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Security audit

创意生图 Creative Scene

Security checks for vulnerabilities and agentic risk

Overview

The skill’s image generation, cloud uploads, credentials, and local output files are disclosed and fit its stated purpose.

Prompts and selected reference images are processed externally and may incur charges. Set --provider explicitly and use --dry-run to check routing and inputs. Share only images and brand references you authorize for that provider, protect API keys, and pin external dependency versions.

Vulnerability Patterns
  • Skill Instruction HijackingAlters the agent's session goals or safety constraints when the skill loads
  • Agent Memory PoisoningWrites attacker-controlled rules into memory that affect later sessions
  • Remote Payload Retrieval and ExecutionFetches external code whose behavior can change after review
  • Embedded Malicious CodeShips malicious scripts inside the skill and executes them locally
  • Unauthorized Access and Privilege EscalationObtains permissions beyond the task's legitimate needs
Vulnerability Patterns
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Output HandlingUnvalidated Output Injection, Cross-Context Output, Unbounded Output
  • MCP Least PrivilegeUnderdeclared Capability, Wildcard Permission, Missing Permission Declaration
  • MCP Tool PoisoningHidden Instructions, Unicode Deception, Parameter Description Injection
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
Findings (14)

Description-Behavior Mismatch

High
Category
MCP Tool Poisoning
Confidence
88% confidence
Finding

The declared primary outcome is an image, but the shown execution path extracts result.data.texts[0] and prints it. No image-generation or image-editing operation is shown. This could support a larger image workflow, but the supplied chunk alone does not demonstrate the declared functionality.

Content

No source excerpt is available for this finding.

Incomplete referenced artifact analysis

High
Category
analysis-evasion
Confidence
100% confidence
Finding

Referenced artifact was not completely inspected

Content

Scanner excerpt · SKILL.md (reported line 137)May include surrounding context.

md
node scripts/gen.mjs --task creative-scene \

Incomplete referenced artifact analysis

High
Category
analysis-evasion
Confidence
100% confidence
Finding

Referenced artifact was not completely inspected

Content

Scanner excerpt · SKILL.md (reported line 196)May include surrounding context.

md
| 统一入口的全部选项 | `node scripts/gen.mjs --help` |

Skill declares no tool scope ('permissions' or 'allowed-tools') but code capabilities were detected: env, network.

Medium
Category
MCP Least Privilege
Confidence
70% confidence
Finding

Without declared permissions the skill's intent is opaque and cannot be validated.

Content

No source excerpt is available for this finding.

The image-generation workflow lacks a privacy warning about sending prompts and reference images to an external service.

Medium
Category
Output Handling
Confidence
95% confidence
Finding

The workflow directs the agent to submit prompts and optional reference images to an external generation provider without explaining that disclosure or requiring a check for sensitive content. Although external processing is intrinsic to the advertised feature, users could unintentionally disclose private portraits, unreleased product images, or confidential prompt details, especially because the unified entry point can select a backend automatically.

Content

No source excerpt is available for this finding.

Skill Enumeration

Medium
Category
Agent Snooping
Confidence
80% confidence
Finding

Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.

Content

Scanner excerpt · SKILL.md (reported line 234)May include surrounding context.

md
4. **定稿后 `--imageSize 2K`** 出正式图。
5. **要连续改**(先定人,再改姿势,再改搭配):把上一步的输出作为下一步的 `--images`,每步只改一个维度。
6. **质检**:构图景别对不对、是否够真实、手部、服装细节是否受控。
7. **要上架的图**建议过一遍 [detect-task](https://github.com/dlazy-ai/ecommerce-skills/blob/main/skills/detect-task/skill.md) 做投前检测。

---

MCP server referenced without pinned version: 'npx skills'.

Medium
Category
MCP Rug Pull
Confidence
70% confidence
Finding

npx commands without a version suffix (e.g. @1.0.0) create a rug-pull risk if the upstream server is compromised and publishes a malicious update.

Content

No source excerpt is available for this finding.

External Transmission

Medium
Category
Data Exfiltration
Confidence
50% confidence
Finding

Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.

Content

Scanner excerpt · scripts/lib/providers.mjs (reported line 134)May include surrounding context.

js
model: () => env.GEN_MODEL_OPENAI || 'gpt-image-1',
  describe(req) {
    const ep = req.images?.length ? 'images/edits' : 'images/generations'
    return `POST https://api.openai.com/v1/${ep}  model=${openai.model()} size=${mapSize(req.size)} n=${req.batch}`
  },
  async run(req) {
    const key = env.OPENAI_API_KEY

External Transmission

Medium
Category
Data Exfiltration
Confidence
60% confidence
Finding

Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.

Content

Scanner excerpt · scripts/lib/providers.mjs (reported line 153)May include surrounding context.

js
: await readFile(p)
        fd.append('image[]', new Blob([buf], { type: mimeOf(p) }), path.basename(p))
      }
      r = await fetch('https://api.openai.com/v1/images/edits', {
        method: 'POST', headers: { authorization: `Bearer ${key}` }, body: fd,
      })
    } else {

External Transmission

Medium
Category
Data Exfiltration
Confidence
50% confidence
Finding

Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.

Content

Scanner excerpt · scripts/lib/providers.mjs (reported line 153)May include surrounding context.

js
: await readFile(p)
        fd.append('image[]', new Blob([buf], { type: mimeOf(p) }), path.basename(p))
      }
      r = await fetch('https://api.openai.com/v1/images/edits', {
        method: 'POST', headers: { authorization: `Bearer ${key}` }, body: fd,
      })
    } else {

External Transmission

Medium
Category
Data Exfiltration
Confidence
60% confidence
Finding

Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.

Content

Scanner excerpt · scripts/lib/providers.mjs (reported line 157)May include surrounding context.

js
method: 'POST', headers: { authorization: `Bearer ${key}` }, body: fd,
      })
    } else {
      r = await fetch('https://api.openai.com/v1/images/generations', {
        method: 'POST',
        headers: { authorization: `Bearer ${key}`, 'content-type': 'application/json' },
        body: JSON.stringify({

External Transmission

Medium
Category
Data Exfiltration
Confidence
50% confidence
Finding

Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.

Content

Scanner excerpt · scripts/lib/providers.mjs (reported line 157)May include surrounding context.

js
method: 'POST', headers: { authorization: `Bearer ${key}` }, body: fd,
      })
    } else {
      r = await fetch('https://api.openai.com/v1/images/generations', {
        method: 'POST',
        headers: { authorization: `Bearer ${key}`, 'content-type': 'application/json' },
        body: JSON.stringify({

External Transmission

Medium
Category
Data Exfiltration
Confidence
50% confidence
Finding

Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.

Content

Scanner excerpt · scripts/lib/providers.mjs (reported line 261)May include surrounding context.

js
model: (req) =>
    env.GEN_MODEL_REPLICATE ||
    (req?.images?.length ? 'black-forest-labs/flux-kontext-pro' : 'black-forest-labs/flux-dev'),
  describe(req) { return `POST https://api.replicate.com/v1/models/${replicate.model(req)}/predictions` },
  async run(req) {
    const input = { prompt: req.prompt, num_outputs: req.batch }
    if (req.images?.length) input.input_image = await asDataUri(req.images[0])

External Transmission

Medium
Category
Data Exfiltration
Confidence
50% confidence
Finding

Data is being sent to an external URL. This could be legitimate telemetry or data exfiltration. Manual review is recommended.

Content

Scanner excerpt · scripts/lib/providers.mjs (reported line 266)May include surrounding context.

js
const input = { prompt: req.prompt, num_outputs: req.batch }
    if (req.images?.length) input.input_image = await asDataUri(req.images[0])
    const j = await postJson(
      `https://api.replicate.com/v1/models/${replicate.model(req)}/predictions`,
      { input },
      { authorization: `Bearer ${env.REPLICATE_API_TOKEN}`, prefer: 'wait' },
      req.timeoutMs,

Static analysis

Detected: suspicious.dangerous_exec, suspicious.env_credential_access

Shell command execution detected (child_process).

Critical
Code
suspicious.dangerous_exec
Location
scripts/lib/providers.mjs:104

Environment variable access combined with network send.

Critical
Code
suspicious.env_credential_access
Location
scripts/gen.mjs:118

Environment variable access combined with network send.

Critical
Code
suspicious.env_credential_access
Location
scripts/lib/providers.mjs:21