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Datasets:
Karmane
/
wordpress-ai-mcp-plugins-enriched

Tasks:
Tabular Classification
Modalities:
Image
Tabular
Text
Formats:
parquet
Languages:
English
Size:
1K - 10K
Tags:
pandas
dataframe
generated
tabular
wordpress
plugins
Libraries:
Datasets
pandas
Polars
License:
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xet
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WordPress AI and MCP Plugins Enriched Dataset

This dataset packages public WordPress.org plugin-directory records for AI, LLM, chatbot, and MCP-related plugins into a single analysis-ready dataframe.

Each row represents one WordPress plugin enriched with normalized descriptions, query-term provenance, install and rating metrics, provider keyword coverage, commercialization signals, MCP positioning, and category heuristics. The result is easier to use for plugin market research, competitive intelligence, agency tooling scans, ecosystem mapping, and AI product research than manually collecting overlapping search results from the public directory.

Dataset Preview

record_id plugin_slug plugin_name plugin_version author_name author_profile_url author_profile_username requires_wordpress_version tested_wordpress_version requires_php_version requires_plugins requires_plugins_count plugin_added_at last_updated_at plugin_age_days days_since_update is_recently_updated_30d active_installs downloaded_total install_tier rating_pct rating_score_5pt num_ratings rating_5_count rating_1_count five_star_share_pct support_threads_open support_threads_resolved support_resolution_rate short_description_plain description_plain description_word_count tag_list tag_count matched_query_terms matched_query_term_count primary_query_term has_core_ai_signal keyword_feature_count ai_positioning_category mcp_positioning_level has_mcp_support has_chatbot_features has_seo_features has_woocommerce_features has_retrieval_features has_content_generation has_forms_features has_image_features has_audio_features has_video_features has_automation_features has_security_privacy_features mentions_openai mentions_anthropic mentions_claude mentions_gemini mentions_mistral mentions_perplexity mentions_deepseek mentions_xai_grok provider_count has_commercial_terms plugin_directory_url homepage_url homepage_domain download_link icon_1x_url icon_2x_url source_api_url source_url source_domain last_collected_at active_install_rank download_rank
wp-plugin-wordpress-seo wordpress-seo Yoast SEO – Advanced SEO with real-time guidance and built-in AI 27.7 Yoast https://profiles.wordpress.org/yoast/ yoast 6.8 7 7.4 0 2010-10-11 00:00:00 2026-05-27 09:21:00 5711 4 True 10000000 957876619 Mass-market 96 4.8 27812 25985 842 93.43 54 53 49.53 Improve your SEO with real-time feedback, schema, and clear guidance. Upgrade for AI tools, Google D... [50 more chars] Improve your SEO with real-time feedback, schema, and clear guidance. Upgrade for AI tools, Google D... [9,079 more chars] 1378 content-analysis readability schema seo xml-sitemap Content analysis Readability xml sitemap 5 ai 1 ai True 7 AI SEO / Marketing No MCP Mention False False True True False True False False False True True False False False False False False False False False 0 True https://wordpress.org/plugins/wordpress-seo/ https://yoa.st/1uj yoa.st https://downloads.wordpress.org/plugin/wordpress-seo.27.7.zip https://ps.w.org/wordpress-seo/assets/icon-128x128.gif?rev=3419908
wp-plugin-elementor elementor Elementor Website Builder – more than just a page builder 4.1.1 Elementor https://profiles.wordpress.org/elemntor/ elemntor 6.6 7 7.4 0 2016-05-30 00:00:00 2026-05-27 11:27:00 3653 4 True 10000000 845719534 Mass-market 90 4.5 7254 6129 662 84.49 58 48 45.28 The Elementor Website Builder has it all: drag and drop page builder, Atomic Editor, pixel perfect d... [52 more chars] THE #1 NO CODE DRAG & DROP WORDPRESS WEBSITE BUILDER POWERING 22M+ WEBSITES WORLDWIDE, NOW WITH AI.... [16,413 more chars] 2486 drag-and-drop editor elementor landing-page page-builder landing page page builder 5 ai 1 ai True 8 Ecommerce / WooCommerce No MCP Mention False False False True False False True True True True False True False False False False False False False False 0 True https://wordpress.org/plugins/elementor/ https://elementor.com/?utm_source=wp-plugins&utm_campaign=plugin-uri&utm_medium=wp-dash elementor.com https://downloads.wordpress.org/plugin/elementor.4.1.1.zip https://ps.w.org/elementor/assets/icon-128x128.gif?rev=3444228 https://ps.w.org/elementor/assets/icon-256x256.gif?rev=3444228
wp-plugin-wpforms-lite wpforms-lite WPForms – Easy Form Builder for WordPress – Contact Forms, Payment Forms, Surveys, & More 1.10.1 Syed Balkhi https://profiles.wordpress.org/smub/ smub 5.5 7 7.2 0 2016-03-14 00:00:00 2026-05-28 11:16:00 3730 3 True 6000000 331552499 Mass-market 96 4.8 14336 13487 360 94.08 46 38 45.24 The best WordPress contact form plugin. Drag & Drop form builder to create beautiful contact forms,... [36 more chars] WordPress Contact Form Builder Plugin WPForms is a drag & drop WordPress form builder that’s EASY an... [8,792 more chars] 1395 contact-form contact-form-plugin custom-form form-builder forms contact form contact form plugin cus... [21 more chars] 5 ai 1 ai True 8 Chatbot / Assistant No MCP Mention False True True False True False True False False False True True False False False False False False False False 0 True https://wordpress.org/plugins/wpforms-lite/ https://wpforms.com wpforms.com https://downloads.wordpress.org/plugin/wpforms-lite.1.10.1.zip https://ps.w.org/wpforms-lite/assets/icon.svg?rev=3254748
wp-plugin-seo-by-rank-math seo-by-rank-math Rank Math SEO – AI SEO Tools to Dominate SEO Rankings 1.0.271.1 Rank Math SEO https://profiles.wordpress.org/rankmath/ rankmath 6.3 7 7.4 0 2018-11-19 00:00:00 2026-05-28 13:25:00 2750 3 True 4000000 181763337 Mass-market 96 4.8 7435 7005 193 94.22 65 61 48.41 Grow your organic traffic and AI visibility with powerful SEO tools, Schema automation, actionable i... [47 more chars] Rank Math SEO – WordPress AI SEO Plugin to Rank Higher 📈 ★★★★★ Rank Math SEO helps you stay ahead of... [14,755 more chars] 2307 google-search-console redirection schema seo xml-sitemap google search console xml sitemap 5 ai mcp 2 ai True 9 AI SEO / Marketing No MCP Mention False False True True False True False True False True True True False False False False False False False False 0 True https://wordpress.org/plugins/seo-by-rank-math/ https://rankmath.com/ rankmath.com https://downloads.wordpress.org/plugin/seo-by-rank-math.1.0.271.1.zip https://ps.w.org/seo-by-rank-math/assets/icon.svg?rev=3438330
wp-plugin-jetpack jetpack Jetpack – WP Security, Backup, Speed, & Growth 15.8 Automattic https://profiles.wordpress.org/automattic/ automattic 6.8 7 7.2 0 2011-01-20 00:00:00 2026-05-05 17:28:00 5610 26 True 3000000 491659909 Mass-market 76 3.8 2403 1448 580 60.26 40 32 44.44 Improve your WP security with powerful one-click tools like backup, WAF, and malware scan. Includes... [46 more chars] JETPACK – THE BEST WORDPRESS PLUGIN Jetpack is a WordPress plugin that helps you create better conte... [11,715 more chars] 1843 backup malware performance scan security 5 ai mcp 2 ai True 8 AI SEO / Marketing No MCP Mention False False True True False False True True False True False True False False False False False False False False 0 True https://wordpress.org/plugins/jetpack/ https://jetpack.com jetpack.com https://downloads.wordpress.org/plugin/jetpack.15.8.zip https://ps.w.org/jetpack/assets/icon.svg?rev=2819237 https://api.wordpress.org/plugins/info/1.2/?action=plugin_information&request[slug]=jetpack

Access Requirements (Paid Dataset)

This dataset is behind manual gated access.

To obtain access:

  1. Purchase the dataset here:
    https://thearticulated.gumroad.com/l/wordpress-ai-mcp-plugins-enriched

  2. Provide your Hugging Face username at checkout.

  3. Return to this Hugging Face page and click:
    "Request Access"

  4. Your access will be approved within 1-12 hours.

Once approved, you can use the Python snippet at the bottom of this README to load the dataset.

Dataset Structure

Total rows: 2,516

Total columns: 75

Splits

  • data: 2,516 rows

Data Files

  • data: data/data.parquet

Data Dictionary

The table below describes the columns included in this dataset.

column pandas_dtype dataset_type description
record_id object string Text column. Stable unique identifier for the dataset row derived from the WordPress plugin slug.
plugin_slug object string Text column. WordPress.org plugin slug used as the canonical plugin identifier.
plugin_name object string Text column. Human-readable plugin name from the public directory record.
plugin_version object string Text column. Latest plugin version listed in the public WordPress.org API response.
author_name object string Text column. Normalized plugin author name parsed from the API response.
author_profile_url object string Text column. WordPress.org author profile URL when provided by the source API.
author_profile_username object string Text column. Best-effort WordPress.org username extracted from the author profile URL.
requires_wordpress_version object string Text column. Minimum WordPress version listed by the plugin record.
tested_wordpress_version object string Text column. Most recent WordPress version the plugin author reports testing against.
requires_php_version object string Text column. Minimum PHP version listed by the plugin record.
requires_plugins object string Text column. Pipe-delimited list of required companion plugins reported by the API.
requires_plugins_count int64 integer Whole-number numeric column. Number of required companion plugins reported by the API.
plugin_added_at datetime64[ns] datetime Date or timestamp column. Timestamp when the plugin was first added to the WordPress.org directory.
last_updated_at datetime64[ns] datetime Date or timestamp column. Timestamp when the plugin record was most recently updated according to the source API.
plugin_age_days int64 integer Whole-number numeric column. Number of days between plugin_added_at and the collection timestamp.
days_since_update int64 integer Whole-number numeric column. Number of days between last_updated_at and the collection timestamp.
is_recently_updated_30d bool boolean True/false column. Boolean flag indicating that the plugin was updated within the last 30 days at collection time.
active_installs int64 integer Whole-number numeric column. Active install count from the public WordPress.org plugin API.
downloaded_total int64 integer Whole-number numeric column. Total historical download count from the public WordPress.org plugin API.
install_tier object string Text column. Best-effort bucket describing plugin adoption level based on active installs.
rating_pct float64 float Decimal numeric column. Average user rating expressed as a percentage out of 100 in the source API.
rating_score_5pt float64 float Decimal numeric column. Average rating converted into a 5-point scale.
num_ratings int64 integer Whole-number numeric column. Total number of user ratings recorded by the plugin directory.
rating_5_count int64 integer Whole-number numeric column. Count of 5-star ratings from the source API.
rating_1_count int64 integer Whole-number numeric column. Count of 1-star ratings from the source API.
five_star_share_pct float64 float Decimal numeric column. Percentage of ratings that are 5-star when num_ratings is available.
support_threads_open int64 integer Whole-number numeric column. Open or unresolved support-thread count reported by the source API.
support_threads_resolved int64 integer Whole-number numeric column. Resolved support-thread count reported by the source API.
support_resolution_rate float64 float Decimal numeric column. Resolved support-thread share computed from the two support-thread metrics when possible.
short_description_plain object long text Free-text column containing longer text values. Normalized plain-text short description from the plugin directory.
description_plain object long text Free-text column containing longer text values. Normalized plain-text long description from the plugin directory HTML content.
description_word_count int64 integer Whole-number numeric column. Word count of description_plain after normalization.
tag_list object string Text column. Pipe-delimited list of plugin tags returned by the public API.
tag_count int64 integer Whole-number numeric column. Number of tags attached to the plugin record.
matched_query_terms object string Text column. Pipe-delimited list of search terms that surfaced this plugin during collection.
matched_query_term_count int64 integer Whole-number numeric column. Count of matched search terms associated with the plugin.
primary_query_term object string Text column. First matching collection query term in the configured search-term priority order.
has_core_ai_signal bool boolean True/false column. Boolean flag indicating that the plugin text includes a strong AI, LLM, chatbot, MCP, or provider keyword signal used to keep the dataset on-scope.
keyword_feature_count int64 integer Whole-number numeric column. Count of derived boolean feature or provider flags that evaluated to true for the plugin.
ai_positioning_category object string Text column. Best-effort primary category describing how the plugin positions its AI functionality.
mcp_positioning_level object string Text column. Best-effort label indicating whether MCP is central, integration-level, or absent from the plugin positioning.
has_mcp_support bool boolean True/false column. Boolean flag indicating that the plugin text references MCP or Model Context Protocol functionality.
has_chatbot_features bool boolean True/false column. Boolean flag indicating chatbot or assistant-oriented functionality.
has_seo_features bool boolean True/false column. Boolean flag indicating AI SEO, metadata, schema, or search-marketing positioning.
has_woocommerce_features bool boolean True/false column. Boolean flag indicating WooCommerce or ecommerce workflow support.
has_retrieval_features bool boolean True/false column. Boolean flag indicating retrieval, embeddings, vector, semantic-search, or knowledge-base features.
has_content_generation bool boolean True/false column. Boolean flag indicating content generation, rewriting, or text-production features.
has_forms_features bool boolean True/false column. Boolean flag indicating AI forms, uploads, or app-like form workflows.
has_image_features bool boolean True/false column. Boolean flag indicating image-generation, vision, or alt-text workflows.
has_audio_features bool boolean True/false column. Boolean flag indicating voice, speech, or audio features.
has_video_features bool boolean True/false column. Boolean flag indicating video-generation or video-processing features.
has_automation_features bool boolean True/false column. Boolean flag indicating automation, agentic workflows, hooks, or function-calling support.
has_security_privacy_features bool boolean True/false column. Boolean flag indicating security, privacy, moderation, or GDPR positioning.
mentions_openai bool boolean True/false column. Boolean flag indicating references to OpenAI or ChatGPT.
mentions_anthropic bool boolean True/false column. Boolean flag indicating references to Anthropic.
mentions_claude bool boolean True/false column. Boolean flag indicating references to Claude.
mentions_gemini bool boolean True/false column. Boolean flag indicating references to Gemini or Google AI.
mentions_mistral bool boolean True/false column. Boolean flag indicating references to Mistral.
mentions_perplexity bool boolean True/false column. Boolean flag indicating references to Perplexity.
mentions_deepseek bool boolean True/false column. Boolean flag indicating references to DeepSeek.
mentions_xai_grok bool boolean True/false column. Boolean flag indicating references to xAI or Grok.
provider_count int64 integer Whole-number numeric column. Number of AI-provider mention flags that evaluated to true for the plugin.
has_commercial_terms bool boolean True/false column. Boolean flag indicating paid, premium, or upgrade-oriented commercial language in the plugin text.
plugin_directory_url object string Text column. Canonical WordPress.org plugin-directory URL for the plugin.
homepage_url object string Text column. Homepage URL reported by the plugin API, which may point to WordPress.org or an external vendor site.
homepage_domain object string Text column. Normalized homepage domain parsed from homepage_url when available.
download_link object string Text column. Direct download ZIP URL reported by the source API.
icon_1x_url object string Text column. Primary plugin icon URL when provided by the source API.
icon_2x_url object string Text column. Higher-resolution plugin icon URL when provided by the source API.
source_api_url object string Text column. Reproducible WordPress.org API URL pattern for retrieving plugin_information by slug.
source_url object string Text column. Top-level public source page used for collection.
source_domain object string Text column. Source domain used for collection.
last_collected_at datetime64[ns] datetime Date or timestamp column. Timestamp when this dataset run collected and normalized the row.
active_install_rank Int64 integer Whole-number numeric column. Descending rank of active_installs within this dataset build.
download_rank Int64 integer Whole-number numeric column. Descending rank of downloaded_total within this dataset build.

Intended Use

This dataset is intended for research, experimentation, analysis, and model prototyping.

Loading the Dataset 


import os
from datasets import load_dataset

HUGGINGFACE_API_KEY_KARMANE = os.environ.get("HUGGINGFACE_API_KEY_KARMANE")

dataset = load_dataset(
    "Karmane/wordpress-ai-mcp-plugins-enriched",
    token=HUGGINGFACE_API_KEY_KARMANE,
)

print(dataset)
print(dataset[list(dataset.keys())[0]][0])

# getting the DataFrame itself
# df = dataset[list(dataset.keys())[0]].to_pandas()

Marker, Mason. (2025). WordPress AI and MCP Plugins Enriched Dataset. Hugging Face. https://huggingface.co/datasets/Karmane/wordpress-ai-mcp-plugins-enriched
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