GitHub Advisoryadvisory · PyPI
GHSA-2g6r-c272-w58r LangChain affected by SSRF via image_url token counting in ChatOpenAI.get_num_tokens_from_messages
LOW
Official page ↗
- Aliases
- CVE-2026-26013
- Ecosystem
- PyPI
- Packages
- langchain-core
- Severity
- Low
- CVSS vector
- CVSS:3.1/AV:N/AC:H/PR:N/UI:N/S:U/C:N/I:N/A:L
- Weaknesses
- CWE-918
- Reviewed
- 2026-02-11
Affected packages
• PyPI langchain-core: < 1.2.11 → fixed in 1.2.11
Description
Server-Side Request Forgery (SSRF) in ChatOpenAI Image Token Counting
Summary
The `ChatOpenAI.get_num_tokens_from_messages()` method fetches arbitrary `image_url` values without validation when computing token counts for vision-enabled models. This allows attackers to trigger Server-Side Request Forgery (SSRF) attacks by providing malicious image URLs in user input.
Severity
Low - The vulnerability allows SSRF attacks but has limited impact due to:
• Responses are not returned to the attacker (blind SSRF)
• Default 5-second timeout limits resource exhaustion
• Non-image responses fail at PIL image parsing
Impact
An attacker who can control image URLs passed to `get_num_tokens_from_messages()` can:
• Trigger HTTP requests from the application server to arbitrary internal or external URLs
• Cause the server to access internal network resources (private IPs, cloud metadata endpoints)
• Cause minor resource consumption through image downloads (bounded by timeout)
Note: This vulnerability occurs during token counting, which may happen outside of model invocation (e.g., in logging, metrics, or token budgeting flows).
Details
The vulnerable code path:
1. `get_num_tokens_from_messages()` processes messages containing `image_url` content blocks
2. For images without `detail: "low"`, it calls `_url_to_size()` to fetch the image and compute token counts
3. `_url_to_size()` performs `httpx.get(image_source)` on any URL without validation
4. Prior to the patch, there was no SSRF protection, size limits, or explicit timeout
File: `libs/partners/openai/langchain_openai/chat_models/base.py`
Patches
The vulnerability has been patched in `langchain-openai==1.1.9` (requires `langchain-core==1.2.11`).
The patch adds:
1. SSRF validation using `langchain_core._security._ssrf_protection.validate_safe_url()` to block:
• Private IP ranges (RFC 1918, loopback, link-local)
• Cloud metadata endpoints (169.254.169.254, etc.)
• Invalid URL schemes
2. Explicit size limits (50 MB maximum, matching OpenAI's payload limit)
3. Explicit timeout (5 seconds, same as `httpx.get` default)
4. Allow disabling image fetching via `allow_fetching_images=False` parameter
Workarounds
If you cannot upgrade immediately:
1. Sanitize input: Validate and filter `image_url` values before passing messages to token counting or model invocation
2. Use network controls: Implement egress filtering to prevent outbound requests to private IPs
Related
Alias · CVE (1)
- CVE-2026-26013 LangChain is a framework for building agents and LLM-powered applications. vulnerability
Weakness · CWE (1)
- CWE-918 Server-Side Request Forgery weakness
References
- https://github.com/langchain-ai/langchain/security/advisories/GHSA-2g6r-c272-w58r web
- https://nvd.nist.gov/vuln/detail/CVE-2026-26013 advisory
- https://github.com/langchain-ai/langchain/commit/2b4b1dc29a833d4053deba4c2b77a3848c834565 web
- https://github.com/langchain-ai/langchain package
- https://github.com/langchain-ai/langchain/releases/tag/langchain-core%3D%3D1.2.11 web