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Under the hood

Username search: how one handle leads to dozens of accounts

People keep the same username for years, from a school forum to a work GitHub. How Oracul goes from one username to linked usernames and emails, how many rounds it runs and why distant finds weigh less.

A username is the most durable identifier online. Emails change with jobs and phones with carriers, but a handle invented at sixteen often stays with a person for good. That is why a username search usually yields the most: forums, gaming sites, professional services and social networks.

Round one: where the username exists

First the username is checked on thousands of sites by several scanners at once: user-scanner (~2,700 sites) tells whether an account exists, maigret (~3,000 sites) also pulls profile data such as name, city, bio, links and avatar. GitHub, GitLab, Keybase and Gravatar are queried separately: they hold the most verifiable links.

Where new leads come from

  • Links in the bio and website field: a personal blog, Telegram, another profile.
  • Keybase proofs: the person confirmed these accounts are theirs.
  • Gravatar: accounts linked to the address.
  • Emails from public GitHub commits, and a commit search by that email.
  • Name permutations: pavel.belov, pbelov, belovpavel and similar.

New usernames and emails go into the next round. Not all of them: a link is taken only from an account whose name matches the target or whose source is strong. Otherwise a stranger with the same handle would steer the graph towards a completely different person.

Permutations get a quick pass first

A first and last name produce dozens of possible handles, and most are taken by other people. So permutations are probed with a short pass first. Only those that turn up accounts with the same name go into the full scan. Per scan: up to 8 permutations and up to 14 identifiers.

The further the round, the lower the weight

Each recursion round takes a confidence point away. An account found by the username itself weighs more than one found via a handle from someone's bio, which weighs more than one found by a permutation. Depth depends on the plan: one round on Free, two on Pro, three on Business.

The result

The report graph shows who was found through whom and in which round: this email came from that username's commits, this username from a Keybase proof. If a branch turns out to belong to someone else, mark its root "not them" and everything found only through it leaves the profile with it.

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