Newly released CVEs across every platform — sleek to read, verbose on demand, and served raw as markdown for AI and agent ingestion. Severity reads as depth: the deeper the contact, the graver the threat.
Depth = severity + exploitation
CVE-2026-116691Medium· 6.5MLflow CrewAI autologging records LLM provider API keys in logged trace spans
CVE-2026-116692Critical· 9.8PoCMLflow vulnerable to remote code execution on unauthenticated servers via third-party scorer deserialization importing caller-placed artifact modules
CVE-2026-116690High· 7.5MLflow is an open source AI engineering platform for agents, large language models, and machine learning models. From 3.10.0 until 3.17.0, the prompt branch in _create_model_version() accepts schemeless relative sources because path vali…
CVE-2026-115886Medium· 6.5MLflow: SSRF on unauthenticated MLflow servers via third-party scorer kwargs in the scorer invoke, register, and GenAI evaluate endpoints
CVE-2026-53995High· 8.2PoCMLflow 3.17.1 and earlier contains a path traversal vulnerability in the FileStore tracking backend that allows unauthenticated attackers to control filesystem paths by submitting a crafted trace ID containing traversal sequences to the …
CVE-2026-96804High· 8.8MLflow's statsmodel flavor, versions 2.1.0 to 3.14.0, omits the MLFLOW_ALLOW_PICKLE_DESERIALIZATION=False security control entirely in _load_model(), which allows a remote attacker to execute arbitrary code via a crafted MLmodel artifact.
CVE-2026-96775High· 8.8MLflow's dspy flavor, versions >= 2.0, applies the MLFLOW_ALLOW_PICKLE_DESERIALIZATION=False security control only when the model_path ends in .pkl, which allows a remote attacker to execute arbitrary code via a crafted MLmodel artifact.
CVE-2026-79721High· 8.6Code execution can occur in versions of the MLflow platform running version 0.0.1 or newer, enabling a maliciously crafted model artifact to execute arbitrary code on an end user's system when loaded by the project.
GHSA-gqvg-gmmx-x4hmHigh· 8.8MLFLOW_ALLOW_PICKLE_DESERIALIZATION=False safety control bypassed by mlflow.statsmodels flavor — RCE via crafted model artifact
CVE-2026-69146Medium· 6.5MLflow is an open source AI engineering platform for agents, large language models, and machine learning models. From 3.13.0 until 3.15.0, LogInputs is absent from BEFORE_REQUEST_HANDLERS in the mlflow/server/auth package, allowing any a…
CVE-2026-69148High· 7.1MLflow is an open source AI engineering platform for agents, large language models, and machine learning models. Prior to 3.15.0, CreateModelVersion accepts a run_id or model_id after _validate_source_run() or _validate_source_model() in…
CVE-2026-71211High· 7.1PoCMLflow's AI Gateway accepts an auth_config.api_base value when creating a gateway secret (mlflow/server/handlers.py, _create_gateway_secret) with no validation of scheme, host, or IP range; the value is stored verbatim. The gateway proxy…
CVE-2026-8147High· 8.1MLflow: trace API endpoints lack proper authorization validators
CVE-2026-4035Critical· 9.1MLflow: Environment variable injection in AI Gateway secrets enables server-side credential exfiltration
CVE-2026-3198Medium· 6.5MLflow: Any authenticated user can enumerate all gateway secrets, endpoints, and model definitions
CVE-2026-2651Critical· 9.0MLflow allows unauthorized access to multipart upload endpoints when the `--serve-artifacts` mode is enabled
CVE-2026-2734Medium· 6.5MLflow authenticated users can enumerate any registered model versions due to lack of per-model permissions checks
CVE-2026-4137High· 7.0MLFlow Creates a Temporary File With Insecure Permissions
CVE-2026-2652High· 8.6PoCMLflow: unauthenticated access to certain FastAPI routes
CVE-2026-2393High· 7.1MLflow Has a Server-Side Request Forgery (SSRF) Vulnerability
CVE-2026-33866Medium· 4.3MLflow is vulnerable to an authorization bypass affecting the AJAX endpoint
CVE-2025-15036Critical· 9.6MLFlow path traversal vulnerability
CVE-2025-15031High· 8.1Arbitrary file write via tar traversal in mlflow
CVE-2025-14287High· 7.5MLflow has a command injection in mlflow/sagemaker/__init__.py
CVE-2026-2033High· 8.10dayMLflow Tracking Server Artifact Handler Directory Traversal Remote Code Execution Vulnerability
The beta is over. VulnSea now runs at vulnsea.com, every old beta link redirects to the same page, and your account, API keys and watchlists came with it. Plus a round of hardening, faster pages, and new request limits agents should know about.
A summary of everything that shipped over the last two weeks — the whole corpus is open, agents get change feeds, alias resolution and EPSS movers, and the data now includes CVE.org, vendor CSAF, aggregated exploits and per-source scores.
A step-by-step guide to plugging VulnSea into automated and agentic workflows — poll the delta, triage without burning tokens, match an SBOM, and let an MCP-native model do the reasoning.