Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | Unranked | quantforge-mcp-servermcp · back-end | Enables AI-driven quant research by exposing backtesting, portfolio optimization, and performance analytics tools through MCP, allowing iterative… | No signals yet | No one-command install · Source | |
| 202 | Unranked | google-search-console-mcp-pythonmcp · back-end | MCP server for Google Search Console API that enables querying search analytics, managing sites, inspecting URLs, and supporting domain delegation via… | No signals yet | No one-command install · Source | |
| 203 | Unranked | storage-intelligence-mcpmcp · back-end | Read-only Azure storage intelligence MCP server enabling scoped investigations, risk analytics, cost savings simulation, data health checks, and admin… | No signals yet | No one-command install · Source | |
| 204 | Unranked | tokportal-mcp-3mcp · back-end | Official MCP server for the TokPortal API, exposing 91 tools to create bundles, upload and publish videos, configure accounts, read analytics, and… | No signals yet | No one-command install · Source | |
| 205 | Unranked | app-data-ios-gpmcp · back-end | Enables AI assistants to query the FoxData API for iOS and Google Play app analytics, including downloads, revenue, rankings, keywords, competitor… | No signals yet | No one-command install · Source | |
| 206 | Unranked | wildberries-api-mcp-servermcp · back-end | MCP server that simplifies interaction with Wildberries API, providing unified access to analytics, promotion statistics, sales funnel data, search… | No signals yet | No one-command install · Source | |
| 207 | Unranked | postlake-2mcp · back-end | Publish, schedule and read analytics across every major social network from one MCP server. 15+ tools covering publishing, scheduling, validation… | No signals yet | No one-command install · Source | |
| 208 | Unranked | mf-nav-mcpmcp · back-end | MCP server for Indian mutual fund NAV analytics. It provides tools to search funds, compute returns, and analyze categories using DuckDB over parquet… | No signals yet | No one-command install · Source | |
| 209 | Unranked | ga4-mcp-servermcp · back-end | Connects MCP clients like Claude Desktop to Google Analytics 4 Data API, enabling natural language queries for reports, top pages, traffic sources… | No signals yet | No one-command install · Source | |
| 210 | Unranked | tencent-docs-mcpmcp · back-end | MCP server that enables AI assistants to read and write Tencent Docs (smart tables and online spreadsheets) directly, supporting CRUD operations on… | No signals yet | No one-command install · Source | |
| 211 | Unranked | petlibro-mcp-servermcp · back-end | Enables Claude to control PetLibro RFID pet feeders and water fountains by checking food/battery/water status, dispensing food by the cup, and… | No signals yet | No one-command install · Source | |
| 212 | Unranked | aeso-mcpmcp · back-end | Provides agent-native, strongly typed access to Alberta's electricity market data via official AESO APIs, including current market snapshots… | No signals yet | No one-command install · Source | |
| 213 | Unranked | nightjar-mcp-servermcp · back-end | MCP server that wraps Nightjar's analytics API, enabling Claude Code to query events, funnels, dashboards, and metrics through natural language. | No signals yet | No one-command install · Source | |
| 214 | Unranked | viralnote-mcpmcp · back-end | Gives Claude, Cursor, and any MCP client 15 tools to create, schedule, and publish social posts to TikTok, Instagram Reels, YouTube Shorts, X… | No signals yet | No one-command install · Source | |
| 215 | Unranked | fulfil-mcpmcp · back-end | MCP server for Fulfil.io ERP with 29 tools for inventory, orders, shipments, customers, purchasing, returns, warehouse operations, and analytics… | No signals yet | No one-command install · Source | |
| 216 | Unranked | ulink-mcp-servermcp · back-end | Enables AI assistants to manage ULink deep linking projects, including creating smart links, configuring domains, and viewing analytics. | No signals yet | No one-command install · Source | |
| 217 | Unranked | tableau-data-assistant-mcp-servermcp · back-end | Provides MCP tools to query Tableau Server/Cloud datasources via REST API and VizQL Data Service, with support for Gemini or OpenAI as the LLM… | No signals yet | No one-command install · Source | |
| 218 | Unranked | pipeworx-setlist-fmmcp · back-end | Setlist.fm concert setlists: search by artist, venue, or date with a free API key. | No signals yet | No one-command install · Source | |
| 219 | Unranked | tokportal-mcp-2mcp · back-end | Enables AI agents to manage real TikTok, Instagram, and YouTube accounts via a REST API and MCP server, allowing for account creation, content… | No signals yet | No one-command install · Source | |
| 220 | Unranked | waro-mcpmcp · back-end | Enables LLMs to interact with Waro Colombia's API, providing tools for sales, customers, menu, and analytics data. | No signals yet | No one-command install · Source | |
| 221 | Unranked | fuul-mcp-servermcp · back-end | Manages affiliate programs, analytics, incentives, and payouts through MCP-compatible clients. | No signals yet | No one-command install · Source | |
| 222 | Unranked | unhcr-open-data-gateway-mcpmcp · back-end | Provides a unified interface to access UNHCR's open data across statistics, RDF, and IATI MCP servers, enabling aggregated queries, cross-domain… | No signals yet | No one-command install · Source | |
| 223 | Unranked | umami-compassmcp · back-end | Open-source MCP server for Umami Analytics — Cloud and self-hosted. | No signals yet | No one-command install · Source | |
| 224 | Unranked | mcp-dwh-servermcp · back-end | Provides remote read-only access to a Data Warehouse SQL Server, enabling users to query manufacturing OEE data, SBU lists, and run ad-hoc SELECT… | No signals yet | No one-command install · Source | |
| 225 | Unranked | io-github-psyb0t-rankratmcp · back-end | Unifies Google Search Console, Bing Webmaster Tools, GA4, and PageSpeed APIs behind one MCP server, letting an agent join search, indexing, and… | No signals yet | No one-command install · Source | |
| 226 | Unranked | yt-studio-mcpmcp · back-end | Manage a YouTube channel through official Google APIs — videos, comments, playlists, live broadcasts, captions, and analytics — plus an auditable… | No signals yet | No one-command install · Source | |
| 227 | Unranked | polymarket-gamma-mcp-servermcp · back-end | Enables discovery and analytics of Polymarket prediction markets, including trending markets, category filtering, text search, market/event details… | No signals yet | No one-command install · Source | |
| 228 | Unranked | google-analytics-adsense-remote-mcpmcp · back-end | A read-only MCP server exposing Google Analytics 4 and AdSense APIs (reports, metadata, admin reads) via Cloudflare Workers with OAuth authentication. | No signals yet | No one-command install · Source | |
| 229 | Unranked | runehand-mcp-servermcp · back-end | MCP server that wraps the Runehand API v1 as tools, enabling users to operate Runehand bots directly by listing bots and flows, reading and replying… | No signals yet | No one-command install · Source | |
| 230 | Unranked | assistente-empresarial-mcp-servermcp · back-end | Enables natural-language queries about sales and inventory from an Excel spreadsheet, plus web search and currency exchange rates via external APIs. | No signals yet | No one-command install · Source | |
| 231 | Unranked | instagram-analytics-mcpmcp · back-end | Enables natural-language querying of Instagram reel performance across accounts, computing completion rates that the Instagram API does not provide. | No signals yet | No one-command install · Source | |
| 232 | Unranked | youtube-analytics-mcpmcp · back-end | A local, read-only MCP server that provides Claude with private YouTube Analytics data—views, retention, traffic sources, demographics, revenue, and… | No signals yet | No one-command install · Source | |
| 233 | Unranked | statos-mcp-servermcp · back-end | MCP server that connects AI assistants to the Statos football analytics platform, enabling natural language queries for match predictions, betting… | No signals yet | No one-command install · Source | |
| 234 | Unranked | ai-analyticslegends-sap-analyticsmcp · back-end | Read-only MCP server providing curated SAP analytics market data, including firms, opportunities, news, concepts, and day-rate benchmarks, with… | No signals yet | No one-command install · Source | |
| 235 | Unranked | tiktok-downloader-mcpmcp · back-end | Enables downloading TikTok videos and photos without watermarks, extracting metadata and analytics, and performing bulk downloads of user profiles via… | No signals yet | No one-command install · Source | |
| 236 | Unranked | good-wookmcp · back-end | A conversational MCP server that provides natural-language access to Phish's show history, setlists, and song statistics via live Phish.net data. | No signals yet | No one-command install · Source | |
| 237 | Unranked | matomo-mcpmcp · back-end | Matomo MCP Server to Work fast with Analytics | No signals yet | No one-command install · Source | |
| 238 | Unranked | ha-analytics-mcpmcp · back-end | Read-only MCP server for Home Assistant that computes statistical summaries, trends, and session detection from recorded sensor history, returning… | No signals yet | No one-command install · Source | |
| 239 | Unranked | storywriting-mcpmcp · back-end | An MCP server providing 67 tools for AI-assisted storywriting, world-building, character development, screenplay generation in industry formats… | No signals yet | No one-command install · Source | |
| 240 | Unranked | ezbookkeeping-mcp-servermcp · back-end | MCP server for the ezBookkeeping HTTP API, enabling read and write access to transactions, accounts, categories, tags, templates, analytics, and… | No signals yet | No one-command install · Source | |
| 241 | Unranked | netsuite-suiteanalytics-odbc-mcpmcp · back-end | A local, read-only MCP server for querying NetSuite SuiteAnalytics Connect through a user's locally installed ODBC driver, exposing bounded tools for… | No signals yet | No one-command install · Source | |
| 242 | Unranked | tableau-mcp-devmcp · back-end | MCP server that wraps the Tableau REST API and VizQL Data Service to expose tools for listing workbooks/datasources and querying datasources, enabling… | No signals yet | No one-command install · Source | |
| 243 | Unranked | google-analytics-gtm-mcpmcp · back-end | MCP server for Google Analytics 4 and Google Tag Manager with read and write access, providing 40 tools to manage GA4 reports, audiences, and GTM… | No signals yet | No one-command install · Source | |
| 244 | Unranked | trocco-mcp-toolsmcp · back-end | Read-only MCP tools for TROCCO API, enabling workflow and BigQuery datamart audit information retrieval. | No signals yet | No one-command install · Source | |
| 245 | Unranked | mcp-for-ynabmcp · back-end | A fast, safe MCP server for YNAB providing read-only budget access by default, with 28 tools for budgets, transactions, categories, payees, accounts… | No signals yet | No one-command install · Source | |
| 246 | Unranked | sprout-mcp-2mcp · back-end | Read-only MCP server for the Sprout Social public API, exposing profile and post analytics as tools with raw JSON passthrough. | No signals yet | No one-command install · Source | |
| 247 | Unranked | vizru-mcp-servermcp · back-end | Provides read-only SQL query access to PostgreSQL mirrors of Vizru spreadsheets on Neon, exposing REST endpoints and MCP tools for relational… | No signals yet | No one-command install · Source | |
| 248 | Unranked | janus-analytics-mcp-servermcp · back-end | Connects AI coding agents to Janus analytics, enabling querying of dashboards, events, funnels, and usage via natural language. | No signals yet | No one-command install · Source | |
| 249 | Unranked | mcp-example-expressmcp · back-end | A basic example of a Model Context Protocol (MCP) server deployed as a Netlify Function, demonstrating how to serve MCP endpoints over HTTP. | No signals yet | No one-command install · Source | |
| 250 | Unranked | analytics-selfhosted-mcpmcp · back-end | Self-hosted MCP server for Google Analytics over HTTP, providing URL-addressable access with API key auth. It enables clients to run reports, list… | No signals yet | No one-command install · Source | |
| 251 | Unranked | semantic-context-mcpmcp · back-end | An MCP server that gives models semantic context about a data warehouse, including table meaning, units, lineage, and health, to reduce guessing. | No signals yet | No one-command install · Source | |
| 252 | Unranked | greeks-mcpmcp · back-end | Exposes the Greeks options-analytics API as MCP tools, enabling live queries for GEX, Greeks, Max Pain, unusual flow, and full dashboard on any… | No signals yet | No one-command install · Source | |
| 253 | Unranked | playerelo-mcp-servermcp · back-end | Provides MCP access to PlayerElo's football analytics, including player/coach Elo ratings, match predictions, value bets, and transfer fit scores. | No signals yet | No one-command install · Source | |
| 254 | Unranked | mixpanel-mcpmcp · back-end | MCP server for Mixpanel product analytics that enables natural language querying of events, funnels, retention, cohorts, and user profiles, plus JQL… | No signals yet | No one-command install · Source | |
| 255 | Unranked | good-honkermcp · back-end | A conversational MCP server that provides natural-language access to Goose's live show history, setlists, and song statistics via the ElGoose.net API… | No signals yet | No one-command install · Source | |
| 256 | Unranked | meta-horizon-developer-mcpmcp · back-end | Read-only MCP server that collects Analytics data from the Meta Horizon developer dashboard by intercepting GraphQL queries. It provides tools for… | No signals yet | No one-command install · Source | |
| 257 | Unranked | mcp-wactamcp · back-end | MCP server for the WaCta WordPress suite, enabling AI assistants to read/update settings, manage CTAs, and query WhatsApp analytics via secure… | No signals yet | No one-command install · Source | |
| 258 | Unranked | csv-to-json-converter-auto-detect-delimitermcp · back-end | CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detection of delimiter (comma, semicolon, tab, pipe). Header row support, type… | No signals yet | No one-command install · Source | |
| 259 | Unranked | csv-to-json-converter-auto-detect-delimiter-2mcp · back-end | CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detection of delimiter (comma, semicolon, tab, pipe). Header row support, type… | No signals yet | No one-command install · Source | |
| 260 | Unranked | csv-to-json-converter-auto-detect-delimiter-3mcp · back-end | CSV parsing API for AI agents. Convert CSV data to JSON array with auto-detection of delimiter (comma, semicolon, tab, pipe). Header row support, type… | No signals yet | No one-command install · Source | |
| 261 | Unranked | gameday-gatewaymcp · back-end | MCP server serving NFL/CFB analytics from Snowflake through curated read-only tools with RBAC and cost governance, avoiding raw SQL exposure. | No signals yet | No one-command install · Source | |
| 262 | Unranked | tableau-public-mcp-servermcp · back-end | Provides 22 MCP tools to access Tableau Public profiles, workbooks, visualizations, social connections, discovery features, and TWBX workbook analysis… | No signals yet | No one-command install · Source | |
| 263 | Unranked | genesys-cloud-mcp-servermcp · back-end | A Model Context Protocol server for interacting with Genesys Cloud's Platform API, enabling search of queues, conversation analytics, transcripts, and… | No signals yet | No one-command install · Source | |
| 264 | Unranked | sales-analytics-mcp-servermcp · back-end | Provides read-only access to a sales database, letting LLMs answer analytics questions like revenue by region or top customers via MCP tools. | No signals yet | No one-command install · Source | |
| 265 | Unranked | shopline-mcpmcp · back-end | MCP server for the Shopline Open API. Exposes 140+ tools for querying and managing orders, products, customers, promotions, analytics, and store… | No signals yet | No one-command install · Source | |
| 266 | Unranked | jk-mcp-wslmcp · back-end | MCP server that gives Claude live access to Women's Super League (England) data — teams, matches, standings, rosters, and schedule-strength analytics… | No signals yet | No one-command install · Source | |
| 267 | Unranked | jk-mcp-mlsmcp · back-end | MCP server that gives Claude live access to Major League Soccer data — teams, matches, standings, rosters, and schedule-strength analytics — via the… | No signals yet | No one-command install · Source | |
| 268 | Unranked | jk-mcp-uslsmcp · back-end | MCP server providing Claude live access to USL Super League data—teams, matches, standings, rosters, and schedule-strength analytics—via the ESPN… | No signals yet | No one-command install · Source | |
| 269 | Unranked | career-scout-mcpmcp · back-end | A production-grade MCP server demonstrating the wrapping pattern for AI-augmented data pipelines, specifically a job-search scoring pipeline. | No signals yet | No one-command install · Source | |
| 270 | Unranked | tif-score-mcpmcp · back-end | An MCP server that exposes three tools to analyze call transcripts for business intelligence, score leads 0-100 with hot/warm/cold classification, and… | No signals yet | No one-command install · Source | |
| 271 | Unranked | netlify-express-mcp-servermcp · back-end | A serverless MCP server example built with Express and deployed on Netlify Functions, demonstrating how to expose MCP endpoints via a custom URL with… | No signals yet | No one-command install · Source | |
| 272 | Unranked | emailinabox-mcp-servermcp · back-end | Enables private email hosting provisioning and management via MCP tools, including domain deployment, mailbox creation, DNS configuration, tracked… | No signals yet | No one-command install · Source | |
| 273 | Unranked | web-analytics-tracking-mcp-servermcp · back-end | A production-ready MCP server for Google Tag Manager, GA4 Measurement Protocol, DataLayer schema validation, Meta CAPI auditing, and tracking code… | No signals yet | No one-command install · Source | |
| 274 | Unranked | control-room-mcp-servermcp · back-end | A standalone MCP server that securely exposes Google Analytics data and Firebase Cloud Messaging capabilities to Spark/Gemini via SSE. | No signals yet | No one-command install · Source | |
| 275 | Unranked | supplychainmcpmcp · back-end | Enterprise-grade MCP server for intelligent supply chain analytics, enabling managers to investigate forecast accuracy, vendor performance, demand… | No signals yet | No one-command install · Source | |
| 276 | Unranked | aioproductosmcp · back-end | Product management over a shared product spine — link customer feedback and insights to features, tasks, sprints and releases, then read closed-loop… | No signals yet | armory install aioproductos --cli claude | |
| 277 | Unranked | cursor-api-mcpmcp · back-end | MCP server exposing Cursor's HTTP APIs for managing Cloud Agents, Team/Org Admin, Analytics, Bugbot, AI Code Tracking, and Fleet with read-only and… | No signals yet | No one-command install · Source | |
| 278 | Unranked | nav-analytics-mcp-servermcp · back-end | Enables querying Indian mutual fund NAV analytics via DuckDB, offering tools for fund search, point-to-point returns, category rankings, and more… | No signals yet | No one-command install · Source | |
| 279 | Unranked | cb-analytics-mcpmcp · back-end | A standalone MCP server plus admin GUI for Couchbase Enterprise Analytics and Couchbase Capella Analytics, exposing 55 well-typed, audited tools for… | No signals yet | No one-command install · Source | |
| 280 | Unranked | netlensmcp · back-end | An MCP server that fetches any URL and returns clean Markdown, plus web search with real links. | No signals yet | No one-command install · Source | |
| 281 | Unranked | automation-health-mcpmcp · back-end | An MCP server for auditing automation health, finding failures, stale logs, and non-functional endpoints that report success while quietly failing. | No signals yet | No one-command install · Source | |
| 282 | Unranked | inbio-mcp-servermcp · back-end | Official MCP server for INBIO's URL shortener with click analytics and customizable QR codes. Enables link shortening, QR code generation, and link… | No signals yet | No one-command install · Source | |
| 283 | Unranked | wcc-mcp-servermcp · back-end | Exposes the WCC event, mentorship, and analytics pipeline tools as MCP endpoints with per-group authentication and dry-run support, enabling agents to… | No signals yet | No one-command install · Source | |
| 284 | Unranked | timetracker-rx-mcpmcp · back-end | Exposes TimeTracker RX REST API as an MCP server, enabling AI tools like Claude and Cursor to manage time entries, projects, work items, and analytics… | No signals yet | No one-command install · Source | |
| 285 | Unranked | miko-mcp-servermcp · back-end | Enables MCP clients to call MIKO's on-chain analytics tools including fact-checking, persona analysis, narrative tracking, and market insights via a… | No signals yet | No one-command install · Source | |
| 286 | Unranked | snowflake-chatmcp · back-end | Enables natural language querying of Snowflake databases through a read-only MCP server, allowing users to ask questions in plain English and get… | No signals yet | No one-command install · Source | |
| 287 | Unranked | rampstack-umami-mcpmcp · back-end | A read-only MCP server for Umami Cloud analytics that provides tools to query website stats, pageviews, metrics, and cohort reports via the Umami API. | No signals yet | No one-command install · Source | |
| 288 | Unranked | mcp-pulsemcp · back-end | Enables sharing MCP servers with clients, storing tool calls in PostgreSQL, and providing usage analytics via an admin dashboard and API. | No signals yet | No one-command install · Source | |
| 289 | Unranked | looks-mcp-servermcp · back-end | Exposes the Look API's analytics surface as MCP tools, enabling agents to query outfit generation and analytics data with proper semantics for… | No signals yet | No one-command install · Source | |
| 290 | Unranked | loan-mcp-servermcp · back-end | A production-grade MCP server for a Loan Management System backed by Microsoft Dataverse, exposing read and analytics tools for loan applications. | No signals yet | No one-command install · Source | |
| 291 | Unranked | 11agents-cloud-mcpmcp · back-end | A hosted Model Context Protocol server that connects AI agents to a project-scoped growth workspace, exposing tools for project knowledge, analytics… | No signals yet | No one-command install · Source | |
| 292 | Unranked | mcp-data-vizmcp · back-end | A data visualization MCP server built on FastMCP, providing 32 tools for chart generation, report building, and data processing. | No signals yet | No one-command install · Source | |
| 293 | Unranked | unstop-mcp-servermcp · back-end | Enables AI assistants to discover contests, track user participation, and pull analytics from the Unstop platform using mock data. | No signals yet | No one-command install · Source | |
| 294 | Unranked | rootr-mcp-servermcp · back-end | Provides AI agents with direct, permissioned access to team documents, databases, spreadsheets, and knowledge via an MCP interface, enabling… | No signals yet | No one-command install · Source | |
| 295 | Unranked | sf-assistant-mcp-servermcp · back-end | MCP server for SAP SuccessFactors that provides 52 tools across 15 categories for querying live data, generating business rules, validating imports… | No signals yet | No one-command install · Source | |
| 296 | Unranked | youtube-content-management-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides YouTube Data API v3 integration for content discovery and analytics. It enables AI assistants to… | No signals yet | No one-command install · Source | |
| 297 | Unranked | smart-expense-management-mcpmcp · back-end | An AI-powered MCP server for personal and group expense management, providing CRUD operations, advanced filtering, analytics, Splitwise-style… | No signals yet | No one-command install · Source | |
| 298 | Unranked | hevo-mcp-servermcp · back-end | Enables managing Hevo Data pipelines from Claude Code, including listing, creating, enabling, disabling, resyncing, and updating pipeline and source… | No signals yet | No one-command install · Source | |
| 299 | Unranked | jmpy-mcp-servermcp · back-end | User can create short urls, edit short urls, get click analytics, generate qr codes and much more. | No signals yet | No one-command install · Source | |
| 300 | Unranked | functionfly-mcp-servermcp · back-end | Enables AI agents to interact with the FunctionFly platform for registry search, function execution, publishing, analytics, vault secrets, and… | 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.