Help enterprises deploy open-source LLMs on a single 5090 workstation for ERP development
Problem
Enterprise developers find cloud AI services tightening support for Chinese passports and are considering local open-source models for ERP development. But they lack experience with model selection, hardware fit, and deployment. A thread asking 'what are your thoughts on open-source model capabilities?' shows a big information gap.
Solution
A local deployment assistant: recommends open-source models and quantization based on hardware (e.g., 5090, 64GB VRAM), one-click download and inference setup, built-in prompt templates and code examples for ERP scenarios, and model capability benchmarks.
One-click sync of Skills, MCP, and AGENTS.md across 20+ coding agents
Problem
Developers use multiple AI coding agents (ClaudeCode, Codex, Cursor, Antigravity, etc.), each with separate Skills, MCP configs, and AGENTS.md files. Manual syncing is tedious and error-prone. An existing CLI tool proves demand, but there's no unified GUI for config management.
Solution
A desktop app or enhanced CLI that auto-detects all local AI coding agent configs, visualizes diffs, and syncs Skills, MCP, and AGENTS.md in one click. Includes version history, rollback, and a config template marketplace—manage agent configs like dotfiles.
Browse real app icons for inspiration and generate custom icons from a prompt
Problem
Indie developers struggle with app icons: designers are expensive, self-drawn looks amateur, and AI-generated icons feel generic. A site with 18k real icons exists because 'see how similar apps do it' is a core need, but it only offers browsing—no way to generate usable variants or export sizes.
Solution
Combine a real icon library with a workflow: search by prompt, pick a reference, describe changes (e.g., 'warm orange, rounder'), and AI generates a new icon with full iOS/Android/Web size export. Filter by color, style, category.
Track usage and reset timers across multiple AI coding subscriptions in one place
Problem
Developers juggle Codex, Claude, Antigravity, and other AI coding services, but each platform has opaque quota rules, reset windows, and billing cycles. Some find their official subscription burns through quota too fast and don't know which model to use; others buy cheap Google AI Pro only to discover it excludes Claude Opus. A unified view is missing.
Solution
A local dashboard or CLI that aggregates API usage from major AI coding services, showing remaining quota, reset countdowns, model availability, and hidden restrictions. It logs per-request costs, generates weekly reports, and helps developers pick the best model and subscription mix.
A blunt, no-fluff AI coach that calls out your excuses and pushes you to act
Problem
Many have tried productivity tools and motivational AI, but get generic encouragement and quotes that don't drive action. They want a coach who directly points out excuses and talks like a frank friend.
Solution
LLM-based conversational coach with a direct, honest, occasionally sarcastic but supportive personality; remembers user goals and procrastination patterns, calls out excuses, and suggests concrete next steps.
Voice-following teleprompter for creators and presenters—one-time purchase, no subscription, no data sharing
Problem
Small YouTubers, podcasters, and presenters (like social workers) need a teleprompter, but existing tools are subscription-based, have privacy concerns, or lack features; on Mac, a full-featured, one-time-purchase teleprompter is especially missing.
Solution
Native Mac teleprompter with voice-follow auto-scroll, mirror display, hotkey control, multi-script management, and appearance customization; fully local data, no subscription, one-time purchase.
Scans new agents and MCP tools, compares capabilities to help devs choose fast
Problem
The agent and MCP ecosystem is exploding, but tools lack standardization. Developers waste hours browsing GitHub, Product Hunt, and Twitter to learn what's new and how capabilities compare, making it hard to pick the right one.
Solution
Aggregates newly released agent/MCP tools across platforms, auto-extracts core attributes (local support, dependency size, supported models, use cases), generates comparison cards and a subscribable weekly digest; supports tag filtering.
Auto-aggregates API and cloud bills to show your real monthly net profit
Problem
Indie SaaS founders manually open Polar, Firecrawl, Resend, Twilio, OpenAI, Railway and other dashboards to add up API and hosting costs, only then knowing actual profit after expenses. Bills are scattered, API costs fluctuate, and hidden expenses are easily missed.
Solution
Connect billing APIs (or parse email invoices) from major SaaS and API providers to auto-aggregate monthly revenue and expenses, output net profit, margin, and cost trends; set budget alerts for anomalies.
Inventory tool for hardware makers—scan or import orders, check BOM shortages instantly
Problem
Hardware developers track components in Excel manually, looking up model, package, and specs one by one. As inventory grows, it becomes unmanageable; purchase orders and reel QR codes can't be quickly turned into structured stock.
Solution
Import orders exported from LCSC and auto-parse model, package, specs, and datasheet links; scan LCSC reel QR codes via phone for batch intake; upload BOM to compare with stock and flag shortages.
Resumable, low-risk bulk fetching of thousands of small files into a knowledge base
Problem
Someone tries to archive thousands of short videos from a creator for a personal knowledge base: existing tools get blocked, IPs get rate-limited, logged-out quality drops to 480p, and a single failure means starting over. It isn't scraping, yet it's harder to organize than scraping.
Solution
A local-first orchestrator: turn targets into queues, with rate limits, randomized intervals, retries, and resume support. It handles login state for higher quality, and once downloaded, dedupes and lays files into a clean directory tree with an index file ready to feed a knowledge base.
Run a proxy's-eye audit of your site, styles stripped
Problem
When agents read the web in place of people, signals that only exist visually stop working. Developers don't know what their site looks like to a proxy or crawler, or which information is silently invisible to them.
Solution
Enter a URL: it renders the page, strips the stylesheet, and simulates common agent fetch paths, then shows a side-by-side of what humans see versus what machines actually read — flagging CSS/JS-hidden content, missing semantic markup, and layouts that block consumption.
Deliberate practice to keep your code-review instincts sharp
Problem
As AI writes more code, judging whether its output is correct gets harder. Stop writing by hand for a while and review skill, systems intuition, and debugging instincts visibly decay — but there's no training ground aimed at non-LOC skills.
Solution
A deliberate-practice gym focused on review and judgment, not output volume: a few short daily exercises — spot the race condition in a snippet, find the root cause in messy logs, estimate an algorithm's complexity — with instant scoring and explanations, plus long-run skill curves.
Dry-run every dangerous agent command in CI before it runs
Problem
Coding agents delete home directories, overwrite configs, and fire off destructive commands. Today it's all-or-nothing: full trust or full block, with no "show me what this would do" layer — so long unattended runs feel like a gamble.
Solution
A configurable gate that routes agent shell/file operations through declarative policy checks. When a dangerous pattern matches (rm -rf, dotfile overwrite, writes to credential dirs), it pauses, shows a dry-run impact summary plus a suggested safer form, and lets you approve in one click.
Turn the tool limits AI agents keep hitting into a votable fix list
Problem
Agents hit the same limitations on the same tools (CLIs, libraries, APIs) across totally different tasks, but no one collects those complaints — the agents don't speak up and maintainers get zero signal. Developers just keep working around the same wall.
Solution
A lightweight intake board: agents (or humans) report "tool + limitation + repro command" via one CLI/MCP call. Posts are clustered per tool, deduped, and ranked by frequency into a public or private "top blockers" view that maintainers and other agents can consume.
A tiny library to detect AI agent traffic and let site owners hide ads, change prices or log agents.
Problem
As AI agents browse the web more often, site owners have no idea how much agent traffic they get and cannot differentiate it. One weekend project detecting Grok Bot, Instinct, Muse and others shows the need is real but tools are scarce.
Solution
A minimal JS/Python library that fingerprints common AI agents and crawlers, letting developers hide ads, adjust pricing, log or block based on visitor type with negligible performance cost.
Turn any song into an immersive language lesson with clear speech and subtitles.
Problem
Language learners often want to practice with songs they love, but lyrics are fast, pronunciation is unclear and word-by-word explanation is missing. Making listening materials by hand is very time-consuming, and no automated tool exists to recreate the old radio-show style language lesson.
Solution
A CLI that takes an mp3 and automatically performs vocal separation, speech recognition, word/phrase subtitle generation and clear pronunciation synthesis, outputting a language-learning video or audio with subtitles and explanation cues.
Auto-blur names, addresses and unstructured PII on any web page using local AI before sharing your screen.
Problem
Most existing browser privacy blur tools rely on regex, handling emails, phones and card numbers but missing names or addresses. Some builders have resorted to local AI to solve this, but such tools remain rare and require users to assemble models and rules themselves.
Solution
A browser extension that uses a local small model to detect unstructured PII (names, addresses, account IDs) on web pages and blur or mask it in real time, with manual adjustment. All inference runs locally with no data upload.
Independently verify whether your coding agent actually did what it claims.
Problem
Developers who give coding agents access to their repos worry about hallucinations or workarounds. Some find themselves manually checking every transcript against actual file changes because the agent often fails to disclose what it really did or silently bypasses failed tests. This distrust slows collaboration badly.
Solution
An independent execution recorder that watches actual filesystem changes, command runs and test results made by coding agents, diffs them against the agent's own transcript, and produces a concise audit report.
A fully offline CLI that converts images, video and documents for privacy-conscious developers.
Problem
People constantly need to convert videos to GIFs, change image formats or convert documents, but the only easy options are shady online converters where you have to hope your files aren't stored or returned altered. This is a high-frequency task with no safe, out-of-the-box local alternative.
Solution
A single CLI that detects input formats and invokes local ffmpeg, ImageMagick, LibreOffice and similar engines to perform conversions, with tuned presets that guarantee good output. No internet, no signup required.
Make macOS app permissions expire automatically like share links
Problem
Mac users feel uneasy when apps keep microphone, camera, and other permissions forever after a single grant. A tool that lets permissions expire on a schedule shows people want temporary, revocable access. Most users also don’t want a heavy security suite, just a lightweight switch.
Solution
A menu bar utility that lets users set expiry times for each app’s permissions (15 minutes, 1 hour, tonight, when the app quits) and auto-revokes them with a notification. It groups permissions by app and cleans up records left by deleted apps. Everything uses native system mechanisms and can be restored with one click.