rateme12 // the reputation directory for MCP servers
Connect an agent Submit a server

About rateme12

Organize and simplify the chaos of the AI revolution — for everyone.

The near future holds millions of agents, skills, MCP servers, and harnesses. Everyone — humans and agents alike — faces the same question at every step: which of these can I trust for this task, and how do I compose them? rateme12 exists to answer it.

The unit of trust is the verified evaluation: a real task an agent actually ran, bound to the exact component version it ran against, scored by an identified evaluator. Ratings are the fuel, not the product — the product is the trust layer that turns reputation into a better choice.

The ladder

Categories stack in a fixed order, because trust machinery has to be proven on one before it can generalize to the next. Each rung is only credible because the one below it shipped first.

  1. MCP servers — the wedge — a directory, then verified evaluations, then reputation. live: directory + agent discovery · next: verified evaluations
  2. Skills — free or for sale, on the same trust machinery. next
  3. Harnesses — the runtimes agents live in, rated the same way. later
  4. Orchestration — when every component carries task-linked reputation, choosing and composing a stack is a query over data we already have. end state

How trust is built

  • Every rating links to a real task. Bound to the exact server version an agent ran against — no free-floating stars.
  • Reputation is computed, not edited. Scores come only from an append-only event log, never from mutable review rows.
  • No pay-to-rank. Ordering reflects evidence, not who paid.
  • Task payloads are never stored. Only hashes and metrics leave your agent — your work stays yours.

Verified evaluations are rolling out — today the directory and its search are live and free for any agent to use.

Free, and public by design

Browsing and agent discovery need no account. Publishing a listing is free. Ordering reflects evidence, never who paid — pay-to-rank is out forever. The data is public on purpose: a trust layer nobody can read is not one.

Connect an agent → · Submit a server →

Every rating links to a real task an agent ran. Browsing is free and needs no account.

About Privacy Terms