Severity by source
AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H
When the non-default serializer is configured and network-exposed, unauthenticated attackers send pickle over WebSocket for trivial full-system RCE (PR:N, AC:L, C/I/A:H); config prerequisite limits real exposure but not base metrics.
Primary rating from GitHub Advisory.
CVSS VectorGitHub Advisory
Lifecycle Timeline
6DescriptionGitHub Advisory
Pipecat is an open-source Python framework for building real-time voice and multimodal conversational agents. Versions 0.0.41 through 0.0.93 have a vulnerability in LivekitFrameSerializer - an optional, non-default, undocumented frame serializer class (now deprecated) intended for LiveKit integration. The class's deserialize() method uses Python's pickle.loads() on data received from WebSocket clients without any validation or sanitization. This means that a malicious WebSocket client can send a crafted pickle payload to execute arbitrary code on the Pipecat server. The vulnerable code resides in src/pipecat/serializers/livekit.py (around line 73), where untrusted WebSocket message data is passed directly into pickle.loads() for deserialization. If a Pipecat server is configured to use LivekitFrameSerializer and is listening on an external interface (e.g. 0.0.0.0), an attacker on the network (or the internet, if the service is exposed) could achieve remote code execution (RCE) on the server by sending a malicious pickle payload. Version 0.0.94 contains a fix. Users of Pipecat should avoid or replace unsafe deserialization and improve network security configuration. The best mitigation is to stop using the vulnerable LivekitFrameSerializer altogether. Those who require LiveKit functionality should upgrade to the latest Pipecat version and switch to the recommended LiveKitTransport or another secure method provided by the framework. Additionally, always follow secure coding practices: never trust client-supplied data, and avoid Python pickle (or similar unsafe deserialization) in network-facing components.
AnalysisAI
Remote code execution in the Pipecat voice/multimodal agent framework (Python) affects versions 0.0.41 through 0.0.93 when the optional, non-default LivekitFrameSerializer is enabled, because its deserialize() method feeds raw WebSocket bytes into pickle.loads() without validation. A malicious WebSocket client can send a crafted pickle payload to run arbitrary code on the server, and if the service listens on an external interface (e.g. 0.0.0.0) the attack is reachable over the network or internet. The issue is fixed in 0.0.94 (serializer removed); publicly available exploit code exists per the SSVC 'poc' status, but it is not listed in CISA KEV.
Technical ContextAI
Pipecat is an open-source Python framework for building real-time voice and multimodal conversational agents, using WebSocket transports to move audio frames between clients and the server. The affected component, LivekitFrameSerializer (src/pipecat/serializers/livekit.py, ~line 73), was an optional/undocumented adapter meant to translate between Pipecat audio frames and LiveKit's AudioFrame format; it was deprecated in 0.0.90 in favor of LiveKitTransport. The root cause is CWE-502 (Deserialization of Untrusted Data): Python's pickle.loads() reconstructs arbitrary objects and will invoke code paths (e.g. __reduce__) embedded in an attacker-crafted byte stream, so unpickling any network-controlled data is equivalent to arbitrary code execution. CPE cpe:2.3:a:pipecat-ai:pipecat:*:*:*:*:*:*:*:* identifies the affected package (pip: pipecat-ai).
RemediationAI
Vendor-released patch: 0.0.94 - upgrade pipecat-ai to 0.0.94 or later, in which LivekitFrameSerializer has been removed entirely (release: https://github.com/pipecat-ai/pipecat/releases/tag/v0.0.94). If you require LiveKit functionality, migrate to the recommended LiveKitTransport rather than the removed serializer. If you cannot upgrade immediately, the highest-value compensating control is to stop using LivekitFrameSerializer in your pipeline configuration (it is non-default, so most deployments simply do not reference it); as an interim network control, bind the WebSocket service to localhost instead of 0.0.0.0 and/or firewall the WebSocket port so only trusted clients can reach it, accepting that this breaks any legitimate remote clients. Do not attempt to 'sanitize' pickle input - there is no safe way to unpickle untrusted data; replace it with a safe serializer. Advisory reference: https://github.com/pipecat-ai/pipecat/security/advisories/GHSA-c2jg-5cp7-6wc7 .
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Same weakness CWE-502 – Deserialization of Untrusted Data
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External POC / Exploit Code
Leaving vuln.today
EUVD-2025-209570
GHSA-c2jg-5cp7-6wc7