MEL Technologies: the verification layer for AI trading

MEL Technologies builds the layer that checks. AI is changing how people research and trade: it is fast, it is everywhere, and it guesses. MEL Technologies answers with ratings computed from sourced data, never improvised, and a public record that grades every published rating against what the market did next. People reach that work through the Market Eyes Live app. AI tools reach it through a free MCP server.

Show the work. Keep score.

Most research asks for your trust. We ask you to check. Every rating shows the factors that produced it, every published rating is recorded with its date, and the record is graded in public every day and never edited after the fact. That is the standard we hold ourselves to, and it is the standard an AI tool should hold its sources to before it acts on a number.

What we build

  • MELANY, the ratings engine: every U.S. stock and ETF scored 0 to 100 across eight sourced factors, read from SEC filings and live market data, with asset-native logic for ETFs, REITs and crypto. More than 11,000 tickers.
  • PRISM, the conviction engine: ranks everything MELANY scores on one conviction ladder.
  • APEX, the plan engine: one suggested entry zone per stock, so a rating comes with a plan.
  • Lock Radar: a live read on the 10-year Treasury, mortgage-backed securities and the rate-moving calendar, and whether conditions favor locking or floating a mortgage rate.
  • The public record: every published rating graded daily against what the market did next, with the method published in full.

Built to be checked, not believed

No language model sits in the scoring path. The same inputs always produce the same rating, which is what makes a rating gradable at all. The risk and portfolio rules are stress-tested on 19 years of U.S. market history, from the 2008 financial crisis to the 2022 bear market, with delisted companies included so the past is not flattered. Read how MELANY is tested and the validation study.

Where it reaches people

  • Market Eyes Live, a stock research and mortgage rate app by MEL Technologies, on iOS and the web: every stock rated, every rating graded.
  • The MCP server, free for Claude, ChatGPT, Cursor, VS Code and any MCP client: checked ratings an AI agent can use instead of guessing, with a graded public record behind them.
  • The record feed, open to anyone who wants to verify the grading for themselves.

For platforms and partners

AI agents are starting to research and place trades on their own. MEL Technologies is built for that moment: a checked rating and its factors, in a form an agent can read before it acts, backed by a public graded record. Brokers, AI platforms and developers can reach us at team@marketeyeslive.com.

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Last updated 2026-11-03 · Home · What is Market Eyes Live? · How MELANY is tested · MCP server

MEL Technologies LLC. Market Eyes Live provides research and education, not individualized financial advice. Markets carry risk; do your own diligence.

Market Eyes Live

Every stock rated. Every published rating graded.

One stop research for stocks and mortgage rates. MELANY scores every U.S. stock and ETF 0 to 100 across eight sourced factors, PRISM ranks conviction and APEX writes the plan with one entry zone. Every published rating is graded in public. Built by MEL Technologies, the verification layer for AI trading. Free to start on iOS and the web.

Get the free iOS app Create a free account on the web Free account, no card. Pro: 30 days free, then $9.99 a month.