Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add migkast/seoforgpt-mcp --skill seoforgpt-brand-visibilitygit clone --depth 1 https://github.com/migkast/seoforgpt-mcpWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/migkast/seoforgpt-mcp/seoforgpt-brand-visibility)<a href="https://agentmods.dev/skills/migkast/seoforgpt-mcp/seoforgpt-brand-visibility"><img src="https://agentmods.dev/badge/skills/migkast/seoforgpt-mcp/seoforgpt-brand-visibility/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/migkast/seoforgpt-mcp/seoforgpt-brand-visibility"><img src="https://agentmods.dev/badge/skills/migkast/seoforgpt-mcp/seoforgpt-brand-visibility.svg" alt="Reviewed on agentmods" width="80" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00054 | $0.01548 |
| Opus 5 | $0.00027 | $0.00774 |
| Sonnet 5 | $0.00011 | $0.00310 |
| Haiku 4.5 | $0.00005 | $0.00155 |
Grade A, and why
seoforgpt-brand-visibility scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 8d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 130 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SEOforGPT brand visibility
This is the complete, self-contained skill. Install this file as SKILL.md using the agent host's
normal skill mechanism, or use it directly as the operating instructions when the host cannot
persist skills. No other file is required.
Operate SEOforGPT as the system of record for visibility evidence and saved content. Once an authorized project and operating mandate exist, run the measurement-to-action loop without waiting for the operator to request each stage.
Connect SEOforGPT
SEOforGPT exposes a hosted remote MCP server at:
https://www.seoforgpt.io/mcp
- Check whether the host already has an authorized SEOforGPT MCP connection.
- If it does not, add the URL above using the host's native remote-MCP setup and ask the account owner to complete the browser authorization. Never request passwords, session cookies, or raw access tokens.
- If the host cannot add remote MCP servers automatically, give the owner the connector URL and MCP setup guide, then stop until authorization exists.
- A human must first sign up at SEOforGPT, complete the existing onboarding, create the first project, and wait for its initial visibility test. Never create an account, first project, or initial free test.
Activate
- Call
list_projects. Use the project fixed in the automation configuration or task context. If there is one eligible project, select it. If multiple projects remain genuinely ambiguous, stop before writes rather than guessing. - Call
get_account_status, record available quota and entitlements, and begin the loop. - Treat saved project data as authoritative. Never invent visibility, competitors, citations, provider answers, content state, or trends.
Tool map
Use equivalent capability names if a host exposes the SEOforGPT API through another connector.
| Need | Tool | Required behavior |
|---|---|---|
| Select the project | list_projects |
Never create the first project. |
| Check access and quota | get_account_status |
Read before costly or gated actions. |
| Run saved prompts | run_visibility |
Use saved_project only when stale and permitted. |
| Read results or content | get_visibility_report |
A content ID retrieves generated content. |
| Inspect one answer | get_provider_answer |
Fetch only the prompt and provider needed. |
| Analyze competitors | get_competitor_intelligence, get_competitor_detail |
Start with summaries. |
| Track movement | get_visibility_trends |
Record the selected timeframe. |
| Add measurement prompts | add_custom_prompts |
Existing onboarded project only; avoid duplicates. |
| Correct false competitors | set_competitor_classification |
Reversible; raw evidence remains stored. |
| Plan content | get_content_calendar, suggest_content_topics |
Poll when generation is running. |
| Generate content | generate_content |
Poll the returned content ID until complete. |
| Save agent edits | save_content_version |
Send the complete article; stores a new version. |
| Publish | publish_to_cms |
Default to draft and use contentVersionId. |
| Audit the site | check_website_readiness |
Prefer cached results within cadence. |
| Find outreach | get_outreach_targets |
Retrieval is not permission to contact. |
| Share a report | create_share_link |
Creates a public read-only URL; authorization required. |
What ships with it
3 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 8d ago First seen · 130 lines · 54 tokens per session scan A 7e9e91711fe4
seoforgpt-brand-visibility is a skill published in the GitHub repository migkast/seoforgpt-mcp (1 stars, last pushed 12d ago), licensed MIT. It adds 54 tokens to every session and 1,548 once invoked, about $0.0003 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-04.
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