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ai-seo

When the user wants to build programmatic SEO with AI, create competitor alternative pages, optimize for AI Overviews, or scale content production. Also use when the user mentions 'SEO,' 'programmatic SEO,' 'AI content,' 'competitor alternative pages,' 'AI Overviews,' 'search optimization,' 'DataForSEO,' 'content at scale,' 'keyword strategy,' or 'organic traffic.' This skill covers AI-powered SEO strategy from keyword research through programmatic page generation. Do NOT use for technical implementation, code review, or software architecture.

72

Quality

88%

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SecuritybySnyk

Low

Low-risk findings worth noting

SKILL.md
Quality
Evals
Security

Low

Low-risk findings.

2 low severity findings. Worth noting, but not necessarily harmful.

Low

W011: Third-party content exposure detected (indirect prompt injection risk).

What this means

The skill exposes the agent to untrusted, user-generated content from public third-party sources, creating a risk of indirect prompt injection. This includes browsing arbitrary URLs, reading social media posts or forum comments, and analyzing content from unknown websites.

Why it was flagged

The SKILL.md explicitly instructs the agent to use third‑party MCPs (DataForSEO, Semrush, SE Ranking) and to "research each tool (pricing, features, reviews)" and source pain points from public review sites like G2/Capterra, so the agent fetches and interprets untrusted, user‑generated web content that can change content‑generation and publishing actions.

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Low

W012: Unverifiable external dependency detected (runtime URL that controls agent).

What this means

The skill fetches instructions or code from an external URL at runtime, and the fetched content directly controls the agent’s prompts or executes code. This dynamic dependency allows the external source to modify the agent’s behavior without any changes to the skill itself.

Why it was flagged

The skill explicitly adds runtime MCP integrations that fetch and run remote code or data — e.g., cloning and running the GitHub repo https://github.com/AminForou/mcp-gsc (git clone ... && python ...), and connecting to the DataForSEO SSE endpoint https://mcp.dataforseo.com/sse — both are used at runtime and the fetched content can execute code or directly control agent behavior.

Repository
tech-leads-club/agent-skills
Audited
Security analysis
Snyk

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