Amber

A collaborative interactive space that is all vibes.

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@CAPLTER

This package is intented to facilitate the creation of EML metadata with intent to publish data and metadata in the Environmental Data Initiative (EDI) data repository. Functions and a workflow are in

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@JMas100

Post once. Sell everywhere. The operating system for selling on every marketplace you use.

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@Emre1001

Kostenloser, quelloffener IPTV-Player für Android TV, Handy, Linux und Windows.

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@justasknick

Five apps for one job. BenchPilot brings them together in Chrome, right beside LinkedIn. Free to start.

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@longweekendlabs

Drop your character sprites and art; get clean transparent PNGs without cloud APIs, subscriptions, or watermarks. Powered by BiRefNet and U2Net.

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@FCGaiaBasquetebol

Record and view FC Gaia basketball game statistics

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AI 摘要 · 网站内容

@rev-robertofaria

Markdown reader and editor in a single HTML file. Opens folders and Obsidian vaults locally; file contents never leave your browser.

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@damentz

Enthusiast Linux kernel tuned for low latency in gaming, audio and video production. Builds for Debian, Ubuntu, Fedora and Arch.

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@fernandezalfred

Control diario de ventas, compras e ingresos por vendedor.

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@JacquiHenderson

Map the psychological patterns that shape how you save, spend, invest, plan, and react when the markets get messy.

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@ourstick

A USB stick in a link: choose folders in the OurStick app and send a link. Like a flash drive, without the drive. Peer to peer, encrypted, free and open source.

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@defsquare

Code analysis tool

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@inbar-collab

Make a quiz about the star of your party – birthday, wedding, bar mitzvah and more. Guests guess the answers from their phones while it plays on the TV. חידון מסיבה שכולם משחקים מהטלפון.

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@profullstack

Short links that work with JavaScript off. Stats, QR codes, custom aliases, and an API, CLI and MCP server for agents.

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@CharmesSoglohoun

Le logement de ceux qui partent, pour ceux qui arrivent. Visite virtuelle pièce par pièce, coût réel et contact du bailleur, à Rennes.

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@ThanaelFontaine

One app plugs all your Gmail and IMAP mailboxes into every AI on your computer: Claude, your agents, your second brain. Free, public source code, no Maily server.

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@craigvandotcom

A four-app compass system for understanding your own biology. Your body produces signal — neoMeta makes it legible.

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@vintasoftware

Review GitHub pull requests and GitLab merge requests locally with semantic diff layers and optional AI chat. Free, open-source software by Vinta Software.

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@ArneeMe

Your books, on a reader you can make your own. Free, open source e-reader software, built by the people who read on it.

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@profullstack

One product profile. Coordinated submissions. Proof of what went live.

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@juanielias12345

Resolvé crípticos (pistas de crucigrama críptico) en español, gratis y sin límite: ayudas progresivas, explicación paso a paso y un críptico del día. Con variantes regionales de todo el mundo hispanoh

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@yuvalgross

Fewer applications, better matches.

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@ParadoxFuzzle

OpenClaw skills and plugins maintained against the latest releases, plus distributed compute, chain, and storage projects. Public work and the projects behind it.

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@JuanPabloPillack

Simulador online de diagramas Ladder (KOP): escribí el programa como código o arrastrá contactos y bobinas, y simulalo en vivo.

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@wobsoriano

End-to-end typesafe APIs in Nuxt applications.

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@ShowTrak

Desktop LAN monitoring for Windows, macOS, Linux, Raspberry Pi, Android & Network Devices. Track health, uptime, and execute remote actions via OSC, HTTP or the UI.

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@incoai

Splash is our open-source inference engine for Apple silicon, built around the model rather than around a model zoo. On a 48 GB M5 Pro it generates 210 tokens/s on Qwen3.6-35B-A3B, reopens a cached 32

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@yds233013

Migration operations for ERP implementations

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@damonguip

Escoge lo que te inspire y pon tu nombre. Lanzamiento del 21 de noviembre.

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@goodpudding

Demo Page for upgrading the website for The Box

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@djangopackages

Django Packages stores information on fetched packages and provides easy comparison tools for them. Public APIs include PyPI, GitHub, and Bitbucket.

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@Ferdi-ferr

Vocabulary from Mina no Nihongo Units 1-3

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@Eyalg1980

כותבים נושא, לוחצים, וצוחקים.

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@yds233013

AI-native revenue engine: target, enrich, score, research, route, sync and measure.

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@marcglasberg

React state management, built for AI coding agents. Your agent writes structured, testable code, and a linter checks its work. You can still read every line.

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@pcmoan70

3-D terrain viewer for Kartverket's 1 m model: sun, shadows, habitat, your points — in the browser; scripts package any place as a folder or one offline HTML file

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@andrewnakas

Recomp tracks every decompilation, static recompilation and clean-room rebuild of games and software: live GitHub trends, history, and builds you can play in the browser.

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@doggy8088

💫 幫助您開始規格驅動開發的工具包

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@MrRuz0

Cohortech responde el WhatsApp de tu clínica estética en segundos, descubre por qué tus pacientes no agendan y les da seguimiento automático hasta convertirlos.

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@Tsut-ps

2つの動画をリアルタイムで差分描画しグラフ化するWebツール（あれどこ編集したっけ、と思ったとき用）

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@bastianfbr

Self-hosted server and device management dashboard for TRMNL e-ink displays.

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@hokaccha

JWT(JSON Web Token) encode and decode module for node.js

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@ttthez

Manage pizza orders, deliveries, and event catering with stock and sales tracking

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AI 摘要 · 网站内容

@atc07

Connect your Google Sheets to everything Claude Desktop and Claude Code can do: APIs, files, your other sheets and schedules. Free, local and open source.

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@dapperAuteur

Self-service embeddable product catalog. Import your best sellers, drop a shoppable widget into any site, and route every click to your store.

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@dapperAuteur

Rainforest canopies. Museum galleries. Coral reefs. Chocolate workshops in Mexico City. Captured in 360° and taught through curriculum built on top of the footage.

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@dapperAuteur

Fit T. Cent 3.0 (Centenarian Coach Multi-Agent): a LangGraph supervisor with specialist subgraphs (Nutrition, Workout, Recovery, Corrective Exercise) that route, retrieve, and synthesize one cited ans

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@dapperAuteur

A LangGraph agent that turns raw Wanderlearn captures into publishable lesson drafts through a research, write, and self-critique reflection loop.

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@WPLEVY

All 18 California deed, transfer, and recording documents, AI autofill from prior deeds, correct notary blocks, and PCOR generation. Attorney-built.

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@KaiCalls

KaiCalls is a phone service with a built-in secretary. Answer inbound calls, make outbound calls, follow up across messages and email, and take meeting notes.

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@dapperAuteur

A LangGraph agent that classifies WitUS Inbox submissions, proposes an action, and routes through a human-in-the-loop approval gate.

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@NoamAtzil

Upload a photo, get a funny AI caption, and let the feed vote on whether it landed.

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@yuyoi

Custom firmware for the Akai S2000 that boots from a Gotek: reverb, echo, reverse delay and live input FX with no EB16 board. Tested on a real S2000.

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@danielgtaylor

Huma REST/HTTP API Framework for Golang with OpenAPI 3.1

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@mrfranklin17

Charter School Financial Planning for Washington State

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@khalidsaidi

Contribution, minted. A fixed-supply ERC-20 on Base, never sold — earned by contributing, accounted for by code.

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@ixtaqq

Deep-dive research, 3-factor scores and source-labeled market or simulated data across AI utilities, mega stocks, semiconductors, ETFs and crypto.

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@fade1985

Create and edit a Nintendo Switch game library online

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AI 摘要 · 网站内容

@metawhisp

Free voice to text for Mac that also takes meeting notes without a bot, remembers what you said and turns it into tasks. Open source.

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@menaxmaged

Chat exports → history. Android ⇄ iPhone. Free, local, open source.

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@magz-code

Мок-тесты, домашние задания и прогресс студентов KD Academy.

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@design-jules

Design from the seat that matters. Upload your training, pick a learner, hear what they're actually thinking.

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@amaryland87

Minneapolis in 3D on Slop New York's engine (three.js WebGPURenderer and TSL): drive a cab, walk, cycle or fly over the real city, its hills, bridges and the Mississippi.

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@rosterloh

A hawkBit-compatible OTA update server in Rust

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@pwalda

Free, open-source voice, video and text chat for friends and communities. Peer-to-peer, end-to-end encrypted with post-quantum keys, and no phone number, email or password.

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@pablobernabeu

A coherent, quota-aware workflow layer over the Elsevier Scopus Search API <https://dev.elsevier.com/sc_apis.html>. It builds reproducible search plans, retrieves records with rate-limit handling, ret

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@pablobernabeu

A cohesive, publication-ready toolkit of plots that span the whole analysis workflow with one consistent look. It covers exploratory data analysis (distributions, categorical summaries, bivariate plot

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@linuxundich

GNOME extension for TUXEDO laptops: switch TUXEDO Control Center profiles right from the Quick Settings, aware of AC and battery power.

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@pablobernabeu

A unified, colourblind-safe toolkit for publication-ready statistical visualisation, built on plotnine.

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@suppram

Fast Food & Snacks Order Management System

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@WaziriG

Nano Games Arcade — original games built from scratch

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@vijpandaturtle

Seesaw — making pragmatic interpretability accessible.

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@Rei0322

A Flash-style memory game inspired by Poe's "Annabel Lee." Call her back by remembering the poem; forget, and she fades. Her words by Gemma, voices by ElevenLabs, traced with Sentry. No Flash, no game

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@marcus-lindholm

⭐ Sveriges bästa APK-jämförare! Hitta mest alkohol per krona på Systembolaget. Uppdateras dagligen med de mest prisvärda dryckerna.

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@tehoro

Interesting weather around the world right now, animated from ECMWF Open Data.

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@Penny-Data

Seven free browser tools: domain WHOIS and DNS lookup, email SPF/DKIM/DMARC check, image extractor, contact finder, meta tag previewer, Polymarket odds and a Hacker News Who is hiring search. No accou

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@keego1108

食材の単価・原価・在庫をまとめて管理するツール

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@0xvikram

The buying agent for independent shops. Paste a supplier’s brand list, tell it who your customers are, and get every brand sorted into stock, consider or skip, with the evidence.

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@seandearnaley

Agents that show their work. A desktop app for macOS, Windows and Linux.

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@vividfeverdreams

Gate your HQ downloads behind likes, reposts, follows, and email signups. Fans unlock, you grow.

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@WaveReality

Documents and graphical simulations exploring quantum physics wave equations, including the pilot-wave framework where the quantum wave is physically real.

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@sn4k3

MSLA/DLP, file analysis, calibration, repair, conversion and manipulation

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@SmallHacker98

for English learners

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@tarasenkoandriii

An AI-powered space to prepare for a difficult conversation, practice it, have it, and learn from how it actually went — not another pros-and-cons calculator.

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@ianlewisuk1

Triangle Adult Soccer League tables, results and fixtures.

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@yds233013

A read-only view of ExpertOps running on sample data.

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@officialunofficial

Fast, single-binary image proxy and transformation server. A self-hosted drop-in replacement for Cloudflare Images.

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@teorth

A project to map out the relations between different equational theories of Magmas.

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@travelsmarter501-netizen

جاوب على أسئلة قصيرة واحصل على خطة رحلة مخصصة حسب أيامك واهتماماتك ومكان سكنك، مع الأماكن والمطاعم وأوقات التنقل. متاح لبرشلونة وبراغ.

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@vmoren12

Ruletes de preguntes per a dinàmiques de cercle a l'aula · https://vmoren12.github.io/cercles/

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@spezado

Free accounting for private finances, freelancers, companies and non-profits – local first, on an open protocol, everything included.

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@StarTrail-org

Embedding-based vector search underpins many important applications, such as recommendation and retrieval-augmented generation (RAG). It relies on vector indices to enable efficient search. However, t

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@kyleedwardhoegh-sys

Access training drills, videos and track achievements

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AI 摘要 · 网站内容

@fabrizioloes

Educação básica no seu município: quem responde por cada etapa, quanto os alunos aprendem, o que cada escola pública tem e quanto a prefeitura gasta, comparado com o estado, a região, o Brasil e a OCD

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@Rizzery001

Tell her what to do. She remembers the rest. 94 built-in skills, three languages, voice conversations, free during the trial.

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@droskill

Popular market claims, rebuilt from clean survivorship-free data and tested honestly. Credit the real insight, then chase it one rabbit hole deeper.

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@unga-bunga-coder

Pocket Latex for solving equations

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@aaronvandorn

Pick a date, and find the date that sits just as far before it as today sits after it — with the #1 song, #1 film, top TV show and events from Wikipedia.

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@simoneiaia

Uno spazio tranquillo per riflettere sul tuo benessere. Orientativo, privato, non diagnostico. Non sostituisce uno psicologo, un medico o i servizi di emergenza.

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@cgwire

CGWire develops Kitsu, the open-source production tracker for animation, VFX, and game studios that brings teams and tools together in a single place.

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@arthurcarlsonn

Instant frame rate performance verification for PS5, Xbox Series X|S and Nintendo Switch libraries.

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@hiroyuki00889

悩みも雑談も考えごとも、隣で一緒に聞いてくれるAIの相棒。無料で使えます。

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@PatchLore

Describe the music you imagine. Get a Suno-ready style prompt, lyrics and a video plan, then turn your finished track into a visualiser video. Free, in your browser.

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@poissonconsulting

Functions and classes to store, manipulate and summarise Monte Carlo Markov Chain (MCMC) samples. For more information see Brooks et al. (2011) <isbn:978-1-4200-7941-8>.

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@mgiuditta

App gratuite per iPhone che rifanno da zero app a pagamento. Ognuna fa una cosa sola, senza abbonamento, acquisti in-app, account o pubblicità.

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@Franh90P

Plan and track production orders for Makito Catal Importaciones

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AI 摘要 · 网站内容

@vinicenter

Configure the AULA F75 keyboard right from the browser: per-key RGB, effects, key remapping, macros and profiles.

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@gtallpulse-hash

Check average frost dates in Flanders to know when to plant frost‑sensitive crops

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AI 摘要 · 网站内容

@emiletaraud942-sketch

Pelion réunit projets, planning, ressources, équipes et qualité dans un outil clair, pour toute entreprise.

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@Sinity

Lynchpin turns heterogeneous local evidence into typed source APIs, reproducible materialized products, DuckDB analysis, evidence graphs, and bounded context packs.

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@lpmoon007

Pick one behavior. Get one text a day. For thirty days, we hold you to it — a morning nudge, a 4 p.m. check-in, and a line on how it went. No app to download.

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@rohan1234usa

Ask about Sikhi and Gurbani, read today's Hukamnama and any Ang of Sri Guru Granth Sahib Ji, translate between Punjabi and English, and join seva events.

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@baghirovkhalil-ai

Bakı və Azərbaycan üzrə ən son vakansiyalar. Qeydiyyatsız müraciət, maaş və qrafik üzrə sürətli axtarış.

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@ltvspot

The library's catalogue, its free shelf and its print editions are open to programs, assistants and models as nineteen public read-only tools.

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@jungvonmatt

Reusable agent skills for AI-assisted development as used at Jung von Matt TECH — from raw idea to merged pull request.

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@cesjavi

Track Argentine news headlines and see when different outlets share similar words

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AI 摘要 · 网站内容

@Vega-77

PitchIQ turns a high school soccer match into stats a coach can use: tagged live from the sideline, read from the match video, and a private page for every player.

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@leoparreira21

Base de legislação ambiental aplicável no Estado do Paraná.

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@SquigglyMold

Search foods, scan barcodes, calculate nutrition and filter by diet

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AI 摘要 · 网站内容

@davidengelhardt1

A 3D globe of tech conferences, summits and expos. Filter by focus area, time window and distance.

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@ice1man

the iclx public git repo

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@simbonk

The Precursor to the Holodeck! Worried software developer searching for purpose in the 21st century.

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@BatuhanZcash

The Zcash community quiz platform. Join live quizzes with a room code or QR, answer in real time and climb the leaderboard.

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@elsisiem

Your agent asks. A phone answers. You get JSON, not the image.

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@elsisiem

Research, draft, approve, send, read the reply, escalate. Watch a full case play out in 60 seconds.

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@ameya1198

NBA team, player and schedule analytics for front-office decisions, refreshed from nba_api.

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@Fre0Grella

🍹 Plan your party like an engineer. Configure your drink menu, cocktail ratios, and headcount to get a precise shopping list and profit margins in seconds.

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@vercel

eve is an open-source agent framework for durable, long-running work. Build, govern, and evolve enterprise-grade agents that can scale.

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@glauberxyz

A visual-design-first React framework for making websites, leveraging custom transitions and animations. Built for humans and LLMs alike.

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@dextermb

Make Old School RuneScape emojis for Discord, then export them as PNG or WebP.

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@tapopcore

Turn a phone photo into professional product photos for Amazon, Flipkart, Shopify and Instagram. Studio and lifestyle shots in minutes. 2 photos free.

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@witscher

Kostenlose Mannschafts-App für Vereine: Zu- und Absagen, Kader, Chat, Helferdienste, Fahrgemeinschaften. Open Source, eigene Installation, ohne Passwörter.

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@Nahumanas

Producción de petróleo y gas de la formación Vaca Muerta, pozo por pozo, con los datos oficiales de la Secretaría de Energía.

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@BaconAdj

PUFA connects athletes everywhere for free pick-up games, leagues, and tournaments. Find your game, track your ranking, play more.

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@SundaeSwap-finance

The official SDK documentation for TypeScript packages released by the SundaeSwap Labs team.

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@ZoeCreates

My Agent Chat

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@andriykohut

Безкоштовна програма для тестів у комп’ютерному класі: без інтернету, без реєстрації й без установлення на учнівські ПК.

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@CursedPrograms

A Raspberry Pi 5 + Hailo-8L tank robot with local AI and an inner life.

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@elsisiem

Let your agents through bonded doors with one MCP tool. Put a price on abuse in front of any inbox, form or endpoint. Good behavior is refunded.

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@nicglazkov

Hear your phone through your Mac's headphones. 191 ms wired, MIT licensed.

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@Nextzzz

YouTube, file or recording → chords on a conveyor to play along with. Live recognition and a tuner. Everything on device, no data collected.

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@CursedPrograms

A Raspberry Pi tank robot for remote monitoring and computer vision.

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@Tresjs

Build Interactive 3D experiences with Vue

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@zaerl

Mojibake is a fast, self-contained Unicode 18 library for C11 and C++17.

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@vw2335

Old paintings. Very current problems. Put modern stickers into Dutch Golden Age paintings, give them a caption, and download your remix.

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@aisolutionscamp

Deploy production-ready AI stacks with one command: RAG pipelines, chatbots, embedding services and AI agents with Docker Compose, Helm and Terraform (local or AWS).

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@pkgdiff-dev

Free tool to compare package versions across NuGet, npm, PyPI, Maven, Pub & Packagist. Track breaking changes, view release notes, and analyze version differences between any two versions.

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@AudiusProject

Audius is a music streaming and sharing platform that puts power back into the hands of content creators.

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@kingconnect11

Clean duplicate contacts from Outlook or phone exports and download a merged file

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AI 摘要 · 网站内容

@ismailcanyalazz

Allow dorm staff to record student attendance via QR code

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AI 摘要 · 网站内容

@rtbrick

The Routing Protocol and BNG Blaster is an open-source network tester for routing and access protocols.

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@tzanella

Cliente não oficial do Google Drive para Linux, escrito em Rust.

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@rotel-dev

High-performance, Resource Efficient OpenTelemetry Collection.

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@naighes

A free, open source desktop app for volleyball scouting: fast event recording, designed for the keyboard, with statistics and analysis during and after the match. For Windows, macOS and Linux.

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@wpscanteam

The WPScan CLI tool is a free, for non-commercial use, black box WordPress security scanner written for security professionals and blog maintainers to test the security of their sites.

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@villano-lab

Pulse operations, cuts and derived quantities for SuperCDMS-type traces (the analysis library of NSDF-Data)

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@elsisiem

Shed trims unused agent harness tools, rules, and memories while preserving the quality gate.

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@abarriuso

Turn the 5.25 inch bays of an old PC case into a 6 inch mini rack for a cheap homelab. Configure it, see it in 3D and download every STL in your browser.

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@swperb

Keel is a systems language for AI agents. Every program is proven free of overflow, out-of-bounds access, data races and infinite loops before it compiles to fast C.

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@jfischback

Scores welding and hot work fume exposure for non-routine work, using the OEMS Non-Manufacturing Welding and Hot Work Methodology v1.6.

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@remati037

Tvoj dnevni pratilac za ZenFlow protokol: podsetnici za doze, praćenje zaliha i rad u fokusu.

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@Leonardow33

Simulador de punto de venta: pedidos, cocina/despacho, mostrador, caja y tickets de boleta/factura en modo simulación.

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@aldinokemal

Self-hosted WhatsApp Web multi-device API in Go: a REST API, webhooks, an MCP server and Chatwoot integration in one binary.

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@Samcruze77

Free online PDF scanner and document tools: scan documents to PDF, edit and sign PDFs, extract text with OCR, compress and convert files, right in your browser.

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@ahadsayani101-hub

Paste a job. Get a link. Answer out loud to an interviewer who follows up, then get a scorecard. Free.

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@estevanhernandez-stack-ed

Your claude.ai usage meters, living on the Mac desktop. Your Claude Code setup, seen in one place and carried to another Mac. Also on Windows.

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@anthropics

Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows

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@andresp7070-prog

Diagnóstico y plataforma de gestión para pymes

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@gummy-galaxy

One graph of everything you are juggling, for people and agents.

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@yuyoi

Swap the SK-1's preset ROM for an EEPROM and load your own sounds: WAVs, Akai and Roland sample CDs, 3-second presets, custom loops. Tested on real hardware.

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@Felipe-Cavalari

A barra de status que o Windows nunca teve. Nativa, em Rust, sem WebView.

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@mrkygray-art

Usage-based billing for an AI product on Stripe: input/output token meters, pricing lab with gross margin per customer, revenue-leakage reconciliation (test mode)

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@erprakash26

An analytics assistant that answers questions about sales data and checks every number against the query that produced it.

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@thaiv28

Advanced League of Legends esports team and player rankings, comparable across eras and regions.

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@freimoser

LDT-Laborbefunde und BDT-Exporte verständlich anzeigen, prüfen und anonymisieren – direkt im Browser, ohne Upload.

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@BenAHammond

MCP server for v0: generate, request, search. Stdio. Any MCP client.

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@mrajesh164

Pack for the weather, get around on a bike. Packing lists built from fifteen years of weather for your dates, with live bikeshare counts at the docks nearest where you are staying.

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@just-tavrn

tavrn is an open-source community chat with end-to-end encryption, voice and video, and federation. Anyone can run a node; all nodes together form one network without a centre.

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@samrushing

Irken is a statically typed variant of Scheme. Or a lisp-like variant of ML.

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@matecamilion

El CRM para agentes inmobiliarios que te dice exactamente qué hacer cada día. Probá LeadEra 14 días gratis, sin tarjeta.

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@r-valuate

Provee funciones para facilitar el proceso de valuación masiva de inmuebles, siguiendo el desarrollo de Eguino y Carranza (2025) <doi:10.18235/0013669>. Permite crear variables territoriales que infor

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@johnneerdael

Follow the request. Find the cause. Learn to capture, analyze, compare and share HAR network captures with WireTrail, the command-line analyzer.

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@msmsrep

Mermaid 記法でダイアグラムを作成し、Excel のシートに画像として挿入する Office アドイン

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@moebiusmania

Companion (web)app per il FF di Modena.

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@QaliAI

A free, curated list of open-source and free software for coworking spaces, with plain-English setup guides, honest cost notes and side-by-side comparisons.

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@aws

Open-source skills, custom agents, and templates for AWS DevOps Agent — incident response, root cause analysis, and operational troubleshooting.

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