Products / Ideas
Things people are building with LLMs
Mpsify: runtime patcher to run CUDA scripts on Apple MPS
Mpsify is a Python package that patches PyTorch at import time to transparently redirect CUDA calls to Apple's Metal Performance Shaders (MPS). It solves the problem of editing CUDA scripts to run on Apple Silicon Macs, automatically remapping .cuda(), device='cuda', and map_location='cuda' to MPS equivalents. The tool is for ML practitioners who want to run training scripts or HuggingFace repos on M2 Macs without manual code changes.
Free backtesting tool that detects luck-based trading strategies
Verax is a free backtesting tool that stress-tests trading strategies across multiple market regimes, performs parameter sensitivity analysis, and provides honest verdicts on whether a strategy outperforms buy-and-hold. It includes a bar-replay game where users paper trade historical data and compare results to holding. The tool uses LLMs to generate natural-language explanations of strategy performance and market pulse signals.
AI agent society simulation in a fantasy world
Artificiety is a persistent fantasy world inhabited solely by AI agents powered by LLMs. Each agent observes the world, makes decisions, and writes to its own memory, leading to emergent behaviors like trading, alliances, and rivalries. It explores whether an agentic society can self-organize without human players.
Kote: Capture and reuse engineering context from AI chats and Git
Kote automatically captures engineering context from AI assistant chats and Git activity, storing it for later retrieval during pull requests or quick notes. It solves the problem of losing valuable debugging or architectural context by eliminating the need for manual documentation. Targeted at developers who use AI coding assistants.
Public ledger tracking software ideas from conception to shipped code
Vibehub is a public backlog that records the full lineage of a software project, from the original idea to shipped code. It uses a human-agent collaboration pipeline to track who had the idea, who specced it, and who built it, with live build statuses. The tool aims to prevent good micro-ideas from dying in notes apps and provide transparency for open-source projects.
AI tutor for kids that adapts to each child and gamifies learning
Aivie Spark is a free AI tutor for kids that remembers each child's progress and makes learning feel like a game. It uses LLMs to provide adaptive hints and challenges, helping children work through problems without giving away answers. Built by a dad who wanted his kids to gain something from screen time.
USMLE Pomodoro: study timer for medical students
A desktop app that combines a Pomodoro timer with study materials for USMLE preparation. Built with AI-assisted coding, it helps medical students manage study sessions and breaks effectively.
Chessmate: iOS chess opening trainer that quizzes forgotten moves
Chessmate is an iOS app that helps chess players practice openings by presenting positions one at a time and quizzing them on the correct moves, especially those they tend to forget. It uses LLMs to generate explanations for why a move works, addressing the common problem of forgetting both the move and its rationale after studying.
GitHub commit watcher that drafts social media posts for indie makers
PublishLoud monitors GitHub commits and auto-generates draft posts for LinkedIn and X (Twitter) to help solo developers maintain a consistent marketing presence. The user reviews and edits every post before publishing, ensuring authenticity while reducing the friction of regular posting.
Web UI for Claude Code with rendered markdown and LaTeX
A web-based user interface for Claude Code that renders markdown and LaTeX formulas properly, solving the problem of poor terminal output for non-code conversations. Built entirely by Claude Code itself, it provides a prettier chat experience for users who access Claude via API without a subscription.
No-signup workout generator with shareable cards
Setlist is a static web app that generates instant workout routines based on time, focus area, and available equipment. No account or ads required. It uses a manually tagged exercise list (not LLMs) to produce random but sensible workouts, and offers a save-to-image feature for sharing.
YouTube title and thumbnail declickbaiter using transcript context
Face Value is a browser extension that rewrites YouTube video titles and thumbnails to remove clickbait. It uses transcript context to generate accurate, descriptive titles and neutral thumbnails, making the feed easier to browse.
Knowledge graph search with electrical circuit scoring
OpenKGO replaces binary yes/no matching in knowledge graph search with a scoring system modeled as an electrical circuit. Each query becomes a circuit where relevance is measured by current flow, enabling soft ranking instead of hard pattern matching. It runs locally, is open source under Apache-2.0, and aims to improve retrieval for RAG and search applications.
Wedge helps founders validate startup ideas by pressure-testing assumptions
Wedge is a tool that guides founders through a structured process to evaluate startup ideas before building. It uses LLMs to help users identify target users, surface hidden assumptions, assess risks, and determine what to validate first. The goal is to reduce wasted time and resources on unviable concepts.
Local desktop orchestrator that plans and delegates coding tasks to cloud AI
Forge is a desktop app that uses a local LLM to plan and decompose a high-level coding intent into small, specific tasks, then delegates each task to a cloud AI (Google Antigravity) for execution. It solves the problem of autonomous agents over-engineering or breaking existing code by keeping the AI on a tight leash, giving developers more control and reliability.
AI agent for Portuguese immigration law with document grounding
Leiclara is an AI agent that answers questions about Portuguese immigration law by grounding its responses in official legal documents from Diario da Republica. It solves the problem of navigating broken immigration processes for people moving to Portugal, providing more rigorous and referenced answers than generalist LLMs.
Block dangerous Git and shell commands from being executed by agents
A tool that prevents LLM-powered agents from executing dangerous Git and shell commands. It solves the problem of agents accidentally or maliciously running destructive commands like force pushes or rm -rf, protecting developers and CI/CD pipelines.
Free AI travel destination search across Asia
A free AI-powered search tool that helps travelers discover destinations across Asia. It uses LLMs to understand natural language queries and provide personalized recommendations, solving the problem of finding suitable travel spots without extensive research.
Broll: MCP server for coding agents to create and publish marketing content
Broll is an MCP server that gives coding agents (Claude Code, Codex) a content studio to generate images, videos, carousels, and publish to Bluesky/Mastodon. It uses LLMs to draft content and automate marketing workflows, solving the problem of indie developers needing to create and publish marketing material without manual effort.
Find local businesses without a website and build one in 60 seconds
Parola is a tool that lets freelancers find local businesses with no website (verified phone numbers included) and generate a complete site with booking form in about a minute. It uses an LLM-powered builder to create the site, solving the problem of finding leads and building fast enough to make the economics work.
SayItDev: Add LLM and speech to any app with zero dependencies
SayItDev is a JavaScript library that adds LLM and speech capabilities to any web app without external dependencies or model downloads. It solves the problem of integrating AI features like text generation and voice interaction for developers who want a lightweight, self-contained solution.
Local memory system for Claude Code with review queue
Global Agent Memory is a local memory system for Claude Code that stores project knowledge across sessions. It uses MCP to let Claude search existing memories or propose new ones, which go into a review queue for the user to approve, edit, or reject. It solves the problem of losing context between coding sessions and gives users control over what the AI remembers.
Nulls: fast, AI-powered fitness tracker with photo-based food logging
Nulls is a fitness tracking app that uses LLMs for image recognition to log meals from photos, eliminating manual entry and barcode scanning. It prioritizes speed and simplicity for users who find existing apps bloated and expensive.
Open-source private desktop AI overlay with MCP support
Wisp is a desktop overlay that lets you invoke AI from any app via keyboard shortcuts, with context like text, screenshots, or active window. It supports voice queries, dictation, and pasting results directly, keeping data local and private.
Fitness app with AI coach that calls you out for skipping workouts
TrackFull is a fitness app that pairs users with an AI coach that learns from their goals, training history, and progress. The coach recommends workouts, adapts guidance, and notices when workouts are skipped, offering a more personal and engaging fitness experience.
Eli Felse: a framework for safer autonomous AI assistants
Eli Felse is a framework designed to explore safer ways to create autonomous AI assistants. It uses LLMs to power an AI agent that can play games, chat, browse the web, and perform creative tasks, all while demonstrating safety measures. The framework is aimed at researchers and developers interested in building safer autonomous agents.
NeatContext: lightweight desktop app to give LLMs domain knowledge for oncall incident handling
NeatContext is a desktop application that lets LLMs access domain knowledge to handle oncall incidents more accurately. It solves the problem of SRE agents lacking domain-specific context, enabling better incident response without heavy infrastructure.
All-in-one workspace to tailor resumes to job descriptions
ApplyBoost is a web app that consolidates the resume tailoring workflow into a single workspace. It uses LLMs to rewrite bullet points, identify missing keywords, and scan for ATS compatibility, helping job seekers save time and improve their applications.
AI code review tool using custom standards file
Surmado's Scout is a low-cost AI code review tool for small teams, solo founders, and vibe coders. It reviews pull requests against a user-defined STANDARDS.MD file, providing feedback on what looks good, what needs work, and a reviewer brief. It aims to be 1/10 the price of Claude.
CV AI: AI-powered CV generator that creates polished PDFs in under 60 seconds
CV AI is a web tool that uses an LLM to generate clean, professional CVs as PDFs in under a minute. It solves the problem of messy Word templates and time-consuming design tools for job seekers who want a quick, no-frills resume. The creator built it in 24 hours using 'vibe coding' and has had 9 users test it.
Social media ghostwriter that grows your following from one thought
A system that helps micro SaaS founders grow on X, LinkedIn, and Reddit by ghostwriting posts from a single thought or past content. It uses LLMs to generate and schedule social media content, solving the distribution problem for solo builders.
AI coding agents communicate via Git repo group chat
A system where multiple AI coding agents collaborate by using a Git repository as a shared group chat. Each agent commits messages and code changes, enabling asynchronous communication and coordination. It solves the problem of orchestrating multiple LLM-based agents for complex software development tasks.
AI reading app that narrates EPUBs/PDFs line-by-line with highlighted text
SublimeRead is an AI reading app that narrates EPUB and PDF files line-by-line using natural AI voices, highlighting each sentence as it's read. It solves the problem of hands-free reading or following along while listening, with cloud-synced progress across devices. Targeted at readers who want to listen to books or follow along with audio.
AI photo editor with text prompt editing
An AI-powered photo editor that lets users perform professional-grade image editing using text prompts. It uses LLMs to interpret natural language instructions and apply edits accordingly, solving the problem of complex manual editing for casual users and professionals alike.
Resume scoring and job matching tool with skill gap roadmaps
Jobpilot is a free tool that scores a user's resume out of 100, identifies missing qualifications, and rebuilds the resume. It then matches the user against real job postings with a fit score and generates a learning roadmap for jobs they don't yet qualify for. The LLM is used to analyze resumes, generate scores, and create personalized roadmaps.
Equity research MCP server for Claude providing curated real-time stock data
A stock research platform rebuilt as a Model Context Protocol (MCP) server for Claude. It gives Claude access to real-time, quality-checked financial data and curated equity research, enabling flexible and grounded stock analysis. Aimed at individual investors who want an affordable alternative to institutional tools like FactSet or Moody's.
Open-source phone agent using HDMI capture and USB HID control
Aiden is an open-source hardware project that treats a phone as a black box, capturing screen output via HDMI and sending input back via USB HID. It runs a vision/agent loop on a Luckfox Pico Zero board with Buildroot Linux, enabling automation without installing software on the phone. The project is seeking feedback on this design approach.
TrialPilot: clinical trials from your phone, built by a patient
TrialPilot is a mobile platform that enables patients to participate in clinical trials remotely via their phone. It uses LLMs to streamline trial matching and communication, addressing the accessibility gap in clinical research for conditions like Long COVID. Built by a patient and two engineers, it aims to bring trials to patients rather than requiring travel.
Daybrief: daily 3-minute audio news brief for your stock watchlist
Daybrief is a service that scans overnight news for stocks on your watchlist and generates a 3-5 minute audio summary delivered each morning. It uses LLMs to process and condense news into a concise audio brief, solving the problem of manually checking multiple sources for stock updates. Targeted at individual investors who want to stay informed hands-free.
Ditto: mine your own LLM coding sessions into a file for your agent
Ditto extracts only the user's typed messages from local Claude Code and Codex session logs, stripping tool output and assistant replies, and compiles them into a file that an AI agent can read first. It solves the problem of losing personal work patterns and context across many coding sessions, giving the agent a honest record of how the user actually works.
GitHub contribution graph as 3D city flight game
A web game that turns a user's GitHub contribution graph into a 3D city where each day's commits become a building. The user flies a plane through the city in first-person view; crashing shows the date and commit count. Built using leftover LLM API quota, but the LLM is not a core part of the game itself.
Viral Hook Maker: app to create vertical promo videos with hook clips
Viral Hook Maker is a mobile app that helps small businesses and creators quickly produce vertical promo videos (Reels/Shorts) by selecting a language-based hook video, adding their own footage, and making simple edits. It uses an LLM to generate or curate hook scripts, solving the problem of losing time finding an engaging hook and stitching it to footage in a full editor.
GitHub commit history flight game
A browser game where you fly a plane through a 3D city generated from your GitHub commit graph. Each day with commits becomes a building, with height proportional to commit count, and lanes represent weekdays. The game was built entirely with AI (vibe-coded) without writing any code manually.
CodeInspectus: open-source security scanner for AI-generated code
CodeInspectus is a fully open-source, local security scanner that checks AI-generated code for vulnerabilities. It covers 32 checks (13 AI-specific + 19 SAST) and 200+ secret/API-key patterns, catching issues like hardcoded secrets in client-side code, exposed API keys, and insecure RLS policies. It helps developers secure projects built with LLM-generated code.
QR and barcode scanner with history and smart actions
PureLens is an iPhone/iPad app that scans QR codes, EAN, UPC, and ISBN barcodes, then offers smart actions like opening links, copying text, joining Wi-Fi, or calling numbers. It maintains a searchable scan history and allows organizing scans into collections for later reference, solving the problem of ephemeral scan results.
Client context project system for consultants using LLM
A consultant shares a system using Claude projects to maintain per-client context, including standing info, decision logs, and meeting notes. The LLM is used to quickly retrieve relevant context before meetings, reducing cognitive load from context switching. Solves the problem of forgetting client details for consultants managing multiple clients.
Competitor monitoring tool that tracks pricing, jobs, and changelogs
A free tool that automatically monitors competitors' public signals: pricing pages, job postings, and changelogs. It uses LLMs to summarize changes and alert users, saving solo developers and small teams from manual tracking. Built by a solo developer frustrated with expensive enterprise tools like Klue and Crayon.
OneMind: per-project LLM memory via a single protocol file in git repos
OneMind is a concept for a protocol file (onemind.md) that, when placed in a git repository, enables per-project LLM memory by storing structured references and context. It aims to give LLMs persistent, project-specific memory without bloating the repo, solving the problem of LLMs lacking long-term context across sessions for developers.
Open-source AI interview simulator with CLI and local web dashboard
Interview Coach is a free, open-source AI interview simulator that runs in a CLI with a local web dashboard. It uses LLMs to conduct structured mock interviews for any role, supports voice interviews, smart memory, analytics, and PDF reports, and works with any LLM provider or local models.
Uncensored AI chatbot with no login, free, anonymous
A web-based AI chatbot that uses a custom jailbreak prompt to bypass content filters, providing uncensored responses. It requires no login or signup, is free, and logs no user data. Built for users who want unrestricted AI conversations.
