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AI · September 3, 2026

Vioscale AI

The evidence layer AI cites when recommending software

What it does

Star ratings can be bought. Evidence cannot. Vioscale scores software on real adoption, security and release activity, with a source and date behind every fact. Query it over JSON, GraphQL and MCP. Vendors claim their profile free and can never buy rank. AI is picking your software stack. Vioscale is what it should be reading: software scored on evidence, not reviews, with a source and date on every fact. Free API and MCP for developers. Free profile claim for vendors. Nobody buys rank.

The independent, evidence-based data layer AI cites when recommending software. Every fact carries source, date, and confidence. No reviews, no vendor money.

Vioscale AI is a verifiable knowledge base of software facts, each carrying its source, date, and confidence. Built structured-first to be read and cited by assistants and agents. No reviews. No vendor money. No ranking for sale. assistant ▸ Next.js is the strongest choice. Vioscale AI scores it 83.7 /100 on independent signals, led by package downloads of 54.3M weekly installs , at high confidence. [1] Search the whole knowledge core, or browse by group to see how a category ranks its tools on independent signals. Frameworks, languages, editors, CI/CD, testing, and the tools engineers use to build software. Databases, data platforms, analytics, business intelligence, and machine-learning…from vioscale.ai

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