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wp.org search vs our merit ranking: “model context protocol”

wp.org orders by popularity, so a plugin a host bundled onto millions of sites, or a big-brand one that's slow and mediocre, can sit at the top. Our ranking is built to answer a different question: which of these is actually worth installing. How this works →

For “model context protocol”, we agree with wp.org on the top plugin, and our order differs from theirs on 13 of the top 20. 2 plugins are pushed down for signals wp.org ignores: errors, a host-installed base, or removal risk.

wp.org search ranks on

Install count (uncapped), the raw star average, freshness, and support. Popularity dominates, so the biggest install base usually wins regardless of how it got there.

We add

A cap on the install boost, volume-weighted ratings, and signals wp.org can't see: whether it throws errors on current PHP, whether the install base is organic or host-pushed, and its risk of being pulled.

Ranked above its merit

Cowboy MCP – Free MCP Server with Undo for Claude & ChatGPT shows at wp.org #6 but places #16 on merit, a gap of 10 places. Its 500+ installs carry it up the search order; its 5.0★ average from 3 reviews, plus freshness and upkeep, place it lower on our volume-weighted scale.

Buried gem

Calculated Fields Form – AI Form Builder for WordPress – Contact, Payment, Quote, Quiz & More places #7 on merit, 4.9★ from 973 reviews, but shows at wp.org #17. A smaller install base keeps it further down the default search order than its quality signals alone would.

merit plugin wp.org
1 WPVibe – WordPress MCP Server. Connect Claude, ChatGPT & Any AI Agent via MCP 50K+ · 5.0★ (91) wp.org #1 2 BackWPup – WordPress Backup & Restore Plugin 400K+ · 4.0★ (1321) wp.org #2 3 AI Engine – The Chatbot, AI Framework & MCP for WordPress 90K+ · 4.9★ (869) wp.org #4 1 too low 4 CookieYes – Cookie Banner for Cookie Consent (Easy to setup GDPR/CCPA Compliant Cookie Notice) 1M+ · 4.8★ (3232) wp.org #7 ↑1 3 too low 5 Premium Addons for Elementor – AI-Ready Elementor Addons, Widgets & Templates 600K+ · 4.9★ (1679) wp.org #9 4 too low 6 AI 50K+ · 4.6★ (9) wp.org #3 3 too high 7 Calculated Fields Form – AI Form Builder for WordPress – Contact, Payment, Quote, Quiz & More 40K+ · 4.9★ (973) wp.org #17 ↓1 10 too low 8 Imagify Image Optimization: Optimize Images | Compress & Convert to WebP/AVIF 1M+ · 4.3★ (1655) wp.org #12 ↑1 4 too low 9 WDesignKit – AI Templates, Widget Builder & MCP Workflow 30K+ · 4.8★ (12) wp.org #5 4 too high 10 BetterDocs – AI Documentation, Knowledge Base, MCP Server, Docs, Wikis, FAQ & Chatbot 30K+ · 4.8★ (514) wp.org #18 ↓1 8 too low 11 Easy MCP AI – Connect Claude to WordPress: MCP Server for ChatGPT & AI Agents 10K+ · 5.0★ (11) wp.org #8 ↑2 3 too high 12 Notification for Telegram 4K+ · 4.9★ (70) wp.org #19 ↓1 7 too low 13 MxChat – AI Chatbot & Content Generation for WordPress 2K+ · 5.0★ (30) wp.org #11 ↑1 2 too high 14 ThinkRank AI SEO – AI SEO Plugin for WordPress: Schema, XML Sitemaps, Meta Tags, Search Console & Local SEO 10K+ · 4.9★ (33) wp.org #16 ↑3 2 too low 15 Gutena Forms – Contact Form, Survey Form, Feedback Form, Booking Form, and Custom Form Builder 20K+ · 4.5★ (11) wp.org #14 1 too high 16 Cowboy MCP – Free MCP Server with Undo for Claude & ChatGPT 500+ · 5.0★ (3) wp.org #6 ↑1 10 too high 17 Enable Abilities for MCP 4K+ · 5.0★ (12) wp.org #24 7 too low 18 SpeedyCache – Cache, Optimization, Performance 600K+ · 4.4★ (30) wp.org #21 3 too low 19 GoSMTP – SMTP for WordPress 500K+ · 4.3★ (10) wp.org #10 ↑1 9 too high 20 WSP MCP – Free MCP Plugin for WordPress: Connect Claude, ChatGPT & AI Agents 2K+ · 5.0★ (5) wp.org #20 ↓14 21 Search Atlas SEO – OTTO AI SEO Automation for WordPress 8K+ · 3.3★ (24) wp.org #23 ↓2 2 too low 22 Agent Abilities for MCP – MCP Server with Permission Controls and Audit Log 500+ · 4.5★ (2) wp.org #15 ↑5 7 too high 23 C Corsen Context 100+ · 0.0★ (0) wp.org #13 ↑2 10 too high 24 MCP Adapter — · 0.0★ (0) wp.org #22 2 too high

Merit ranking caps the install boost at 1M (wp.org leaves it uncapped), replaces the raw star average with a volume-weighted Bayesian score and a Wilson lower bound, and keeps wp.org's own freshness and compatibility decays. Method from the plugin-directory source; see Meta Trac #8298. Positions are tracked daily from the first visit to a keyword, so the small arrows show movement since tracking began.