geo-score
Free 0-100 score: can AI engines cite a site? Plus citation checks with your own API keys.
MCP server · by jianruntech
About
geo-score is an MCP server published by jianruntech. Marketplaces we read that list it: 1 (Official MCP Registry). The last change we recorded was on 2026-10-12. As of our marketplace pass on 2026-10-13.
What it asks for
- Runs on your machine
- Secrets: 5
- Settings: 6
Requires: ANTHROPIC_API_KEY (secret), GEMINI_API_KEY (secret), OPENAI_API_KEY (secret), OPENROUTER_API_KEY (secret), PERPLEXITY_API_KEY (secret)
What it declares, asks for and runs, in full
Only install plugins from developers you trust. We list what marketplaces publish and do not test plugins.
Works with
- Claude Code
- Codex
- Cursor
- VS Code
- Copilot CLI
From the marketplaces that list it and the MCP transport it declares, as each client documents them. We do not test plugins.
Connect
Commands and configs built only from what its marketplaces declare. We do not run them for you and do not test plugins.
As a local MCP server: PyPI package
Built from what Official MCP Registry declares.
claude mcp add --env "ANTHROPIC_API_KEY=<YOUR_ANTHROPIC_API_KEY>" --env "GEMINI_API_KEY=<YOUR_GEMINI_API_KEY>" --env "OPENAI_API_KEY=<YOUR_OPENAI_API_KEY>" --env "OPENROUTER_API_KEY=<YOUR_OPENROUTER_API_KEY>" --env "PERPLEXITY_API_KEY=<YOUR_PERPLEXITY_API_KEY>" --transport stdio geo-score -- uvx geo-score mcp
[mcp_servers.geo-score]
command = "uvx"
args = ["geo-score", "mcp"]
[mcp_servers.geo-score.env]
ANTHROPIC_API_KEY = "<YOUR_ANTHROPIC_API_KEY>"
GEMINI_API_KEY = "<YOUR_GEMINI_API_KEY>"
OPENAI_API_KEY = "<YOUR_OPENAI_API_KEY>"
OPENROUTER_API_KEY = "<YOUR_OPENROUTER_API_KEY>"
PERPLEXITY_API_KEY = "<YOUR_PERPLEXITY_API_KEY>"
{
"mcpServers": {
"geo-score": {
"command": "uvx",
"args": [
"geo-score",
"mcp"
],
"env": {
"ANTHROPIC_API_KEY": "<YOUR_ANTHROPIC_API_KEY>",
"GEMINI_API_KEY": "<YOUR_GEMINI_API_KEY>",
"OPENAI_API_KEY": "<YOUR_OPENAI_API_KEY>",
"OPENROUTER_API_KEY": "<YOUR_OPENROUTER_API_KEY>",
"PERPLEXITY_API_KEY": "<YOUR_PERPLEXITY_API_KEY>"
}
}
}
}
Replace the values in angle brackets with your own. We show the names of the settings, never values.
Optional settings it also lists: GEO_SCORE_WATCH_CONFIG.
Where it is published
| Marketplace | Status | Version | Figures | Verified | First seen |
|---|---|---|---|---|---|
| Official MCP Registry (Open the registry record) | Listed | 1.8.2 | Forks (GitHub): 11 Stars (GitHub): 451 |
Not marked |
Each figure is the marketplace's own and is never added up across marketplaces. A marketplace that publishes no figure shows none: no number is not zero.
What changed
- Official MCP Registry: released version 1.8.2 (was 1.8.1)
- Became a product we track
- Official MCP Registry: appeared
Similar plugins
Products whose own names, descriptions, tools and skills are closest in meaning to this one, on every marketplace we read. Closeness is ranked within this list only.
-
SurfacedBy AI Visibility & GEO Audit
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
-
Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys.
-
Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.
-
site-audit com.santosautomation/site-audit
Website intelligence audits for AI agents: free preview plus x402-paid Agent Readiness scoring
-
Webpage quality evaluator based on Google Search Quality Rater Guidelines (QRG). Inspects page purpose, MC quality, E-E-A-T, reputation, and spam signals to produce a graded…
-
Free GEO score of a web page or text: how easily AI assistants can quote it, with fixes. No key.
-
Check a website's AI readiness and answer AI visibility and GEO questions from ASRM's guides.
-
geo-generative-engine-optimisation
Monitor AI citations, score content for AI search visibility, validate crawl parity, and optimise structured data for ChatGPT, Perplexity, and Google AI Overviews. The only plugin…
-
aiseo-audit io.github.agencyenterprise/aiseo-audit
Audit web pages for AI search readiness with evidence-tiered factors and pipeline-stage scores.
-
Checks whether ChatGPT, Gemini and Perplexity cite your site, and who they cite instead.
Similar plugins by marketplace
The same question asked of one marketplace at a time: is there an analog of this plugin there?
Has a listing on Claude Code: claude-plugins-community (5)
-
Webpage quality evaluator based on Google Search Quality Rater Guidelines (QRG). Inspects page purpose, MC quality, E-E-A-T, reputation, and spam signals to produce a graded…
-
geo-generative-engine-optimisation
Monitor AI citations, score content for AI search visibility, validate crawl parity, and optimise structured data for ChatGPT, Perplexity, and Google AI Overviews. The only plugin…
-
Free SEO, AEO, and GEO toolkit by Akii. Audit websites, plan content strategy, optimize pages, generate schema markup, cluster keywords, and track AI visibility across ChatGPT…
-
The definitive SEO + GEO skill for Claude. Run full site audits with scored findings (0-100), AI search optimization for Google AI Overviews, ChatGPT Search, and Perplexity…
-
Free AI visibility audit for any website. Discover how ChatGPT, Claude, and Perplexity perceive your brand across 5 dimensions and 30 checks — then get a one-click fix plan…
Has a listing on Claude Code: claude-plugins-official (5)
-
Nimble web data toolkit — search, extract, map, crawl the web and work with structured data agents
-
Skills for adding DeepEval evaluations, tracing, datasets, Confident AI reports, and iterative improvement loops to AI applications.
-
You.com agent skills for web search, research with citations, and content extraction. Guided integrations for Vercel AI SDK, Claude Agent SDK, OpenAI Agents SDK, crewAI…
-
Web scraping and crawling powered by Firecrawl. Turn any website into clean, LLM-ready markdown or structured data. Scrape single pages, crawl entire sites, search the web, and…
-
Web scraping, Google search, structured data extraction, and MCP server integration powered by Bright Data. Includes 7 skills: scrape any webpage as markdown (with bot…
Has a listing on Claude: knowledge-work-plugins (5)
-
Free AI-powered SEO toolkit — audit websites, plan content strategy, optimize pages, generate schema markup, cluster keywords, and track AI visibility. Works with any website or…
-
Nimble web data toolkit — search, extract, map, crawl the web and work with structured data agents
-
Web scraping, Google search, structured data extraction, and MCP server integration powered by Bright Data. Includes 7 skills: scrape any webpage as markdown (with bot…
-
Exa AI web search, deep research, and content extraction. Provides MCP tools and research skills for comprehensive web search, people discovery, company research, academic papers…
-
Sanity content platform integration with MCP server, agent skills, and slash commands. Query and author content, build and optimize GROQ queries, design schemas, and set up Visual…
Has a listing on Codex: openai-curated (openai/plugins) (5)
-
Evaluate Codex skills and plugins from chat with a beginner-friendly start command, local-first reports, token budget explanations, and guided benchmarking.
-
Answer product and business questions with data
-
Work with Zotero from Codex: search your library, export BibTeX, insert citations, and import references through the Zotero desktop app.
-
PostHog gives your AI agent direct access to your product analytics, feature flags, experiments, error tracking, surveys, logs, and LLM analytics. Ask questions about your data…
-
Cloudflare platform plugin with curated skills for Workers, Wrangler, and Agents SDK plus the official Cloudflare API MCP server.
Has a listing on Community GitHub marketplaces (5)
-
Google Search Console: SEO audits, performance queries, URL inspection, indexing checks.
-
Skills for adding DeepEval evaluations, tracing, datasets, Confident AI reports, and iterative improvement loops to AI applications.
-
QA-test a website or app and return a 1-5 quality score with evidence. Drives a Browser Use cloud browser and tunnels localhost automatically. Run as /qa <url-or-localhost-port>…
-
Run growth marketing, SEO and AI answer-engine visibility for a product through AfterLaunch over MCP. Reads a ranked backlog of prepared, ready-to-ship growth moves.
-
Browser automation and web page analysis skills using playwright-cli: connect via CDP, probe bot protection, dismiss overlays, capture DOM trees, reduce pages to skeletons…
Has a listing on Copilot CLI: github/awesome-copilot (5)
-
Three-layer verification pipeline for AI output. Extracts claims, finds sources, and flags hallucination risks so humans can verify before acting.
-
A runtime-portable 5-agent quality gate that adjudicates text artifacts before they ship. Five role-conditioned LLM deliberators run a 2-round async protocol with cross-read…
-
Visualizes live session AI-credit usage as a Pac-Man board with pellets, ghosts, fruit milestones, and game-over limits.
-
Helps devs extract data from any website with thousands of trusted scrapers, crawlers, and automations from Apify Store. Integrate ready-made Actors to access all popular social…
-
See your local Copilot token usage by day, model, and session, and get tips to use it more efficiently.
Has a listing on Copilot CLI: github/copilot-plugins (5)
-
Toolkit for building Microsoft 365 Copilot declarative agents — scaffolding, JSON manifest development, and capability configuration.
-
workiq
Query Microsoft 365 data with natural language — emails, meetings, documents, Teams messages, and more.
-
Advanced Security plugin for GitHub Copilot.
-
workiq-productivity
WorkIQ productivity skills powered by the local WorkIQ CLI — read-only insights across email, meetings, calendar, Teams, SharePoint, projects, and people.
-
Build Power Apps Canvas Apps using the Canvas Authoring MCP server.
Has a listing on Cursor: cursor/plugins (5)
Has a listing on Docker MCP Catalog (5)
-
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
-
Read and score Opik traces, experiments, datasets and prompts from your AI assistant.
-
The Official Model Context Protocol (MCP) server for Kagi Search & other tools.
-
Connector for Perplexity API, to enable real-time, web-wide research.
-
A Model Context Protocol (MCP) server that empowers LLMs to use some of Open Srategy Partners' core writing and product marketing techniques.
Has a listing on Official MCP Registry (5)
-
SurfacedBy AI Visibility & GEO Audit
Free AI visibility and GEO audit: see what AI reads on your site and whether its answers cite you.
-
Audit whether ChatGPT, Gemini and Perplexity recommend a site. Readiness checks need no keys.
-
Check website AI-readiness: Schema.org, llms.txt, E-E-A-T, robots.txt. Works in Cursor & Claude.
-
site-audit com.santosautomation/site-audit
Website intelligence audits for AI agents: free preview plus x402-paid Agent Readiness scoring
-
Free GEO score of a web page or text: how easily AI assistants can quote it, with fixes. No key.
Found by meaning, not by shared code or a shared repository: similar plugins stay separate products, and this is not a review or a recommendation.
Is this your plugin?
Add it to your projects and prove you maintain it with a file in its repository, a file on your domain or a DNS record. You get alerts when a marketplace lists it, drops it, changes its verified mark or what it asks for, and its remote endpoint goes on monitoring as a web service.
Data comes from the Official MCP Registry (registry.modelcontextprotocol.io), CC0 1.0. Figures come from our own regular passes over the marketplaces, last read on . We publish no contact details for plugin publishers.