Part of the StudioMeyer MCP Stack — Built in Mallorca 🌴 · ⭐ if you use it

StudioMeyer GEO

AI visibility monitoring across 8 LLM platforms. 30 MCP tools + 5 expert workflows. Free tier: most tools work without any LLM API key.

A note from us

We have been building tools and systems for ourselves for the past two years. The fact that this repo is small and has few stars is not because it is new. It is because we only just decided to share what we have built. It is not a fresh experiment, it is a long story with a recent commit.

We love building things and sharing them. We do not love social media tactics, growth hacks, or chasing stars and followers. So this repo is small. The code is real, it gets used, issues get answered. Judge for yourself.

If it helps you, sharing, testing, and feedback help us. If it could be better, an issue is more useful. If you build something with it, tell us at [email protected]. That genuinely makes our day.

From a small studio in Palma de Mallorca.

What is this?

StudioMeyer GEO checks how visible your brand is to AI assistants — across ChatGPT, Gemini, Perplexity, Claude, Grok, DeepSeek, Meta AI, and Copilot. Instead of guessing, you get concrete scores, citations, and actionable fixes.

28 expert tools for AI visibility checks, discovery stack audits, robots.txt analysis, JSON-LD validation, entity consistency, sitemap-first content freshness, page-type-aware content audits (KDD 2024 GEO paper), retrieval quality (text-to-HTML ratio + JS dependency + canonical chains), GEO score simulation, citation source analysis, schema generation, hallucination guard for LLM-derived facts, citation-source provenance (which domains the 8 LLMs actually cite you from), prompt-level competitor-gap reports, AI-crawler access-log analysis (which AI bots crawl you, and whether you're blocking them), competitor comparison, and historical trend tracking.

Most of the 30 tools work without any LLM API key — zero-cost onboarding.

Connect in 10 Seconds

Claude Desktop / Cowork

Settings → Connectors → Add URL:

https://geo.studiomeyer.io/mcp

You'll receive a sign-in link via email to verify your identity — no passwords needed.

Claude Code

claude mcp add --transport http geo https://geo.studiomeyer.io/mcp

Cursor / VS Code / Windsurf / Zed

npx mcp-remote https://geo.studiomeyer.io/mcp

Tools (28)

Base Tools (7)

Specialist Tools (12)

Citation + Competitor Tools (2)

Comparison + Agency Tools (3)

Pro Tools (4)

MCP Prompts (5 Expert Workflows)

GEO Score (0-100)

Six weighted sub-scores:

• Brand Awareness (25%) — How often LLMs mention your brand
• Citation Strength (20%) — URL citations and source links
• Share of Voice (20%) — Your brand vs competitors
• Sentiment (10%) — Positive/negative/neutral perception
• Discovery Stack (15%) — Technical AI-readiness (llms.txt, agents.json, JSON-LD, etc.)
• Content Quality (10%) — Freshness, structured data, FAQ schema

The score is hallucination-aware by default: claims the LLMs make about your brand are cross-checked, and a platform whose answer is a cross-platform outlier is down-weighted, so a single model's confident hallucination can't inflate your score.

Rating: 80+ excellent · 65+ good · 40+ needs improvement · 20+ weak · <20 critical

What Makes This Different

Pricing

Currently the Free self-service tier and the two managed services (Managed Monitoring, Full GEO Service) are available. The Pro and Team self-service tiers launch shortly — sign up for Free now and you keep your data when they ship.

Security

• Magic Link Authentication — email verification on every sign-in. No passwords stored. You receive a single-use link that expires in 10 minutes. Nobody can access your data without proving email ownership.
• OAuth 2.1 with PKCE S256 — latest authentication standard
• Email-based tenant isolation — your data is scoped to your verified email, so you see the same brands and history on every client you connect from
• Cloudflare Proxy — DDoS protection, WAF, SSL termination
• Rate Limiting — per-token (30 req/min) and per-endpoint
• SSRF Protection — DNS-rebinding guard (validates the resolved IP, not just the hostname), IP-encoding bypass prevention, per-hop redirect validation
• Docker Hardened — non-root user, read-only filesystem, cap_drop ALL

Example: Quick Audit

You: /geo_quick_wins url=https://example.com

Claude runs 10 API-free specialist checks:
  ✓ robots.txt AI-bot audit (14 bots)
  ✓ llms.txt validation
  ✓ JSON-LD structured data audit
  ✓ Entity consistency scan (with email/URL/domain mask)
  ✓ Content freshness (sitemap-first)
  ✓ Page-type-aware content audit
  ✓ Retrieval quality (text-to-HTML, JS dependency, canonical chain)
  ✓ Citation source analysis
  ✓ GEO score simulation
  ✓ Schema generator (missing blocks)

Result: Estimated score, issues found, prioritized fix list with copy-paste JSON-LD

Optional: Track Over Time with StudioMeyer Memory

Connect StudioMeyer Memory to automatically store GEO checks across sessions:

claude mcp add --transport http memory https://memory.studiomeyer.io/mcp

Then use /geo_track_over_time — Claude stores results in Memory and shows trends.

Support

• Landing page: studiomeyer.io/services/geo-mcp
• Email: [email protected]
• Built by StudioMeyer — AI and design studio in Mallorca, working worldwide

What's New

2026-06-20 — v2.7.0 (Hardening + Citation/Competitor/Crawler tools + Sampling)

Three new tools and a hosted-server hardening pass:

1. geo_citation_report — aggregates which sources the 8 LLMs actually cite you from (owned / Reddit / YouTube / Wikipedia / social / review / news / competitor), with an owned-vs-third-party split.
2. geo_competitor_gap — the prompts where an LLM names a competitor but not you, plus per-competitor standings.
3. geo_crawler_log — paste your access logs to see which AI bots crawl you and whether any are being blocked (the upstream check before any on-page work).
4. Real N>1 sampling — geo_check gains a samples parameter; each prompt is queried N times and collapsed into one statistically-defensible result with a reproducibility summary.
5. Hardening — tenant identity is now your verified email (consistent across clients), a DNS-rebinding SSRF guard, outbound concurrency caps, and hallucination-aware scoring on by default.

2026-04-13 — v2.0.4 (Benny Windolph Feedback Wave)

Six fixes shipped after detailed feedback from a DACH SEO professional:

1. Page-type-aware content audit — detectPageType() (JSON-LD @type first, URL-pattern fallback) plus per-type weighting profile. A homepage isn't judged on expert quotes or author attribution any more.
2. Sitemap-first content freshness — reads robots.txt, walks sitemap_index recursively, scores real URLs by lastmod. Hardcoded i18n paths only as last-resort fallback.
3. Entity consistency mask — emails, absolute URLs, and bare brand-domain references are masked before matching. Fixes the [email protected] false-positive.
4. New geo_retrieval_quality specialist — static crawler-readiness audit (no headless browser).
5. Hallucination guard helpers — wired into geo_analyze_response as opt-in parameters.
6. Default LLM models bumped off the smallest tier — gpt-5-mini (chatgpt), claude-sonnet-4-5 (claude), gemini-2.5-flash (gemini). The smallest tiers had weaker entity recall and one was silently rejecting calls.

About StudioMeyer

StudioMeyer is an AI and design studio based in Palma de Mallorca, working with clients worldwide. We build custom websites and AI infrastructure for small and medium businesses. Production stack on Claude Agent SDK, MCP and n8n, with Sentry, Langfuse and LangGraph for observability and an in-house guard layer.

License

MIT — see LICENSE. This repository contains documentation only. The GEO server is hosted at geo.studiomeyer.io.