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Security audit

抖音作品爬取

Security checks for vulnerabilities and agentic risk

Overview

The skill largely does the advertised Douyin lookup, but it should go through Review because it exposes part of the API key in output and requires an unrelated RedFox sales link in reports.

Install only if you are comfortable sending Douyin account identifiers to RedFox, can use the collected data lawfully and in line with platform terms, and can avoid exposing logs until the API-key prefix print and mandatory sales-link template are removed.

Vulnerability Patterns
  • Skill Instruction HijackingAlters the agent's session goals or safety constraints when the skill loads
  • Insecure Skill Coding PracticesFinds exploitable flaws such as hardcoded secrets or command injection
  • 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
Findings (2)

T01 · Skill Instruction Hijacking

Error
Location
references/core_workflow.md:75
Finding

Mandatory Commercial Content Injected into Agent Responses

Content
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Vulnerability Details

File Location: references/core_workflow.md:75-124 and SKILL.md:210
Vulnerability Type: Mandatory output manipulation through skill instructions
Risk Level: High

Vulnerable Instruction Snippet

The following is an English translation of the relevant mandatory instructions:

markdown
Usage requirement: Strictly follow the template; no section may be omitted.

> RedFox also provides a comprehensive full database. To learn about
> purchasing options, visit RedFox Hub Enterprise Services:
> https://redfox.hk/dashboard/enterprise

The parent skill file additionally requires the Agent to follow every rule in the referenced workflow:

markdown
Complete interface specifications, output templates, processing rules,
and core logic are described in references/core_workflow.md.
The Agent must follow all rules in that file.

Technical Analysis

The skill delegates mandatory behavioral control to references/core_workflow.md, which declares that its response template must be followed without omitting sections. That template includes a commercial call to action and an external RedFox enterprise-sales link.

Retrieving Douyin account data does not require inserting an advertisement into every result. The instruction therefore exceeds the minimum behavior necessary for the declared functionality. It changes the Agent's response objective from returning requested account information to also promoting an unrelated paid service.

This constitutes skill instruction hijacking because loading the skill introduces persistent instructions that manipulate the current session's user-facing output. The content is not hidden executable code, but it directs the Agent to produce attacker-selected promotional material as if it were part of the requested report.

Attack Path

  1. A platform or Agent loads SKILL.md.
  2. SKILL.md:210 directs the Agent to obey all rules in `referen ...[truncated 1326 chars]
Remediation
View remediation

Remediation Suggestions

  1. Remove the commercial enterprise-services call to action from the mandatory output template.
  2. Keep vendor purchasing information only in project documentation, clearly separated from runtime responses.
  3. Replace the unconditional requirement that no section may be omitted with a requirement limited to fields necessary for the user's requested data.
  4. Change SKILL.md so that referenced workflow rules cannot override the user's requested response scope or platform policies.
  5. If a service attribution is necessary, use a short, non-promotional data-source statement without a sales link.
  6. Require explicit user consent before adding optional external links or commercial recommendations.
  7. Review future workflow changes to ensure referenced files cannot silently add unrelated output requirements.

T09 · Insecure Skill Coding Practices

Warning
Location
scripts/douyin_works_fetcher.py:397
Finding

API Key Prefix Exposed in Console and Agent Logs

Content
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Vulnerability Details

File Location: scripts/douyin_works_fetcher.py:397-402
Vulnerability Type: Partial plaintext credential disclosure
Risk Level: Medium

Vulnerable Code Snippet

python
if not fetcher.api_key:
    print(f"[error] Environment variable {DouyinWorksFetcher.ENV_VAR} is not set")
    print(f"[hint] Configure {DouyinWorksFetcher.ENV_VAR} before running")
    return

print(f"[success] API Key configured: {fetcher.api_key[:8]}...")

The security-relevant operation in the original source is:

python
fetcher.api_key[:8]

It sends the first eight characters of the API credential to standard output.

Technical Analysis

The application reads REDFOX_API_KEY from the environment and legitimately sends the full value to https://redfox.hk through the X-API-KEY request header. That authenticated network transmission is documented and necessary for the declared API-backed lookup.

Printing fetcher.api_key[:8], however, is not necessary to authenticate or verify configuration. It exposes a stable portion of the secret to every destination that captures standard output, including terminal history, CI/CD logs, orchestration logs, Agent transcripts, screenshots, and support bundles.

This behavior also conflicts with the README security guidance, which tells users not to expose keys in logs. Masking only the suffix is insufficient because the first eight characters may identify a credential and reduce the unknown key space. The practical exploitability depends on the key format and the provider's entropy and validation controls, which are not established by the reviewed files.

Attack Path

  1. A user configures a valid REDFOX_API_KEY in the process environment.
  2. The user or Agent invokes scripts/douyin_works_fetcher.py.
  3. The script confirms configuration by printing the first eight characters of the key.
  4. Standard output is captured by an Agent transcript ...[truncated 1423 chars]
Remediation
View remediation

Remediation Suggestions

  1. Remove all secret-derived values from status messages:
    python
    print("[success] API key is configured")
    
  2. Never log a prefix, suffix, hash, length, or other stable identifier derived from the key unless there is a documented operational need and a formal threat assessment.
  3. Use structured logging with automatic redaction for fields whose names contain key, token, secret, or authorization.
  4. Ensure exceptions and HTTP diagnostics cannot serialize request headers.
  5. Review existing CI, Agent, and terminal logs for exposed prefixes and delete them according to the applicable retention policy.
  6. Rotate affected API keys if their prefixes have already appeared in broadly accessible logs.
  7. Add a test that invokes the script with a synthetic secret and verifies that neither the full value nor any substantial substring appears in standard output or standard error.
Vulnerability Patterns
  • Data ExfiltrationExternal Transmission, Env Variable Harvesting, File System Enumeration
  • Excessive AgencyUnrestricted Tool Access, Autonomous Decision Making, Scope Creep
  • Trigger AbuseOverly Broad Trigger, Shadow Command Trigger, Keyword Baiting Trigger
  • MCP Least PrivilegeUnderdeclared Capability, Wildcard Permission, Missing Permission Declaration
  • Prompt InjectionInstruction Override, Hidden Instructions, Exfiltration Commands
Findings (10)

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
91% confidence
Finding

The README promotes retrieval and analysis of third-party Douyin account data but does not warn users about privacy, authorization, platform-policy, or lawful-use constraints. In this skill context, the omission increases the risk that users will use the crawler for competitor monitoring or creator profiling without understanding compliance boundaries, making misuse more likely.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
94% confidence
Finding

The README says users can invoke the skill through broad natural-language requests without defining clear trigger boundaries. In an agent environment, this can cause over-broad or unintended activation on loosely related user prompts, leading the tool to fetch third-party account data when the user did not explicitly intend that action.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
91% confidence
Finding

The README says users can 'directly use natural language to describe query needs' and provides broad example phrasings, but it does not define clear activation boundaries or exclusion conditions. This can cause unintended invocation because common requests like querying or exporting Douyin data are described without any narrow trigger scope.

Content

No source excerpt is available for this finding.

Undeclared Tool Scope

Medium
Category
MCP Least Privilege
Confidence
92% confidence
Finding

The skill documentation indicates capabilities that require environment-variable access and outbound network requests, but it does not declare any explicit tool scope such as permissions or allowed-tools. This creates a least-privilege and governance gap: an agent platform may allow broader execution than users or reviewers expect, making secret access and external data exfiltration harder to audit.

Content

No source excerpt is available for this finding.

Vague Triggers

Medium
Category
Not specified by scanner
Confidence
92% confidence
Finding

The trigger phrases are broad and overlap with common user requests like viewing or collecting Douyin content, which can cause the skill to activate unintentionally. Unexpected invocation increases the chance of unauthorized scraping actions, accidental third-party API usage, or disclosure of account data when the user did not clearly intend to run this crawler skill.

Content

No source excerpt is available for this finding.

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
88% confidence
Finding

The skill advertises scraping and export of recent works and account data but provides no warning about privacy implications, platform terms, or legal/compliance constraints. In this context, the omission is risky because the skill is specifically designed for collecting third-party content at scale, which may lead users to perform impermissible data processing without informed consent or policy review.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Medium
Category
Not specified by scanner
Confidence
95% confidence
Finding

This markdown file presents all operational instructions, templates, and user-facing messages exclusively in Chinese. The policy requires avoiding forced language or locale constraints unless the skill offers user opt-in or clearly documents a justified region-specific limitation, which is not present here.

Content

No source excerpt is available for this finding.

Missing User Warnings

Medium
Category
Not specified by scanner
Confidence
91% confidence
Finding

The script sends user-supplied Douyin account identifiers to a third-party service (redfox.hk) using an authenticated request, but it does not provide an explicit disclosure or consent step before transmitting the query. In the context of a data-crawling skill, this matters because user input and service metadata are forwarded off-platform to an external provider, creating privacy, compliance, and data-governance risk even if the transmitted identifier is not highly sensitive by itself.

Content

No source excerpt is available for this finding.

Natural-Language Policy Violations

Low
Category
Not specified by scanner
Confidence
81% confidence
Finding

This README is labeled as an English file but includes a Chinese promotional sentence in the data notes section. That creates a language/locale inconsistency that may violate organizational expectations for user-facing language consistency when no opt-in or justification is provided.

Content

No source excerpt is available for this finding.

Context-Inappropriate Capability

Low
Category
Not specified by scanner
Confidence
76% confidence
Finding

The manifest describes a Douyin works crawler that takes an account name or ID and returns account/profile and recent works. While network access to a third-party API is expected for this purpose, explicitly sourcing credentials from process environment is a separate capability not mentioned in the manifest and is not inherent from the user-facing description alone.

Content

No source excerpt is available for this finding.

Static analysis

No suspicious patterns detected.