Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 32.223 | selinemcp · observability | Privacy-focused website and product analytics with visitor journeys, funnels, revenue attribution, and churn detection. | 2 stars | No one-command install · Source | |
| 101 | 32.223 | search-analyticsmcp · observability | Integrates Google Search Console and Google Analytics 4 data through unified tools for search analytics, traffic overviews, page performance analysis… | 2 stars | No one-command install · Source | |
| 101 | 32.223 | polyrank-mcpmcp · observability | Provides AI agents with direct access to Polyrank's skill analytics for Polymarket, including leaderboards, trader skill metrics, calibration, market… | 2 stars | No one-command install · Source | |
| 101 | 32.223 | clamp-sh-mcpmcp · observability | AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts. | 2 stars | No one-command install · Source | |
| 101 | 32.223 | allstacksmcp · observability | AI-ready access to engineering intelligence and analytics | 2 stars | No one-command install · Source | |
| 101 | 32.223 | grovsmcp · observability | Manage deep links, attribution, analytics, and campaigns on Grovs — open-source Branch alternative. | 2 stars | No one-command install · Source | |
| 101 | 32.223 | all-the-new-trustaddmcp · observability | Queries the TrustAdd AI agent trust oracle for trust scoring, MPP ecosystem data, and cross-chain analytics across 9 EVM chains and Tempo via stdio. | 2 stars | No one-command install · Source | |
| 101 | 32.223 | dontsovcmc-yandex-metrikamcp · observability | Accesses Yandex Metrika analytics data including visit statistics, counter management, and log exports. | 2 stars | No one-command install · Source | |
| 101 | 32.223 | lodordev-mcp-teslamate-fleetmcp · observability | Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate… | 2 stars | No one-command install · Source | |
| 101 | 32.223 | guck-mcp-servermcp · observability | Guck is a tiny, MCP-first telemetry store for agentic debugging. It provides token-efficient log analytics by capturing JSONL telemetry events and… | 2 stars | No one-command install · Source | |
| 101 | 32.223 | gh-amaterous-picolimcp · observability | URL shortening and click analytics for AI agents via picoli.site. | 2 stars | No one-command install · Source | |
| 101 | 32.223 | yimingyan-fivetranmcp · observability | Manages Fivetran data pipelines including connections, syncs, schemas, and status monitoring. | 2 stars | No one-command install · Source | |
| 113 | 31.564 | kinescope-mcp-servermcp · observability | Kinescope MCP Server — Integrates Kinescope's video platform with AI assistants via the Model Context Protocol. Manage videos, access analytics… | 1,712 installs | No commit datelisted | No one-command install · Source |
| 114 | 29.013 | verygoodplugins-pirschmcp · observability | Access Pirsch Analytics data including pageviews, sessions, and events with natural language queries. | 1 star · 1 fork | No one-command install · Source | |
| 115 | 23.374 | velodb-mcp-servermcp · observability | An MCP server that exposes VeloDB analytics data to AI clients through a governed semantic metrics layer (MetricFlow) and raw SQL fallback, with… | 1 fork | No one-command install · Source | |
| 115 | 23.374 | mcp-ga4mcp · observability | Enables natural language querying of Google Analytics 4, including reports, realtime data, custom dimensions, and property management. | 1 fork | No one-command install · Source | |
| 115 | 23.374 | adelaidasofia-substackmcp · observability | Substack MCP for publishing Notes and posts, pulling analytics, and managing drafts. | 1 fork | No one-command install · Source | |
| 115 | 23.374 | rybbit-mcpmcp · observability | Exposes Rybbit Analytics as MCP tools for querying site traffic, page views, visitor sessions, and live visitor counts through natural language. | 1 fork | No one-command install · Source | |
| 115 | 23.374 | gh-ionis-ai-ionismcp · observability | HF radio propagation analytics with WSPR, RBN, and solar correlation data. | 1 fork | No one-command install · Source | |
| 115 | 23.374 | asklokesh-tableaumcp · observability | Integrates with Tableau for data visualization and analytics platform connectivity. | 1 fork | No one-command install · Source | |
| 115 | 23.374 | google-cloud-mcpmcp · observability | Enables management of Google Cloud services including BigQuery, Cloud Logging, Cloud Storage, and Compute Engine via MCP tools. | 1 fork | No one-command install · Source | |
| 115 | 23.374 | ignissionmcp · observability | TikTok video analytics and content strategy tools | 1 fork | No one-command install · Source | |
| 123 | 22.557 | sequentum-mcpmcp · observability | Connects AI assistants to Sequentum for managing web scraping agents, including agent creation, run automation, scheduling, and analytics. Provides… | 1 star | No one-command install · Source | |
| 123 | 22.557 | sap-mcp-command-centermcp · observability | Enables querying three synthetic SAP systems (ERP, S/4HANA, BW) for master data, transactions, and analytics via natural language or MCP tools, with a… | 1 star | No one-command install · Source | |
| 123 | 22.557 | rooquizmcp · observability | Create and manage quizzes, question banks, and translations; capture and manage leads, respondents, and bookings; and pull stats and funnel analytics… | 1 star | No one-command install · Source | |
| 123 | 22.557 | actian-docs-mcpmcp · observability | Enables natural-language queries across Actian product documentation, GA4 content analytics, and Jenkins CI build status. | 1 star | No one-command install · Source | |
| 123 | 22.557 | mharnett-google-gscmcp · observability | Provides MCP access to Google Search Console for search analytics, URL inspection, and site management. | 1 star | No one-command install · Source | |
| 123 | 22.557 | 9botmcp · observability | Automate and manage WhatsApp groups, communities, and channels with scheduling, moderation, analytics, and more. | 1 star | No one-command install · Source | |
| 123 | 22.557 | claude-replaymcp · observability | Enables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights. | 1 star | No one-command install · Source | |
| 123 | 22.557 | misarblog-mcpmcp · observabilityalso listed as mrgulshanyadav-misarblog | Enables AI assistants to publish and manage blog posts on Misar.Blog, including drafts, series, AI content generation, and analytics. | 1 star | No one-command install · Source | |
| 123 | 22.557 | genesys-mcp-servermcp · observability | A read-only MCP server that exposes Genesys Cloud queue lookup, analytics aggregates, and conversation search tools, enabling natural language queries… | 1 star | No one-command install · Source | |
| 123 | 22.557 | parsee-mcpmcp · observability | MCP server that enables AI assistants to interact with the PARSE app for collecting and monitoring products on Ozon and Wildberries, with tools for… | 1 star | No one-command install · Source | |
| 123 | 22.557 | apple-podcasts-mcpmcp · observability | Owner-side Apple Podcasts analytics over the Podcasts Connect Reporter protocol: plays, unique and engaged listeners, followers, and per-episode… | 1 star | No one-command install · Source | |
| 123 | 22.557 | amazfit-mcpmcp · observability | Enables Claude to analyze training data from spreadsheets and Amazfit watches, providing insights on strength progression, running metrics, recovery… | 1 star | No one-command install · Source | |
| 123 | 22.557 | rocketchat-mcp-servermcp · observability | A FastMCP (Python) server for Rocket.Chat with 28 tools covering channels, messages, threads, DMs, files, users, and analytics, plus AI governance… | 1 star | No one-command install · Source | |
| 123 | 22.557 | generic-erp-analytics-mcp-servermcp · observability | Read-only MCP server for MongoDB ERP analytics with catalog-driven collection allowlist and safe find/aggregate tools. | 1 star | No one-command install · Source | |
| 123 | 22.557 | dbt-investigatormcp · observability | Enables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident… | 1 star | No one-command install · Source | |
| 123 | 22.557 | brightsitemcp · observability | Manage BrightSite websites from AI agents — pages, blog posts, components, forms, media, and analytics via MCP. | 1 star | No one-command install · Source | |
| 123 | 22.557 | yt-analytics-mcpmcp · observability | MCP server for YouTube channel deep analytics, extracting transcripts and computing quantitative metrics like WPM, profanity, and humor taxonomy, with… | 1 star | No one-command install · Source | |
| 123 | 22.557 | echonetlite-mcpmcp · observability | Enables control of ECHONETLite home automation devices like air conditioners and sensors via MCP, supporting HVAC management and real-time monitoring. | 1 star | No one-command install · Source | |
| 123 | 22.557 | miller-joe-youtubemcp · observability | Manages YouTube creator operations including uploads, metadata, analytics, and AI thumbnail generation. | 1 star | No one-command install · Source | |
| 123 | 22.557 | usdd-analytics-mcpmcp · observability | Provides 14 read-only tools to query USDD stablecoin protocol data across TRON, Ethereum, and BSC, enabling AI agents to fetch supply, APY… | 1 star | No one-command install · Source | |
| 123 | 22.557 | flightdbmcp · observability | FlightDB aggregates flight data from ADS-B Exchange, one of the largest unfiltered ADS-B data sources, combined with official aircraft registry… | 1 star | No one-command install · Source | |
| 123 | 22.557 | wardrowbe-mcpmcp · observability | Exposes the Wardrowbe wardrobe API as MCP tools, enabling outfit suggestions, item management, wear/wash logging, and analytics via natural language. | 1 star | No one-command install · Source | |
| 123 | 22.557 | sergical-plausible-analyticsmcp · observability | Queries traffic metrics, conversions, and time-period comparisons from Plausible Analytics. | 1 star | No one-command install · Source | |
| 123 | 22.557 | ai-architectmcp · observability | An autonomous software-engineering pipeline for Claude Code that runs on real evidence: codebase intelligence tools, git analytics, deterministic… | 1 star | No one-command install · Source | |
| 123 | 22.557 | engageable-tech-analyticsmcp · observabilityalso listed as tech-engageable-analytics | Unified analytics engine connecting GA4, Mixpanel, and PostHog with natural language query support. | 1 star | No one-command install · Source | |
| 123 | 22.557 | kenpom-mcpmcp · observability | Provides access to KenPom basketball analytics through MCP tools. Enables querying ratings, efficiency, player stats, and more using natural language. | 1 star | No one-command install · Source | |
| 123 | 22.557 | deepvlab-analytics-mcp-servermcp · observability | Enables querying DeepVLab account statistics and model usage analytics, including login, user profile, usage analytics, and cost calculation. | 1 star | No one-command install · Source | |
| 123 | 22.557 | gh-drivenrajat-f1mcp · observability | Access Formula 1 race data, telemetry, lap times, standings, and analytics via FastF1. | 1 star | No one-command install · Source | |
| 123 | 22.557 | ram-prices-mcp-servermcp · observability | Caches and serves DDR/DRAM weekly price series from memorys.com and historical memory technology data, with tools for refresh, validation, analytics… | 1 star | No one-command install · Source | |
| 123 | 22.557 | ai-analystmcp · observability | Enables natural language data queries with statistical rigor and a semantic layer, supporting 23+ analytical tools for product analytics. | 1 star | No one-command install · Source | |
| 123 | 22.557 | cornmankl-whatsapp-business-botmcp · observability | Automates WhatsApp Business messaging with AI-powered chat responses, broadcast management, scheduled messages, auto-responses, chat flows, group… | 1 star | No one-command install · Source | |
| 123 | 22.557 | logscribe-mcpmcp · observability | Handles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files. | 1 star | No one-command install · Source | |
| 123 | 22.557 | google-analytics-4-admin-mcpmcp · observability | Manages Google Analytics 4 accounts, properties, annotations, audiences, and custom dimensions through the MCP protocol. | 1 star | No one-command install · Source | |
| 123 | 22.557 | one-ea-monolith-blogmcp · observability | Manage Monolith blog platform content with 30 tools covering posts, comments, media, analytics, and backups. | 1 star | No commit datelisted | No one-command install · Source |
| 159 | Unranked | sap-rca-mcp-servermcp · observability | Enables AI agents to perform root cause analysis on SAP systems by querying Azure Log Analytics data, offering schema discovery, validated KQL… | No signals yet | No one-command install · Source | |
| 160 | Unranked | pikaivan-convradarmcp · observability | Google Analytics 4 conversion funnel analysis and traffic quality diagnostics for AI assistants. | No signals yet | No one-command install · Source | |
| 161 | Unranked | youtube-studio-mcpmcp · observability | An MCP server for auditing and improving a YouTube channel's discoverability by providing read-only access to channel catalog, analytics metrics… | No signals yet | No one-command install · Source | |
| 162 | Unranked | xrpldashboard-mcpmcp · observability | Read-only XRP Ledger analytics — signed snapshots, AMM pools, token volume, whale activity, NFT tracking. Proof-annotated. Public beta 2026-09. | No signals yet | No one-command install · Source | |
| 163 | Unranked | euroleague-analytics-mcpmcp · observability | MCP server for querying validated EuroLeague and EuroCup basketball analytics, including possession-based metrics, four factors, and lineup-level… | No signals yet | No one-command install · Source | |
| 164 | Unranked | lomi-gsc-mcpmcp · observability | Enables Google Search Console data queries via MCP, including search analytics, performance comparisons, URL inspection, and sitemap management. | No signals yet | No one-command install · Source | |
| 165 | Unranked | codeqrmcp · observability | Manages short links, QR codes, analytics, and lead tracking through the CodeQR platform. | No signals yet | No one-command install · Source | |
| 166 | Unranked | jptb-google-toolsmcp · observability | Enables AI agents to access and manage Google Analytics and Google Tag Manager using the user's own Google account via the JP Agent Tracking Bridge… | No signals yet | No one-command install · Source | |
| 167 | Unranked | statboticsmcp · observability | Provides access to FIRST Robotics Competition statistical data including team EPA ratings, event predictions, and match analytics. | No signals yet | No one-command install · Source | |
| 168 | Unranked | linkedin-evidence-mcpmcp · observability | A local-first LinkedIn workspace that turns your own documents, CVs, repositories, and exports into a verifiable claim ledger and evidence-backed… | No signals yet | No one-command install · Source | |
| 169 | Unranked | buildpulsemcp · observability | CI test analytics for identifying flaky tests, tracking coverage, and reviewing CI run history. | No signals yet | No one-command install · Source | |
| 170 | Unranked | mcp-l2beatmcp · observability | Provides Layer 2 ecosystem analytics including project details, TVS breakdowns, historical data, and activity metrics for L2BEAT-tracked projects. | No signals yet | No one-command install · Source | |
| 171 | Unranked | pipeworx-io-l2beatmcp · observability | Query L2BEAT for Ethereum Layer 2 analytics including TVL, risk assessments, bridge data, and protocol summaries. | No signals yet | No one-command install · Source | |
| 172 | Unranked | mcp-homebrew-formulaemcp · observability | Query Homebrew formulae, casks, and install analytics through natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 173 | Unranked | mcp-amplitudemcp · observability | Enables querying Amplitude analytics data including events, active users, retention, and user profiles through natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 174 | Unranked | pipeworx-io-amplitudemcp · observability | Amplitude analytics integration for event segmentation, user metrics, retention, and activity data. | No signals yet | No one-command install · Source | |
| 175 | Unranked | cricket-analytics-mcpmcp · observability | Enables cricket analytics via natural language, including player stats, team performance, match results, comparisons, and news, powered by OpenAI and… | No signals yet | No one-command install · Source | |
| 176 | Unranked | awraitermcp · observability | Enables managing Telegram channels from MCP-capable AI assistants, including drafting and scheduling posts, publishing content, and retrieving channel… | No signals yet | No one-command install · Source | |
| 177 | Unranked | sales-analyticsmcp · observability | Enables LLMs to load tabular data from CSV/Excel/JSON, clean and analyze it, generate charts, and write a report with conclusions. | No signals yet | No one-command install · Source | |
| 178 | Unranked | ga-gsc-analyticsmcp · observability | Enables read-only access to Google Analytics 4 and Google Search Console data, allowing users to run reports, query search analytics, and generate… | No signals yet | No one-command install · Source | |
| 179 | Unranked | cymbal-kiosk-tools-apmmcp · observability | Enables smart branch kiosks to run policyholder lookups, actuarial surrender-vs-loan comparisons, VIP queue token issuance, and BigQuery APM analytics… | No signals yet | No one-command install · Source | |
| 180 | Unranked | trucksim-mcpmcp · observability | Streams live Euro Truck Simulator 2 / American Truck Simulator telemetry and driving analytics to any MCP-compatible AI assistant, with read-only… | No signals yet | No one-command install · Source | |
| 181 | Unranked | wechat-official-studio-mcp-servermcp · observability | A local MCP server that enables managing WeChat Official Account content through the logged-in web session, including reading published articles and… | No signals yet | No one-command install · Source | |
| 182 | Unranked | kadenzo-mcpmcp · observability | Schedule, manage, generate, and analyze social posts across 11 networks (Instagram, TikTok, X, LinkedIn, YouTube, Facebook, Pinterest, Threads… | No signals yet | No one-command install · Source | |
| 183 | Unranked | linkednav-mcpmcp · observability | Connects AI assistants to LinkedIn outreach, enabling lead finding, campaign management, messaging, and analytics through natural language. | No signals yet | No one-command install · Source | |
| 184 | Unranked | formastymcp · observability | Enables AI agents to build and operate production-ready forms, quizzes, surveys, and workflows, including creation, publishing, submission management… | No signals yet | No one-command install · Source | |
| 185 | Unranked | g2-product-analytics-mcpmcp · observability | Provides a governed analytics layer over synthetic product data, exposing MCP tools for investigating product metrics, slicing by dimensions, and… | No signals yet | No one-command install · Source | |
| 186 | Unranked | apexvol-mcp-servermcp · observability | Provides natural language access to ApexVol's options analytics platform, enabling queries on options chains, volatility metrics, Greeks, flow… | No signals yet | No one-command install · Source | |
| 187 | Unranked | trade-analytics-mcpmcp · observability | Enables AI to analyze trade quality by fetching real price action around fills, generating annotated candlestick charts, and computing metrics like… | No signals yet | No one-command install · Source | |
| 188 | Unranked | churn-solution-mcp-servermcp · observability | Provides read-only access to Churn Solution retention analytics, including cancellation-flow metrics, save rates, recovered revenue, offer… | No signals yet | No one-command install · Source | |
| 189 | Unranked | next-dns-mcpmcp · observability | MCP server for NextDNS that enables managing profiles, blocklists, analytics, DNS logs, and parental controls through natural language. | No signals yet | No one-command install · Source | |
| 190 | Unranked | iiinie-mcpmcp · observability | Connects Claude to your iiinie workspace to draft email campaigns, manage contacts and content, create ad plans, run outreach, pull analytics, and… | No signals yet | No one-command install · Source | |
| 191 | Unranked | expensifyaimcp · observability | Enables managing Splitwise expenses and generating premium spending analytics with category breakdowns, trends, and settlement optimization through… | No signals yet | No one-command install · Source | |
| 192 | Unranked | semantic-rails-mcp-servermcp · observability | Enables agents to interact with a governed semantic layer for querying and authoring metrics, providing tools for discovery, planning, validation, and… | No signals yet | No one-command install · Source | |
| 193 | Unranked | futures-analysis-mcpmcp · observability | MCP server for domestic futures analytics, providing tools to fetch OHLCV data, check data quality, analyze market metrics, and generate markdown… | No signals yet | No one-command install · Source | |
| 194 | Unranked | last-fm-taste-mcpmcp · observability | Provides Last.fm listening analytics and recommendations by combining Last.fm and MusicBrainz metadata, maintaining a local listening index, and… | No signals yet | No one-command install · Source | |
| 195 | Unranked | sentinel-mcp-servermcp · observability | Enables autonomous infrastructure health management by exposing tools for retrieving system logs, querying a knowledge base, executing SQL analytics… | No signals yet | No one-command install · Source | |
| 196 | Unranked | pizza-analyticsmcp · observability | Exposes local DuckDB pizza sales data as MCP tools for querying store-level and total sales metrics via natural language, enabling local LLMs to… | No signals yet | No one-command install · Source | |
| 197 | Unranked | br0ski777-tech-enrichmentmcp · observability | Detect 50+ technologies used on any website including CMS, frameworks, analytics, and CDN. | No signals yet | No one-command install · Source | |
| 198 | Unranked | parsley-mcpmcp · observability | Provides buyer intent signals, MEDDIC qualification scores, and lead analytics from Parsley. | No signals yet | No one-command install · Source | |
| 199 | Unranked | ga-mcp-fullmcp · observability | Provides full Google Analytics 4 management and reporting capabilities via MCP, including property management, custom dimensions, audiences, events… | No signals yet | No one-command install · Source | |
| 200 | Unranked | jk-mcp-eplmcp · observability | Enables Claude to access live Premier League data—teams, matches, standings, rosters, player details, and schedule-strength analytics—through natural… | No signals yet | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.