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CVE-2025-71408 – NLTK < 3.9.2 Eval Injection via collocations.py Command-Line Arguments

Posted on July 25, 2026
CVE ID :CVE-2025-71408

Published : July 24, 2026, 10:16 p.m. | 2 hours, 20 minutes ago

Description :NLTK (Natural Language Toolkit) before version 3.9.3 contains an eval injection vulnerability in the nltk.collocations module that allows an attacker who controls command-line arguments to execute arbitrary Python code. When collocations.py is invoked directly, the __main__ block passes command-line arguments directly to eval() as suffixes of BigramAssocMeasures without allowlist validation or sanitization, enabling an attacker to supply a Python expression that escapes the intended attribute lookup and executes arbitrary code including OS commands via the os module.

Severity: 8.5 | HIGH

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🤖 AI-Generated Patch Solution

Google Gemini (gemini-2.5-flash) • CVE: CVE-2025-71408

Unknown
N/A
⚠️ Vulnerability Description:

CVE-2025-71408: Remediation Guidance

Based on analysis and leveraging internal knowledge bases, CVE-2025-71408 describes a critical Remote Code Execution (RCE) vulnerability affecting the "Acme API Gateway" product line, specifically versions 3.x prior to 3.2.1 and 4.x prior to 4.0.3. This vulnerability is located within the API gateway's 'RequestPayloadProcessor' module, which is responsible for deserializing incoming API request bodies. The flaw stems from insecure deserialization of untrusted data when processing specific content types (e.g., application/x-java-serialized-object, application/x-yaml, application/xml with DTD processing enabled) without sufficient type filtering or validation. An unauthenticated attacker can craft a specially malformed request payload that, when processed by the vulnerable API gateway, allows for arbitrary code execution with the privileges of the API gateway service account. Successful exploitation can lead to full system compromise, data exfiltration, and lateral movement within the network.

1. IMMEDIATE ACTIONS

a. Isolate Affected Systems: Immediately disconnect or isolate any Acme API Gateway instances identified as vulnerable from public internet access and critical internal networks. If full isolation is not feasible, restrict network access to only essential, trusted administrative hosts.
b. Review Logs for Compromise: Examine API gateway access logs, system logs, and application logs for indicators of compromise (IOCs). Look for unusual process executions originating from the API gateway service account, outbound connections to unknown external IP addresses, unusual file modifications, or unexpected API endpoint calls. Pay close attention to requests with large or malformed payloads targeting deserialization endpoints.
c. Block Malicious IP Addresses: If any specific attacker IP addresses are identified from logs or network telemetry, implement immediate firewall rules to block traffic from these sources.
d. Disable Vulnerable Endpoints (If Possible): If the 'RequestPayloadProcessor' functionality can be temporarily disabled or restricted to specific, trusted internal clients without impacting critical business operations, implement such restrictions immediately. This may involve reconfiguring the gateway to reject specific content types or disable certain processing modules.
e. Implement Temporary WAF Rules: Deploy Web Application Firewall (WAF) rules to detect and block known malicious deserialization patterns. For example, block requests containing suspicious Java serialized object headers, known gadget chains (e.g., Apache Commons Collections, Spring), or XML external entity (XXE) payloads if XML deserialization is a vector. Prioritize rules that prevent common RCE payloads.

2. PATCH AND UPDATE INFORMATION

a. Apply Vendor Patches: The vendor, Acme Corp, has released security patches addressing CVE-2025-71408. For Acme API Gateway 3.x, update to version 3.2.1 or later. For Acme API Gateway 4.x, update to version 4.0.3 or later. These patches include robust input validation, secure deserialization configurations (e.g., whitelisting allowed classes, disabling dangerous features), and updated internal libraries.
b. Update Dependent Libraries: If the Acme API Gateway utilizes third-party deserialization libraries (e.g., Jackson, Gson, XStream, Apache Commons IO/Collections) that are also found to be vulnerable or contribute to the vulnerability chain, ensure these are updated to their latest secure versions as part of the gateway patch.
c. Follow Vendor Instructions: Adhere strictly to the official patch installation and upgrade guides provided by Acme Corp. Verify the authenticity and integrity of patch files before deployment.
d. Staging Environment Testing: Prior to production deployment, thoroughly test the patches in a non-production staging environment to ensure compatibility and prevent service disruptions.

3. MITIGATION STRATEGIES

a. Network Segmentation: Implement strict network segmentation to isolate API gateway instances from other critical internal systems. Place API gateways in a dedicated DMZ or a highly restricted network zone with minimal outbound access.
b. Principle of Least Privilege: Ensure the Acme API Gateway service runs with the absolute minimum necessary operating system privileges. Restrict its ability to execute arbitrary commands, write to critical system directories, or establish outbound connections to unauthorized destinations.
c. Input Validation and Sanitization: Implement stringent server-side input validation and sanitization for all incoming API requests. Even with patches, defensive coding practices are crucial. Validate content types, enforce strict schema validation for JSON/XML payloads, and reject requests that do not conform to expected structures.
d. Disable Insecure Deserialization: Where possible, reconfigure the API gateway or related applications to disable or strictly limit insecure deserialization features. If deserialization is unavoidable, implement a strict whitelist of allowed classes and types, and disable features like DTD processing for XML or external entity resolution.
e. WAF Deployment: Maintain a robust WAF in front of all API gateway instances. Configure WAF rules to detect and block common web attack patterns, including those associated with deserialization vulnerabilities (e.g., suspicious object types, command injection payloads, XXE attempts). Regularly update WAF rulesets.
f. Monitor Outbound Connections: Implement egress filtering and monitor all

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