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wp.org search vs our merit ranking: “anomaly detection”

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 “anomaly detection”, we agree with wp.org on the top plugin, and our order differs from theirs on 12 of the top 20.

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 the install base is organic or host-pushed, and its risk of being pulled.

Ranked above its merit

LLM Bot Tracker – AI Crawler Detection & Analytics shows at wp.org #7 but places #15 on merit, a gap of 8 places. Its 1K+ installs carry it up the search order; its 3.0★ average from 2 reviews, plus freshness and upkeep, place it lower on our volume-weighted scale.

How this rank is calculated

Each plugin's merit score multiplies these inputs together: how recently it was updated, how current its "tested up to" WordPress version is, its install base (log scale, capped at 10 million), its support thread resolution rate, and a rating score. The rating score weights the star average by review volume against a sitewide prior, then scales it by the lower bound of the share of 4 and 5 star reviews. A plugin with 3.7 stars from tens of thousands of reviews can still outscore a 4.9 with a few dozen, because the small sample carries less certainty.

A health factor between 0.4 and 1.15 then adjusts that score for what wp.org's search can't see: PHP fatals or failed activations on a test install, PHP and WordPress compatibility, memory and page-speed footprint, suspicious review patterns, closure risk, and a large install base with very few reviews. Clean, adopted plugins earn a small lift.

A keyword ranking starts from wp.org's search order for the term, weighting each position by 1 divided by its place, then applies the merit correction and health factor above. Relevance to the keyword stays in the result, so the order can differ from the all-categories list on /best, which scores plugins with no search term.

Hover a row to see the main reason for its position.

merit plugin wp.org
1 HandL UTM Grabber / Tracker 10K+ · 4.8★ (146) wp.org #1 2 My Private Site – Make Your Whole Site Private, Force Login & Block Registration Spam 10K+ · 4.5★ (82) wp.org #3 1 too low 3 FraudLabs Pro for WooCommerce 1K+ · 4.2★ (18) wp.org #2 1 too high 4 Secure MCP Server for Claude, ChatGPT, Gemini and other AI Agents 8K+ · 5.0★ (10) wp.org #4 5 VigIA – AI Visibility, Analytics & Control 2K+ · 5.0★ (19) wp.org #8 3 too low 6 BotBlocker Security – Complete security platform 3K+ · 5.0★ (11) wp.org #6 7 Bot Traffic Shield – Block Bad Bots and Stop AI Bots Crawlers 900+ · 5.0★ (5) wp.org #5 2 too high 8 Polski for WooCommerce 70+ · 4.8★ (10) wp.org #17 ↓4 9 too low 9 Ordafide Order Integrity for WooCommerce — · 5.0★ (9) wp.org #22 ↓1 13 too low 10 Lockora Security Audit 200+ · 5.0★ (4) wp.org #14 ↓2 4 too low 11 CDI – Collect and Deliver Interface for Woocommerce 200+ · 5.0★ (3) wp.org #16 ↓2 5 too low 12 IronPhantom Fraud Defense 20+ · 5.0★ (2) wp.org #12 ↓2 13 TrustLens – Fraud Prevention & Chargeback Defense for WooCommerce 20+ · 5.0★ (3) wp.org #20 ↓2 7 too low 14 Proactive Site Advisor – Privacy‑First Anomaly Alerts — · 5.0★ (1) wp.org #9 5 too high 15 LLM Bot Tracker – AI Crawler Detection & Analytics 1K+ · 3.0★ (2) wp.org #7 8 too high 16 ReportedIP Hive: Firewall, Brute Force Protection, 2FA and Anti-Spam 100+ · 5.0★ (1) wp.org #10 ↑9 6 too high 17 SecurynAI – Security, Firewall, Malware Scan, and Vulnerability Alerts 60+ · 5.0★ (1) wp.org #11 ↑6 6 too high 18 N noCell Traffic Anomaly Detector — · 0.0★ (0) wp.org #15 3 too high 19 PlatformInfo 70+ · 5.0★ (1) wp.org #13 ↓2 6 too high 20 HapiGuard – Invalid Click Protection for AdSense, Ad Manager & Auto Ads 50+ · 0.0★ (0) wp.org #18 ↓3 2 too high 21 LolaCore for Statistics 10+ · 0.0★ (0) wp.org #21 ↓1 22 WEDOS | Protection & Cache Performance 300+ · 3.8★ (4) wp.org #23 1 too low 23 Obydullah Store Insights for WooCommerce — · 0.0★ (0) wp.org #24 ↓2 1 too low 24 WPMissionControl 20+ · 5.0★ (1) wp.org #19 ↓3 5 too high

Merit ranking caps the install boost at 10M (wp.org leaves it uncapped), replaces the raw star average with a volume-weighted 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.