MCP servers that ship as code — a repository or a package you install and run locally (usually over stdio). They have no hosted endpoint, so we cannot probe or grade them: instead each one shows its repository, install command, license, stars and when it was last updated.
Collected from GitHub repositories and npm, PyPI, Cargo, Go, Maven, NuGet and RubyGems packages tagged as MCP servers, the official MCP Registry, Docker's MCP catalog, ModelScope, Baidu MCP World, Cline and other public directories; one entry per repository. A server that also offers a hosted endpoint is listed under Remote instead. These entries are not counted in our reachability, verification or readiness statistics.
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Open-source, AI-Native Generative Engine Optimization (GEO) & Technical Audit Suite. Like Lighthouse for Google SEO, open-geo is the open standard toolkit for Generative Engine Optimization (ChatGPT Search, Perplexity, Google AIO, Claude).
MIT ★ 3 -
Open-source Generative Engine Optimization (GEO) toolchain & multi-user platform: crawl & score your site across 11 AI engines (ChatGPT Search, Perplexity, Google AI Overviews, Doubao...), LLM content generation, 6-platform export, rank monitoring, MCP server & Agent SKILL. AGPL-3.0.
AGPL-3.0 ★ 1 -
MCP server for GEO (Generative Engine Optimization) analysis — check any domain's AI-readiness
npm SEE LICENSE IN LICENSE -
The Unified 3-Pillar Audit Engine for Technical SEO, JSON-LD Entity AEO, and Generative Engine Optimization (GEO). CLI, Python library & FastMCP server.
MIT ★ 1 -
Model Context Protocol (MCP) Server for Generative Engine Optimization (GEO) & RAG Readiness Audits — by Taqi Molavi
MIT ★ 3 -
AI visibility intelligence platform (like SEO, but for AI: analyze and optimize how LLMs and AI search engines perceive, cite, and recommend brands. Generative Engine Optimization (GEO).
MIT ★ 11 -
A sovereign, local-first MCP server for AI Engine Optimization (AEO), Generative Engine Optimization (GEO), llm.txt auditing, and content stickiness analytics.
MIT -
Viraill Model Context Protocol (MCP) Server - Generative Engine Optimization (GEO) & Agentic Readiness
MIT -
agent-seo-metaactive
Zero-dependency AIEO & GEO (AI Engine Optimization) auditor, AI crawler checker, and Schema.org JSON-LD generator for AI agents and modern web developers.
npm MIT -
konquest-meta-ads-mcpgithub.com/brandu-mos/konquest-meta-ads-mcpupdated this year
57-tool supervised Meta Ads MCP server for Claude Code. Open-core: full CRUD, multi-asset ads, targeting, diagnostics, safety gates. Premium adds 41 tools: optimization engine, vault intelligence, copy generation.
MIT ★ 44 -
Fashion E-Commerce Intelligencegithub.com/alexgenovese/ecommerce-fashion-market-analysisno update data
# Fashion E-Commerce Intelligence MCP Server Empower your AI agents, copilots, and assistants with vertical domain-specific fashion intelligence. Built by [alexgenovese.com](https://alexgenovese.com), this Model Context Protocol (MCP) server provides automated **SEO auditing, category trend research, DTC demand forecasting, CRM segment enrichment, and campaign creative generation**—designed natively for Cursor, Claude Desktop, Claude Code, and any MCP-compatible environment. --- ## ⚡ What It Does | Capability | Without this server | With Fashion MCP | |---|---|---| | **SEO Auditing** | Manual checklists, generic advice | Automated **0-100 score** across 5 dimensions with fashion-specific validation (fit, material, color, season, schema, OG, Twitter Cards). | | **Trend Research** | Generic search queries | Deep category-level trend intelligence (trending keywords, colors, silhouettes, price tiers, market fit, confidence). | | **Demand Forecasting** | Spreadsheets & gut feel | Explainable weighted-rule forecast model: `baseline × trend × media × retention × inventory × seasonality` with backtesting. | | **CRM Segment Enrichment** | Static email lists | Customer segments enriched with trending colors/silhouettes/keywords, audience clusters, and ready-to-send targeted messaging. | | **Campaign Creative** | Standard copywriters per channel | Platform-specific campaign themes, hooks, value propositions, and ready-to-use creative briefs grounded in real-time trend data. | --- ## 🔧 Exposed Tools - `product_seo_audit`: Audit any fashion product listing for SEO best practices, structured schema, meta tags, and fashion relevance (fit, size, material). - `fashion_trend_analysis`: Analyze fashion trend data mapped from search engine and social media queries. *(Receives search data input seamlessly, no API key required)*. - `fashion_category_demand_outlook`: Get a rapid, light demand pulse check for a specific product category in a target market and season. - `fashion_dtc_forecast_analysis`: Generate complete DTC demand forecasts with scenario planning (base/upside/downside) and stock-out/overstock risk analysis. - `fashion_customer_trend_enrichment`: Map trending keywords, colors, and silhouettes onto existing CRM customer segments for targeted email/SMS campaigns. - `fashion_campaign_theme_recommendation`: Recommend conversion-optimized ad campaign themes, hooks, and creative briefs for Meta, Google, TikTok, or Email. --- ## 🔐 Privacy & Technical Features - **No API Keys Required:** All analysis, SEO audits, demand forecasts, and CRM enrichment tools run locally with the data you supply. Upstream search data for `fashion_trend_analysis` uses your existing Tavily MCP server. - **Explainable Outputs:** Every tool returns explicit `assumptions[]`, `dataGaps[]`, and `confidence` scores, so your agent always understands the reasoning behind recommendations. - **Zero-Config Local Cache:** Uses a local SQLite persistence layer (`~/.fashion-mcp/store.db`) to cache snapshots, feature stores, and forecast actuals for backtesting. ## 💻 Local Installation To install this stdio-based server locally via Smithery: ```bash npx smithery install alexgenovese/ecommerce-fashion-market-analysis ```
smithery -
citation-gap-mcpgithub.com/johnlawson-dev/citation-gap-mcpupdated this year
MCP server for GEO (Generative Engine Optimisation) analysis. Identify why websites are cited, or missed, by AI search engines like ChatGPT, Claude and Perplexity.
NOASSERTION -
AI search optimization analysis with actionable findings and gap analysis
npm MIT -
Scores a site 0-100 and generates GEO/AEO files for owners who want AI citations.
MIT -
crazyseogithub.com/d08m/crazyseoupdated this year
Audit whether ChatGPT, Gemini and Perplexity recommend your site — 11 technical checks with no API keys, plus blind multi-engine visibility. Open-source GEO/AEO auditor + MCP server.
npm AGPL-3.0-or-later -
CitationForge — AI Search & ChatGPT Visibility. Free interactive benchmark, live SVG badges, OpenAPI 3.1 & MCP Server: https://www.citationforge.io
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Local-first MCP server for AI visibility audits: GEO/AEO, AI SEO, llms.txt, schema, sitemap and AI crawler readiness.
MIT ★ 2 -
Open source AI search visibility tracker: See which brands and pages ChatGPT, Gemini, Claude and AI Overviews name. Self-hostable alternative to Peec and Profound.
AGPL-3.0 ★ 5 -
crazyseogithub.com/d08m/crazyseoupdated this year
Find out whether ChatGPT, Gemini and Perplexity recommend your site - and why they don't. Open-source GEO/AEO auditor + MCP server. No account, no card, your keys.
npm AGPL-3.0 ★ 4 -
Read how often ChatGPT, Claude, Gemini, Perplexity and Google AI Overviews name and cite your brand, from Claude, Cursor or any MCP client. Read-only tools for AI visibility and answer engine optimisation.
MIT -
Does AI recommend your product? Measure, track and CI-test your share of voice in ChatGPT, Claude, Gemini and more, for brands and open-source projects.
Apache-2.0 ★ 1 -
Track how often ChatGPT, Claude, Gemini and Perplexity name and cite your brand. Ten read-only MCP tools over AI visibility, share of voice, sentiment and competitor mentions.
npm MIT -
supereo's MCP server for AEO: how often ChatGPT, Gemini, Perplexity, Claude and Google recommend your brand, tests against control questions and live AEO data, from Claude or ChatGPT.
MIT -
Free Rust SEO and GEO toolkit powered by TypeSafe Jev: 58-rule audits, site crawls, AI citation checks, rank drift, CI gates, 15-tool MCP. Zero cost.
MIT ★ 100 -
Open-source AI visibility tracker and AEO checker. Track how ChatGPT, Perplexity, Gemini and Google AI Mode mention and cite your brand. MCP server + CLI. Self-hosted, MIT.
MIT ★ 328 -
A free AEO audit for your terminal and your agent: what AI crawlers can read on any page, with supereo's free MCP tools. CLI, agent skill and local MCP server.
MIT -
mcp-excel-writergithub.com/putaojuju/mcp-excel-writerupdated this year
Industrial-grade Excel Model Context Protocol (MCP) server for automated layout auditing and aesthetics engineering.
★ 1 -
Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and OpenRouter with your own keys. Zero dependencies; CLI, GitHub Action and MCP server.
pypi MIT ★ 34 -
MCP server for AEO/AI-search audits of any URL (direct answer, JSON-LD, llms.txt, E-E-A-T, agentic readiness, AI citation) plus live French open data: website prices, public tenders, editorial calendar.
npm MIT -
Google Search Console MCP server for Claude — 33 SEO analysis tools across every property in your account. Runs locally over stdio or as a remote MCP server with per-user Google sign-in.
Apache-2.0 ★ 1 -
SEO, AEO and GEO audit MCP server for Claude Code, Cursor and Codex. Audit a page as AI search crawlers see it, get a fix pack, apply and verify. Free, no API key.
MIT -
rankpath-mcp-servergithub.com/rankpath-io/rankpath-mcp-serverupdated this year
Gives AI assistants read access to RankPath
MPL-2.0 -
bittlebits-mcpgithub.com/bittlebitsai/bittlebits-mcpupdated this year
Bittlebits MCP Server
★ 1 -
Is your site ready for AI search? Open-source SEO, AEO & GEO audits: AI crawler access, llms.txt, answer-ready pages, AI visibility, and an AI analyst's to-do list. CLI, GitHub Action, Claude Code plugin, MCP server.
MIT ★ 5 -
MCP server for prompt optimization. Detects prompt context, optimizes through the Prompt Optimizer cloud API, manages templates, and generates agent SOPs and skill packages. Needs an API key (free tier available).
npm Proprietary -
Free, open-source, self-hosted AI visibility (GEO / AEO) tracker: see how ChatGPT, Gemini, Perplexity, Google AI Overviews / AI Mode and Copilot name and cite your brand vs competitors. One-command install, free-tier-safe pacing, a bell for human checks, and an MCP server for Claude. Public beta.
MIT ★ 1 -
Does blocking GPTBot remove you from ChatGPT? No — OAI-SearchBot is the token that does. Free robots.txt AI-crawler checker (CLI + MCP server) and open data on 165 AI crawlers: which cost you AI answers in ChatGPT, Perplexity and Claude when blocked, and which cost nothing. Includes a 70-store survey.
MIT -
crawlbit-mcpgithub.com/amati032-dev/crawlbit-mcpupdated this year
Four free MCP tools to check whether AI engines can find, read and recognise a website. No account, no API key, no LLM calls.
npm MIT -
crawlbit-mcpgithub.com/amati032-dev/crawlbit-mcpupdated this year
Four free MCP tools to check whether AI engines can find, read and recognise a website. No account, no API key, no LLM calls.
MIT ★ 1 -
@ordinaryfuture/agent-readiness-mcpgithub.com/ordinary-future/agent-readiness-mcpupdated this year
MCP server that scans any website for AI agent readiness — checks 21 signals across 5 categories, generates fix files
npm MIT -
Free, local MCP server for RankCLI SEO + GEO analysis — no signup, no API key
MIT ★ 1 -
MCP server for LightSpot: audit a website for SEO and AI search visibility (ChatGPT, Perplexity, Gemini) from any MCP client.
MIT -
GEO readiness MCP server: checks robots.txt AI-crawler access, schema, llms.txt, sitemap. MIT.
MIT -
Defensive MCP server that detects website manipulation aimed at search engines and AI assistants: hidden prompt injection, AI recommendation poisoning links, sneaky redirects, hidden spam.
npm MIT -
SEOBolt for Cursor: MCP config, rule and skills for SEO audits and fix plans (API key)
NOASSERTION -
Public metadata for the Blck Alpaca Knowledge Base MCP server (at.blckalpaca/knowledge-base) — SEO, GEO, AI agents, marketing automation
MIT -
SEOBolt plugin for Claude Code: SEO audits, fix plans and Search Console tools via remote MCP (OAuth)
NOASSERTION -
Remote MCP server for WebGlazer: let your AI agent read how ChatGPT, Gemini, Perplexity, Copilot and Google AI Mode mention and cite your brand
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Your search data, kept. Self-hosted SEO, GEO and ASO analytics in your own Cloudflare account: Search Console, Bing, AI crawlers, plus App Store Connect and Google Play store funnels, search terms, ratings and reviews. Ask through MCP or use the built-in dashboard.
MIT ★ 1 -
ESLint for AI search — audit AI crawler access, llms.txt, structured data and citability for ChatGPT, Perplexity, Claude & co.
npm MIT ★ 4 -
truesource-geo-mcpgithub.com/saschadeforth/truesource-geo-mcpupdated this year
Make any website visible to ChatGPT, Claude, Gemini & Perplexity. Free MCP tools for AI-readiness scoring, robots.txt/llms.txt generation, VibeTags, and AI bot analysis. No API key required.
npm MIT -
seo-audit-mcpgithub.com/cyber-kani/seo-audit-mcpupdated this year
MCP server for fast SEO & GEO checks — audit pages, robots.txt, sitemaps & AI-crawler access from any AI agent. By cloudcoder.dev
MIT -
Free, hosted marketing data MCP server for Claude, ChatGPT and Cursor: SEO, AI answers, Search Console, Google Analytics, Google Maps, Reddit, social, ad libraries and leads. Plugin and marketing skills; the server is hosted.
MIT ★ 5 -
StudioMeyer GEO — AI visibility monitoring MCP server. 30 tools + 5 expert workflows across 8 LLM platforms. Hosted connector: geo.studiomeyer.io/mcp
MIT ★ 3 -
Omni-Channel Social Media ROI, E-Commerce Search Spillover (JD/Tmall/Meituan), 8-LLM GEO & Multi-Account Matrix Framework (Open-Core Demo + Agent Skill + MCP Server)
NOASSERTION ★ 1 -
Is this page readable for AI search? CLI + MCP server scoring crawler access, structure and citability for ChatGPT, Perplexity, Claude and Google AI. Runs locally, zero dependencies.
MIT ★ 2 -
Technical SEO + AI-search (GEO) audit: CLI, MCP agent for Claude Code, Cursor and VS Code, GitHub Action. Measured, not guessed. No AI, no API keys.
MIT -
Evidence-first GEO & SEO audits for AI assistants. Five MCP tools for HTML, structured data, crawler policies, sitemaps and before/after verification. Local-first. MIT.
MIT ★ 1 -
AI visibility tracker for humans and agents. See how ChatGPT, Claude, Gemini & Perplexity talk about your brand — self-hosted, zero dependencies, your own API keys, MCP built in.
MIT ★ 3 -
SEOBolt extension for Gemini CLI: audit a site for Google and AI search, get a fix plan with code snippets (remote MCP, OAuth)
NOASSERTION