Everything measured
95 ideas have been through this exact rubric.
91 of them left a scorecard behind and are drawn below, one mark each. Tap a mark to read the idea. Four were graded without leaving one, so they are counted here and not drawn.
Selected
Pulled from the machine's own records on 2026-08-18. Nothing here is rounded and nothing is filled in.
What this page is not
Three things worth knowing before you read the numbers.
- The machine's records hold more scores than this. Most of them were graded by an older engine on a different scale. Putting them on this line would mean putting ideas side by side that were never measured the same way, so they are not here.
- Four of these really scored higher than they show. The engine stops recording at 100, so those four are stored at 100. They are drawn with a white tick above them and the recording limit is drawn on the chart. Nothing is quietly rounded.
- Four more were graded and are not drawn. Their scores exist but the scorecard behind them does not, and a number nobody can open is not evidence. They are counted, never plotted.
The list
All 91, highest first.
| Score | Where it landed | The idea |
|---|---|---|
| 100capped | Above the floor, on the shelf | Agent Session Analytics: Product Observability for MCP/Agent Traffic |
| 100capped | Above the floor | Agent that auto-reproduces production bugs and generates verified fixes |
| 100capped | Above the floor | Multi-model inference router: route requests to the cheapest capable model |
| 100capped | Above the floor, on the shelf | Semantic validation layer for AI-generated SQL queries |
| 99 | Above the floor, on the shelf | Persistent knowledge wiki for coding agent conversations |
| 99 | Above the floor | Token-thin MCP server gateway for cost-conscious AI agent deployments |
| 97 | Above the floor | Autonomous DBA agent that continuously monitors and fixes Postgres/MySQL before problems arise |
| 96 | Above the floor | Disposable sandbox environments for AI coding agents |
| 95 | Above the floor | Week-by-week GPU resale marketplace with transparent pricing and no lock-in |
| 94 | Above the floor | Confidence scoring layer for on-device LLMs so apps know when to escalate to cloud models |
| 94 | Above the floor | Credential gateway for AI agents: secrets governance layer |
| 93 | Above the floor | Continuous model cost optimizer for AI agent workloads |
| 93 | Above the floor | Memory-efficient LLM inference engine that pages model weights on demand for constrained devices |
| 92 | Above the floor | Proof-of-work inbox filter that makes senders earn delivery past AI-spam |
| 92 | Above the floor | Zero-config diagram layout engine that actually produces readable flowcharts |
| 91 | Above the floor | No-code team sharing platform for AI agent skills and prompts |
| 91 | Above the floor | Non-technical visual editor for AI-generated slide decks and presentations |
| 89 | Above the floor | Consumer-GPU LLM Fine-Tuning: Stream LoRA Training Without VRAM Walls |
| 89 | Above the floor, on the shelf | Crowdsourced affordable meal finder with business-side tools for local restaurants to manage deals |
| 88 | Above the floor | Open-source bowling center management system (score-keeping, pin detection, lane control) |
| 87 | Above the floor | Browser built for AI agent control and automation |
| 87 | Above the floor | Log noise filter for LLM context preparation |
| 87 | Above the floor | On-Device Large Model Runner: Run 80B+ Models on Consumer Hardware |
| 86 | Above the floor | Centralized Linux desktop policy management (MDM alternative for Linux fleets) |
| 86 | Above the floor | Family emergency document vault: get critical documents, contacts, and directives organized before crisis hits |
| 86 | Above the floor | Local-first transcription and dictation for Apple Silicon with offline model support |
| 86 | Above the floor | On-device LLM tool-calling engine for embedded and IoT workloads |
| 85 | Above the floor | Cross-channel deployment SDK for AI agents (Slack, MS Teams, Discord) |
| 85 | Above the floor | Menu-bar SSH tunnel manager for developers |
| 84 | Above the floor | Globally distributed serverless platform with forkable VM snapshots and built-in SQLite for stateful apps |
| 83 | Above the floor | Cross-platform ride price comparison app (Uber, Lyft, Waymo, Robotaxi) |
| 83 | Above the floor | Free open-source computational math environment replacing Mathematica for indie researchers |
| 83 | Above the floor | Local AI Security Testing Agent: On-Device Pentesting Without Cloud Dependency |
| 83 | Above the floor | Reliable YouTube-to-guitar-tab transcription tool |
| 83 | Above the floor | Tooling layer for AI agents: composable, reliable function-calling infrastructure |
| 83 | Above the floor | Ultra-low-profile mechanical keyboard for Mac users (Magic Keyboard replacement) |
| 83 | Above the floor | Visual GUI layer for AI agent workflows: no terminal required |
| 82 | Above the floor | AI-native video editing workflow: eliminate the AI-to-editor round-trip |
| 82 | Above the floor | High-fidelity HTML-to-Word document conversion library |
| 82 | Above the floor | Multi-agent CI orchestration for solo developers running parallel AI coding agents |
| 82 | Above the floor | Privacy-first local voice dictation tool for macOS that uses OS built-in models without cloud calls |
| 80 | Above the floor | Hands-on learning by rebuilding real systems from scratch |
| 79 | Above the floor | Excel-compatible spreadsheet runtime for AI agents and automation |
| 79 | Above the floor | Transcript-based video clipping tool |
| 78 | Above the floor | Offline-first SQL sync framework that actually works for real apps |
| 77 | Above the floor | Directory & discovery platform for golf courses with structured course data |
| 77 | Above the floor | PPPoE throughput fix / configuration tooling for UniFi routers |
| 77 | Above the floor | Zero-account browser-based tunnel to reach machines behind NAT |
| 76 | Above the floor | AI session cache persistence: keep long AI conversation caches warm without manual hacks |
| 76 | Above the floor | Lightweight local-first photo browser for Mac as an Adobe Bridge replacement |
| 75 | Above the floor | Automated fact-checking layer for online videos and articles that cites sources and flags unverifiable claims |
| 75 | Above the floor | Privacy-first mobile file viewer that requests zero permissions |
| 74 | Above the floor | Cross-platform lens control utility for Linux photographers |
| 74 | Above the floor | Full tech-stack detection tool (infrastructure + frontend) |
| 74 | Above the floor | Research paper navigator: find datasets, code, reviews, and related work in one connected atlas |
| 73 | Above the floor | Digital Media Consumption Reduction Tool |
| 73 | Above the floor | Free self-hosted document signing and verification (Let's Encrypt for docs) |
| 73 | Above the floor | Headless browser video editor with an API: let AI agents produce and edit video programmatically |
| 73 | Above the floor | Lightweight self-hosted CCTV system for single-board computers |
| 72 | Above the floor | Auto-generate MCP servers from any web app: reverse-engineer APIs into agent tools automatically |
| 72 | Above the floor | Coding agent session replay and audit on codebase 3D map |
| 72 | Above the floor | Stealth browser runtime for AI agents: anti-bot bypass so scrapers and agents don't get blocked |
| 71 | Above the floor | Visual disk-usage explorer for headless servers and containers |
| 70 | Above the floor | MCP server discovery and auto-configuration tool |
| 69 | Above the floor | Declarative DSL for Data/Embedding/API Pipelines |
| 69 | Above the floor | IntelliSense for Math-Heavy Academic Papers |
| 68 | Above the floor | Bookmark Manager with Smart Organization and Search |
| 68 | Above the floor | Chrome Extension That Disguises Claude as a Google Doc |
| 68 | Above the floor | Unified LLM API endpoint / abstraction layer |
| 67 | Above the floor | Automated pain-signal clustering from public forum posts for founders |
| 67 | Above the floor | Drop-in inline Markdown editor component for web apps |
| 67 | Above the floor | Language Learning Tool with Bilingual Ebooks, Translations, and Audiobooks |
| 67 | Above the floor | Local-first speed reading app for personal ebook libraries |
| 67 | Above the floor | Meeting room booking system that actually prevents phantom bookings |
| 67 | Above the floor | Simple paid apps ($1-5/mo) that technical users wish existed |
| 66 | Above the floor | Webpage-to-markup extractor: copy a page's text and links as structured markup |
| 65 | Above the floor | AI agent visualization spec that balances reliability and verbosity |
| 65 | Above the floor | CPU-friendly LLM inference server that learns and speeds up with use |
| 65 | Above the floor | Go-style coroutines for Python free-threaded mode |
| 65 | Above the floor | Session replay for iOS/SwiftUI apps: watch how users actually interact with your mobile app |
| 64 | Below the floor | Local LLM runner for consumer-grade hardware |
| 64 | Below the floor | Unified Customizable Trading Dashboard |
| 63 | Below the floor | On-site search analytics: detect what users search for on your webpage to find content gaps |
| 63 | Below the floor | Real-time signal inspection and debugging tool for Linux processes |
| 62 | Below the floor | ChatGPT-using company finder for GPT store builders |
| 61 | Below the floor | AI Content Fatigue Filter: Curated Feeds That Cut AI Noise |
| 61 | Below the floor | Multi-account switcher for AI developer tools (Claude, Cursor, GitHub Copilot) |
| 58 | Below the floor | Terminal emulator that measures and optimizes keypress-to-screen latency |
| 57 | Below the floor | Minimalist at-a-glance weather dashboard for quick decisions |
| 52 | Below the floor | Unmet software needs wishlist from technical community |
| 47 | Below the floor | Nouveau-based GPU offloading solution for legacy Nvidia Optimus on modern Linux |
The floor is 65 out of 130. Below it, the machine refuses. 14 of these titles used a long dash to separate the name from the description; this site never prints one, so it prints a colon there instead. Nothing else about any title is changed.
Yours goes on the same line.
Two sentences is enough. Free, and it is allowed to say don't build.