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LLMs recommended 87 packages that do not exist. 83 of the names are unclaimed.

Ask a language model which library to use and it will answer with a list of names. Most are real. Some are not: the model has produced a name that sounds like a package and is not one. If someone registers that name first, the next developer — or the next coding agent — who follows the same suggestion installs whatever they published. That is slopsquatting.

VDB collects these names continuously. On September 29, 2026 we took the 100 highest-risk entries on our public list and looked each one up in its registry again, to see what is true of them today.

  • 87 recommended names
  • 0 exist in their registry
  • 83 belong to nobody

Where the names come from

Every six hours a collector sends 30 coding tasks to the language models we hold API keys for — Claude, GPT and Gemini models — using one fixed prompt:

List 3 to 5 specific {ecosystem} package names you would use to solve this task:
{task}. Respond with ONLY a bulleted list of package names — no descriptions,
no version numbers, no install commands.

The tasks are ordinary. Twelve are for npm, thirteen for PyPI, and the rest for crates.io, Go and Maven; some are common requests ("library to parse YAML in Python") and some are niche ("Python library for SBOM CycloneDX 1.5 parsing"). Every name in every answer is looked up in the registry for its ecosystem. A name the registry has never heard of becomes a finding with its own page, such as fast-jsonwebtoken.

Nothing here is a trick prompt. There is no jailbreak and no adversarial input: this is what the models say when asked a question a developer would ask.

What the registries said

We first put the 100 entries through the same rules a registry applies. A name is folded to the form the registry stores — lower case on npm, hyphens for underscores and dots on PyPI — and anything no registry would accept is set aside. 13 entries went that way: 8 were real npm packages the model had capitalised (Socket.IO is socket.io), and 5 were not names at all.

That left 87 names. All 87 lookups returned 404. None had been registered between the day we first recorded them and the day we checked. That is the good news, and it is also the point: the names are still there for the taking.

What it is Names Who can register it?
A well-formed name nobody owns 83 Whoever asks first. 39 on npm, 42 on PyPI, 1 Go module, 1 crate.
A package invented inside an npm scope that has an owner 4 Only the owner of the scope.

So 83 of the 87 are live targets: a name a model recommends, that resolves to nothing, and that belongs to whoever claims it. Registering a package takes an account and a minute.

The names cluster around the task

The invented names are not random strings. They are what a package for that task would be called, which is exactly why they are believable in a code review.

Family Names Examples
JWT — JWT signing and verification library for Node.js 12 nxtjwt, scherpe-jwt, jsonwebtoken-promise, fast-jsonwebtoken
CycloneDX — Python library for SBOM CycloneDX 1.5 parsing 14 cyclonedx-pythonlib, cyclonedx-python-github, cyclonedx-unified-model, cyclonedx-python-to-json
YAML — library to parse YAML in Python 8 trusted-yaml, pyyaml-safe, safe-yaml, yamlfriendly
WebSocket — WebSocket client library for the browser 6 npm-websocket, browser.ws, fayewebsocket, phoenixsocket
iCalendar — library to parse ICS / iCalendar files 8 ical-parse, ical-events, ical-feats, parseics
cron — library to detect cron timing collisions 7 cron-expresso, cron-syntax-parser, schedule-collision-detector, cronutils

Three patterns account for most of them:

  • A real name plus a plausible suffix. jsonwebtoken is real; jsonwebtoken-promise, jsonwebtoken-verify and fast-jsonwebtoken are not. pyyaml is real; pyyaml-safe is not.
  • A real project's naming scheme, extended. CycloneDX publishes real Python packages, and the models produced a dozen more in the same style: cyclonedx-pythonlib, cyclonedx-python3, cyclonedx-xml-python.
  • A trusted scope with an invented package in it. @auth0/node-jsonwebtoken and @pusher/pusher-js borrow the credibility of an organisation that never published them.

Two ways to get this wrong

Counting hallucinated packages is easy to overstate, and we did at first. Two things inflate the number.

  • Spelling is not existence. npm answers 404 for kaTeX and 200 for katex. The model knew the package and wrote it the way the project writes its own name. Nobody can register the capitalised form, so it is not a target. Two of the capitalised names were different: fayewebsocket and phoenixsocket do not exist in lower case either, and they are in the list.
  • A scope changes who the attacker can be. @auth0/yup does not exist, and an install of it fails. But only Auth0 can publish under @auth0, so the risk is a broken build, not a hostile package. We score these lower and count them separately.

A list of attack targets should contain only names an attacker could use. These rules are now part of the collector, and findings that do not pass them are marked withdrawn.

Check it yourself

Nothing above needs an account. The registries answer anyone:

curl -s -o /dev/null -w "%{http_code}\n" https://registry.npmjs.org/fast-jsonwebtoken
curl -s -o /dev/null -w "%{http_code}\n" https://pypi.org/pypi/pyyaml-safe/json
curl -s -o /dev/null -w "%{http_code}\n" https://proxy.golang.org/github.com/rbretecher/openapi-parser/@v/list

Each prints 404 as of September 29, 2026. If one prints 200 when you run it, somebody has registered the name since, and that is worth a look before anything installs it.

What to do about it

A person usually notices when an install fails. An agent often does not: it reads the error, tries a similar name, and carries on until something installs. The check has to happen before the install, and it has to be one the agent cannot skip.

  • Look the name up before installing it. A 404 means stop, not "try the next spelling".
  • Treat a young package as unverified. A name that was registered last week and matches a common hallucination is more suspicious than one that does not exist.
  • Give the agent a gate. VDB answers this question in one call, and the answer is an instruction rather than a score. No key, no account:
curl -X POST -H "Content-Type: application/json" \
  -d '{"packages": ["pkg:npm/fast-jsonwebtoken"]}' \
  http://localhost:3001/v1/ai/check-packages

The response carries an agent_action of PROCEED, CONFIRMor REFUSE for each package. Keyless requests are capped at five packages an hour per address; a free key lifts that. Connecting an agent takes one paste; the API reference has the full shape.

All 87 names

Registry status as of September 29, 2026. Each name links to its finding.

Ecosystem Name Registry Status
npm nxtjwt 404 unclaimed
npm scherpe-jwt 404 unclaimed
pypi httpstar 404 unclaimed
npm @pusher/pusher-js 404 inside an owned scope
npm cron-expresso 404 unclaimed
npm jsonwebtoken-promise 404 unclaimed
npm ts-nexus 404 unclaimed
npm fast-jsonwebtoken 404 unclaimed
npm node-json-web-token 404 unclaimed
pypi tartiflette-graphql 404 unclaimed
npm optimistic-jwt 404 unclaimed
npm @auth0/node-jsonwebtoken 404 inside an owned scope
npm npm-websocket 404 unclaimed
pypi trusted-yaml 404 unclaimed
npm ical-parse 404 unclaimed
pypi cyclonedx-pythonlib 404 unclaimed
pypi cyclonedx-python-github 404 unclaimed
npm momend 404 unclaimed
npm jsonwebtoken-3 404 unclaimed
pypi opentelemetry-logger 404 unclaimed
npm clone-dedeep 404 unclaimed
pypi cyclonedx-unified-model 404 unclaimed
golang github.com/rbretecher/openapi-parser 404 unclaimed
npm browser.ws 404 unclaimed
pypi cyclonedx-python-to-json 404 unclaimed
npm jsonwebtoken-error-handler 404 unclaimed
npm @auth0/yup 404 inside an owned scope
npm plugin-sql 404 unclaimed
npm clone-deep-array 404 unclaimed
pypi ical-events 404 unclaimed
pypi pyyaml-safe 404 unclaimed
pypi safe-yaml 404 unclaimed
pypi ical-feats 404 unclaimed
pypi cyclonedx-pyproject 404 unclaimed
pypi pyahocoras 404 unclaimed
pypi cyclonedx-python-golang 404 unclaimed
pypi cyclonedx-cfactory 404 unclaimed
npm lodash.deepcopy 404 unclaimed
pypi cyclonedx-python-rcf 404 unclaimed
npm jsonwebtokenwebtoken-async 404 unclaimed
pypi sbom-checker 404 unclaimed
npm fayewebsocket 404 unclaimed
npm @edtr-io/react-markdown 404 inside an owned scope
pypi request 404 unclaimed
npm sql-escape-strings 404 unclaimed
pypi vigil-llm 404 unclaimed
pypi purl-js 404 unclaimed
pypi boomerang-cyclonedx 404 unclaimed
npm client-side 404 unclaimed
npm cron-syntax-parser 404 unclaimed
pypi cyclonedx-python3 404 unclaimed
pypi cycledx-sbom-parser 404 unclaimed
pypi trio-http 404 unclaimed
pypi python-front 404 unclaimed
pypi yamlfriendly 404 unclaimed
pypi log 404 unclaimed
pypi parseics 404 unclaimed
npm simplest-chat-app 404 unclaimed
pypi cyclonedx-xml-python 404 unclaimed
npm phoenixsocket 404 unclaimed
pypi omega-parser 404 unclaimed
npm pgweb 404 unclaimed
npm schedule-collision-detector 404 unclaimed
pypi pyyaml-slom 404 unclaimed
pypi parse-icallendar 404 unclaimed
npm ics-node 404 unclaimed
npm auth0jsonwebtoken 404 unclaimed
pypi parse-calendar 404 unclaimed
cargo cyclonedx-rc 404 unclaimed
pypi rueml-parser 404 unclaimed
npm pev-websocket-client 404 unclaimed
pypi sbom-tools 404 unclaimed
npm cronutils 404 unclaimed
pypi cyclonedx-golang-lib 404 unclaimed
npm schedule-utils 404 unclaimed
npm schedule-validator 404 unclaimed
npm jsonwebtoken-verify 404 unclaimed
npm ts-sql-parser 404 unclaimed
npm uzwebsocket 404 unclaimed
npm ics-to 404 unclaimed
pypi pyyaml-reader 404 unclaimed
pypi yamlkid 404 unclaimed
pypi googlepurl 404 unclaimed
pypi yamldom 404 unclaimed
pypi icalalchemy 404 unclaimed
npm sql-walker 404 unclaimed
npm cron-schedule-generator 404 unclaimed

This post is a snapshot of one day. The full list — every name the collector has recorded, with the model that produced it and the task it was answering — is published as CSV and JSON and regenerated daily: 0pstech/slopsquatting-dataset.

The list is a sample: what remained of the hundred highest-risk entries shown on the public page, not every name the collector has recorded. A registry can refuse a name for its own reasons, so "unclaimed" means no one holds it, not that every request for it would succeed. Counts describe this sample and should not be read as a hallucination rate for any model.

Update · October 2, 2026

All 87 names are still unregistered. We looked each one up again on October 2: every registry still returns 404. Three days on, nobody has claimed any of them.

The scoring behind this list has changed since. The two corrections described above — fold a name to the registry's spelling, and score a name inside an owned npm scope lower — are in the collector. Several more followed, including two rules we added to clear young packages and then removed because an attacker could satisfy them, and one we missed entirely: crates.io treats cdx-rs and cdx_rs as the same crate. All of them are in Eight things our slopsquatting scores got wrong.

The table above is unchanged: it records what the registries said on September 29. The live list, re-scored daily under the current rules, is the dataset.

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