Stop Guessing What to Build.
Every morning, AI scans 28 platforms, cross-validates signals, and ranks emerging tech trends by builder relevance. Free tiershows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing strategy, and risk assessment — so you know exactly what to build and how.
Smart Home Reliability
Reddit's home automation community discusses device connection stability, relay durability, and robot mower rescue frequency, with reliability emerging as a top user concern.
ValidatingAIAgentAI Agent Messaging Interface
Indie devs propose putting AI agents in your contacts and interacting via chat, solving terminal waiting and session fragmentation for better async collaboration.
ValidatingAIModelAI Data-Driven Pricing
Meta's Muse Spark 1.3 offers a data-sharing discount with a million-token context window, but prices vary 21x, sparking debate on data value and pricing models.
ValidatingAIAppAI-Powered Plant Safety Database
A developer built a free pet-toxic plant database out of personal need, receiving high community praise, showing the value of niche data tools.
Validating★★★☆☆AIAgentAgent Phone Numbers
Giving AI agents real phone numbers enables interaction via chat/call, transforming agents into contactable entities rather than programs to open.
Agent Skills Management
As the Agent Skill ecosystem explodes, managing skill files across different AI coding tools has become a pain point, spawning symlink-based managers and other unified solutions.
Local AI Model on Mac
Practices and discussions on running large models locally on Macs, including performance comparisons and memory optimization.
Agent Tool Router
OpenRouter-like services for agent tools and models, offering unified interfaces, privacy guarantees, and cost controls.
Browser-Based AI Agent Harness
Multiple open-source projects focus on browser automation harnesses that enable LLMs to complete arbitrary web tasks with self-healing capabilities.
AI Coding Agent Subscription Sharing
Discussions on sharing AI coding tool subscriptions within teams and the risk of account bans when using proxies.
Local-First AI Code Intelligence
Building code knowledge graphs locally to reduce token consumption and tool calls for AI coding tools.
AI Content Label Hiding
A Safari extension hides YouTube videos labeled as AI-generated, reflecting user demand for filtering AI content.
AI Website Redesign via Prompt
A browser extension lets users reshape any website's appearance and functionality with plain-language instructions.
AI-Powered Publishing Pipeline
Tools that automate publishing technical content across platforms, reducing the burden of content distribution for developers.
Open-Source Coding Agent for JetBrains
Kilo Code launched a fully native, open-source coding agent for JetBrains, filling a gap in AI coding agents for that IDE ecosystem.
MacBook Notch Pet
A virtual pet that lives in the MacBook's notch, turning a hardware quirk into a personalized entertainment space.
AI-Powered Job Search
An open-source AI job search tool went viral, automatically scanning job portals, evaluating listings, and tailoring CVs, running locally in AI coding CLIs.
Agent Harness Cost Benchmarking
Cost per pass for the same model varies by up to 17x across different agent harnesses, sparking demand for quantitative evaluation of harness efficiency.
AI-Generated SEO Spam
Exposes how three sites generated 215,128 AI-powered 'best software' pages cited by Perplexity, raising concerns about AI content pollution.
AI Agent Debugging via Execution Trees
Proposes using execution trees instead of logs for debugging AI agents, providing a more intuitive view of an agent's decision paths.
Multi-Agent Workflow Cost Overrun
A developer shares lessons from a multi-agent workflow that quickly exhausted Codex credits, prompting reflection on workflow efficiency.
OpenJDK Bans AI Code
OpenJDK's complete ban on AI-generated code sparks widespread discussion on AI usage policies in open-source projects.
AI Design Engine Plugin
An open-source design plugin turns coding agents into design engines, generating real files like prototypes, landing pages, and slides.
ValidatingAIAgentAI Agent with Computer
An open-source project giving each AI agent its own computer with a browser, files, and tools, with actions decided before and recorded after.
ValidatingProductivityCross-Platform Data Analytics Connector
A one-click tool that connects data from GA4, GSC, Bing, Stripe, and other platforms, simplifying data aggregation.
ValidatingAIAgentAI Skill from Media Pipeline
A pipeline tool that converts books, videos, podcasts, and other media into Agent Skills and knowledge bases.
ValidatingIndustryEnterprise AI Two-Speed Race
A McKinsey report indicates enterprise AI adoption is splitting into a two-speed race between leaders and laggards.
ValidatingTechConceptAI Content Compensation
Cloudflare is building mechanisms to make AI pay for content usage, exploring revenue distribution between creators and AI.
Validating★★★★☆IndustryAI in Open Source Governance
OpenJDK's ban on AI-generated code and academic pushback on AI use mark the beginning of AI governance rules in open-source and academic communities.
Agent Team Chat
Cross-platform team chat tools treating AI agents as first-class teammates are emerging, using 'message-as-command' to manage multi-agent collaboration and lower the learning curve.
How Trends Are Ranked & Discovered
Every trend you see below is automatically scored and staged by our pipeline. Here's exactly how it works.
How We Score
Each term gets a 0–100 score from four weighted dimensions:
• Channel diversity (highest weight)
• Signal strength across independent platforms
• Community engagement velocity
• Cross-platform propagation
Maturity stages — based on age since first detection:
Report thresholds: Top tier deep research report · Mid range quick brief · Lower range monitoring only
How Terms Are Discovered
Every night, our LLM pipeline scans signals from 30+ platforms and extracts emerging terms using 5 rules:
- Cross-platform validation — a term must appear in ≥2 independent platforms, not a single isolated post.
- Representative filtering — new products are only kept if they represent a broader emerging pattern, not one-off launches.
- Discussion volume threshold— low-score single posts don't qualify; there must be genuine community interest.
- Generic term blacklist — known broad terms (AI, React, Python, API, LLM, GPT) are automatically ignored.
- Quality over quantity — only terms with genuine cross-source validation are accepted. No numeric cap.
Sources: HN, Reddit, GitHub, Product Hunt, X, DEV Community, V2EX, Lobsters, and more.
Two Engines, One Report
Every night, our dual-engine system scans the internet. Every morning, you get one decision — validated, priced, and ready to execute.
Discovery Engine
AI scans 30+ platforms — HN, Reddit, GitHub, Product Hunt, X, DEV, V2EX, and more — for emerging pain points, rising trends, and market gaps. Every term is cross-validated across independent sources before it reaches your dashboard.
- Cross-platform signal validation
- Pain point vs. hype detection
- Actionability scoring
Monitoring Engine
Follow up to 10 topics, people, or tech stacks. Every day, the AI tells you what's happening, and — most importantly — what you should do about it. Track competitors, spot shifts in developer sentiment, and catch opportunities before they hit the mainstream.
- Topic trend analysis
- Pricing & feature change signals
- Actionable alerts, not noise
What You Get with Pro
Free tier shows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing, risk assessment, and a concrete action plan. Built for builders who want to stop reading and start building.
Deep Analysis Reports
Full business cases for the top 25% of trends. Each report includes TAM estimation, competitive landscape, business model recommendations, MVP blueprint, risk assessment, and concrete next steps — 3,000+ words of actionable intelligence.
19 reports · Updated dailyCSV & JSON Export
Download the full trend database for your own analysis. Feed it into your spreadsheet, notebook, or custom tooling. All 280+ terms with scores, categories, stages, and growth metrics.
CSV + JSON · One clickCustom Trend Alerts
Set keyword and category alerts. Get notified when a trend matching your criteria crosses your score threshold. Never miss an opportunity in your domain again.
Up to 10 alerts$19/month after trial. Cancel anytime.
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