Curated List
Portfolio Project Ideas
Projects that actually impress in interviews. Intermediate to advanced ideas with clear AI magic moments, real tech stacks, and the kind of demo that makes hiring managers stop scrolling.
19 ideas
19 ideas in the archive
FrameScout - Visual UI Regression Detector That Actually Explains What Broke
Your CI pipeline turns green, you deploy, and three users immediately email you that the checkout button is invisible on mobile Safari — congratulations, you have a visual regression that pixel-diff tools flagged as a 0.1% change and silently ignored. FrameScout uses computer vision to compare before/after screenshots at the component level, classifies what type of UI element changed and whether it is user-facing critical, and generates a Slack alert with a visual diff and a plain-English severity verdict.
ClipForge - AI Agent that Turns Long-Form Video into Multi-Platform Clips and Captions
Upload a 30-minute video, the AI agent auto-generates 8-12 short-form clips (optimized for TikTok, Reels, Shorts), extracts captions, adds branded watermarks, and queues them for publishing. One upload, 10 pieces of content.
ThumbnailMood - Computer Vision Emotion Analyzer for YouTube Thumbnails
Upload a thumbnail, get instant feedback on emotional impact, contrast, and predicted CTR uplift. Uses vision AI to score human face emotion, composition, and color psychology—then suggests measurable tweaks.
PRContext - Auto-Inject Codebase Context into GitHub PR Diffs (Solves 'Wait, What Does This Function Do?' on Code Review)
When a PR reviewer opens a GitHub diff, PRContext silently injects one-sentence function summaries, related commits, and error patterns for any new function call. No friction, no new UI, just smarter diffs.
PrivacyGuard - PII Detection Layer Before Your Prompts Hit Any LLM
Every dev team has that one paranoid colleague who refuses to paste client data into ChatGPT — turns out they are right and everyone else is wrong. PrivacyGuard sits between your team and any LLM, scans outbound prompts for PII and sensitive data in real-time, and optionally reroutes flagged prompts to a self-hosted Ollama instance. Ship this to one fintech or law-adjacent SaaS team and charge $500/month before lunch.
TimeStitch - Auto-Capture Billable Work from Calendar and Email
Slack bot that passively watches your calendar, email, and message activity to build a daily billable hours log with one-click confirmation. No manual time entry reconstruction from memory at 5pm.
CodeOdor - Real-Time AI Code Smell Detection in Cursor IDE
An MCP server that runs in Cursor and flags architectural debt, anti-patterns, and code smells before you commit. Think eslint but for design patterns and architectural decisions, powered by Claude.
PodClipLicense - Automated Licensing and Revenue Split for Podcast Clip Creators (AI Detects Clips, Pays Creators)
Podcast gets clipped on TikTok/YouTube Shorts by creators, PodClipLicense detects it via fingerprinting, verifies licensing, and splits revenue. No manual tracking, no spreadsheets, just money flowing to creators automatically.
EventReplay - Session Replay Debugger for Backend Event Streams
Record, replay, and debug production event sequences from your message queue (Kafka, RabbitMQ, Redis) the way frontend devs use session replay. Point it at your event stream, pick a timestamp, and watch exactly what happened in order with full message payloads.
FormPerfect - AI Workout Form Coach via Phone Camera with Real-Time Corrections
Gym-goers hurt themselves doing squats and deadlifts with poor form. Expensive form coaches ($100/session) are out of reach. FormPerfect uses phone camera to analyze joint angles in real-time, detects form breakdowns, and corrects them mid-rep — like having a personal trainer in your pocket.
SlackBrain - Contextual Memory Layer for Distributed Slack Teams
Slack kills messages older than 90 days unless you pay enterprise. SlackBrain indexes every message, stores semantic embeddings, and surfaces forgotten context in real-time via a simple @mention during conversations — turning Slack into a searchable, context-aware institutional memory.
CallIntelligence - AI Sales Call Analyzer That Emails Transcripts + Coaching Instantly
Browser extension that auto-records sales calls (Zoom, Teams, Google Meet), transcribes them, analyzes for deal stage, objection handling, and competitive mentions in real-time, then emails a 1-page coaching brief 30 seconds after the call ends.
RedditLense - Automated Reddit Prospect Radar with CRM Sync
Your SDRs are spending three hours per day manually scrolling Reddit looking for buying signals like 'anyone recommend a tool for X' — that is a $90/hour problem dressed up as a $15/hour task. RedditLense monitors keyword-triggered Reddit posts in real-time, scores each post for buyer intent using NLP, and pushes warm leads directly into HubSpot or a Pipedrive webhook. First five SDRs pay $99/month each before you write a single line of marketing copy.
PipelineReplay - CRM Pipeline History Snapshots and Trending
Automatically snapshots your Salesforce or HubSpot pipeline daily, stores the history, and surfaces month-over-month trending in a 3-line dashboard. See what deals moved, stalled, or closed—without manual exports.
CursorContext - Persistent Memory Layer for Cursor AI Coding Sessions
Cursor forgets your architecture every time you switch files. CursorContext auto-injects a rolling summary of your codebase decisions, patterns, and file relationships into every prompt — no manual context management.
ChurnAlarm - Predictive Churn Detection for Micro-SaaS Products (Early Warning System)
Micro-SaaS founders don't know a customer is about to churn until they've already churned. ChurnAlarm watches 15+ behavioral signals (login frequency drop, feature usage decline, support tickets spike) and alerts founders 7 days before cancellation — turning reactive retention into proactive save-the-customer moves.
ReputationRadar - Real-Time Review Sentiment Alerting for Local Service Businesses
Local plumbers, electricians, and contractors live in fear of bad reviews. By the time they see a 1-star on Google, their phone is ringing with angry clients. ReputationRadar monitors all review platforms in real-time, alerts within 5 minutes of a new review, and suggests a response using the business context — turning damage control into immediate reputation repair.
ClipShield - Automated Copyright Registration and Licensing for Short-Form Video Creators
TikTok, YouTube Shorts, and Instagram Reels creators generate thousands of clips but have zero proof of ownership and can't charge licensors for reuse. ClipShield auto-registers copyrights for original videos, generates unique licenses, and tracks unauthorized reuse — turning every viral clip into a monetizable asset.
TokenWatch - Real-Time Design System Token Drift Detection for Figma
Figma plugin that watches your design tokens (colors, spacing, typography) in real-time and alerts you the instant a designer deviates from the system — auto-generates a pull request to fix the mismatch in your codebase.