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 | 22.557 | hypersignalmcp · back-end | Monetized MCP server for Hyperliquid whale/funding/risk analytics + signals; | 1 star | No one-command install · Source | |
| 102 | 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 | |
| 103 | 22.557 | sheetrender-mcpmcp · search | Renders PDFs from HTML templates or saved templates and spreadsheet data, with batch job support and document retrieval. | 1 star | No one-command install · Source | |
| 104 | 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 | |
| 105 | 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 | |
| 106 | 22.557 | mcp-google-gscmcp · search | Enables querying Google Search Console search analytics (clicks, impressions, CTR, position) with flexible dimensions, inspecting URL indexing and… | 1 star | No one-command install · Source | |
| 107 | 22.557 | options-analysis-suitemcp · back-end | MCP server for options analytics including 17 pricing models, Greeks, GEX, IV surface, 23 screeners, dark pool, and max pain data. | 1 star | No one-command install · Source | |
| 108 | 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 | |
| 109 | 22.557 | open-podcast-prefix-project-op3-mcp-servermcp · back-end | MCP server for OP3 podcast analytics: downloads, geography, app share. Read-only. | 1 star | No one-command install · Source | |
| 110 | 22.557 | op3-mcpmcp · back-end | MCP server for OP3 podcast analytics: downloads, geography, app share. Read-only. | 1 star | No one-command install · Source | |
| 111 | 22.557 | ametller-origen-skillmcp · comms | Open Claude integration for Ametller Origen's live catalog, online orders, real cart, and optional offline Gmail tickets. | 1 star | No one-command install · Source | |
| 112 | 22.557 | hevy-coach-mcpmcp · back-end | MCP server for Hevy that fetches live workout data and computes analytics like e1RM, PRs, volume, and consistency, while enabling writes for routines… | 1 star | No one-command install · Source | |
| 113 | 22.557 | mcp-z-google-sheetsmcp · back-end | Integrates with Google Sheets API for spreadsheet management, batch operations, and formatting. | 1 star | No one-command install · Source | |
| 114 | 22.557 | ds-mcp-servermcp · ai-agents | Provides data science, plotting, statistics, system, and web tools via MCP, with interactive CLI clients for OpenAI-compatible and Anthropic… | 1 star | No one-command install · Source | |
| 115 | 22.557 | dragapp-mcp-servermcp · ai-agents | MCP server for Gmail shared inboxes and WhatsApp — read, reply, search, and organize your team's email from Claude, ChatGPT, or Cursor. 47 tools… | 1 star | No one-command install · Source | |
| 116 | 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 | |
| 117 | 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 | |
| 118 | 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 | |
| 119 | 22.557 | setlist-mcpmcp · search | Search concert setlists, artists, venues, tours, and cities from setlist.fm via natural language. Provides 16 read-only tools for exploring live music… | 1 star | No one-command install · Source | |
| 120 | 22.557 | testit-mcp-servermcp · back-end | Enables interaction with TestIT test management platform, allowing management of projects, work items, test runs, test plans, and analytics. | 1 star | No one-command install · Source | |
| 121 | 23.129 | mcp-market-russiamcp · back-end | MCP server for Russian construction market data. Access 3,395 construction companies, 13,436 projects across 18 regions of Russia. Search contractors… | 1,273 installs | No commit datelisted | No one-command install · Source |
| 122 | 23.374 | monochromegane-bigquerymcp · other | Integrates with BigQuery to enable querying and retrieving table schemas from specified datasets for data analysis and reporting | 1 fork | No one-command install · Source | |
| 123 | 23.374 | podbean-mcp-servermcp · back-end | An MCP server that enables managing podcasts through the Podbean API via natural language conversations, including episode management, analytics, and… | 1 fork | No one-command install · Source | |
| 124 | 23.374 | ignissionmcp · observability | TikTok video analytics and content strategy tools | 1 fork | No one-command install · Source | |
| 125 | 23.374 | google-analytics-mcpmcp · back-end | A powerful Model Context Protocol (MCP) server that provides comprehensive Google Analytics 4 (GA4), Google Search Console (GSC), and Google Merchant… | 1 fork | No one-command install · Source | |
| 126 | 23.374 | r3-yamauchi-cdata-connect-cloudmcp · database | Integrates with CData Connect Cloud to enable SQL query execution across diverse data sources, facilitating seamless data integration for analytics… | 1 fork | No one-command install · Source | |
| 127 | 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 | |
| 128 | 23.374 | asklokesh-tableaumcp · observability | Integrates with Tableau for data visualization and analytics platform connectivity. | 1 fork | No one-command install · Source | |
| 129 | 23.374 | gh-pramodbhatofficial-databricksmcp · other | Provides comprehensive Databricks workspace access through the official Python SDK for data pipelines, ML workflows, Unity Catalog, and more. | 1 fork | No one-command install · Source | |
| 130 | 23.374 | ga4-mcpmcp · back-end | An MCP server integrating Google Analytics 4, Search Console, and Indexing API, enabling AI agents to run reports, inspect URLs, manage properties… | 1 fork | No one-command install · Source | |
| 131 | 23.374 | headcrab-clickhousemcp · database | Connects Claude to ClickHouse databases for direct query execution and data retrieval from time-series data, analytics datasets, or large-scale data… | 1 fork | No one-command install · Source | |
| 132 | 23.374 | linkforty-mcp-servermcp · back-end | Connects AI assistants like Claude and Cursor to LinkForty deep links and analytics, enabling natural language management of links, analytics… | 1 fork | No one-command install · Source | |
| 133 | 23.374 | rockfish-mcp-servermcp · back-end | Enables interaction with the Rockfish AI platform for synthetic data generation, dataset management, and ML workflow orchestration through tools like… | 1 fork | No one-command install · Source | |
| 134 | 23.374 | ionis-mcpmcp · back-end | MCP server for HF radio propagation analytics using 175M+ aggregated signatures from WSPR, RBN, Contest, DXpedition, and PSK Reporter datasets… | 1 fork | No one-command install · Source | |
| 135 | 23.374 | io-github-qso-graph-ionis-mcpmcp · back-end | An MCP server for HF radio propagation analytics using the IONIS dataset collection, enabling natural language queries about band conditions… | 1 fork | No one-command install · Source | |
| 136 | 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 | |
| 137 | 23.374 | clichefactorymcp · comms | Structured JSON extraction from PDFs, images, spreadsheets, emails, and office documents. | 1 fork | No one-command install · Source | |
| 138 | 23.374 | fiverr-mcpmcp · back-end | Enables AI assistants to manage Fiverr seller accounts directly from the browser session. Supports gig management, order tracking, messaging… | 1 fork | No one-command install · Source | |
| 139 | 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 | |
| 140 | 23.374 | matihlabs-mcpmcp · auth | Connects AI clients to the Matih data platform, enabling SQL queries, table profiling, analytics, chart creation, and file uploads through MCP tools… | 1 fork | No one-command install · Source | |
| 141 | 23.374 | chdb-mcpmcp · ai-agents | An MCP server for chDB, the in-process SQL OLAP engine powered by ClickHouse. Lets agents query Parquet, CSV, JSON, and pandas DataFrames with one… | 1 fork | No one-command install · Source | |
| 142 | 23.374 | crunchtools-google-search-consolemcp · search | Query search analytics, manage sitemaps, and inspect URL indexing status via Google Search Console API. | 1 fork | No one-command install · Source | |
| 143 | 23.374 | frankencoin-mcp-servermcp · back-end | Real-time access to Frankencoin (ZCHF) protocol data including supply, prices, peg health, savings, minting positions, liquidation challenges… | 1 fork | No one-command install · Source | |
| 144 | 23.374 | easyeda-mcp-fixmcp · other | A bug-fix fork of the EasyEDA Pro MCP bridge that resolves six upstream bugs including silent BOM wipes, dead copper to SMD pads, and five-minute… | 1 fork | No one-command install · Source | |
| 145 | 23.374 | twells89-sigma-data-modelmcp · other | Converts data models from dbt, Snowflake, LookML, Tableau, and Power BI into Sigma Computing data model format. | 1 fork | No one-command install · Source | |
| 146 | 23.374 | adelaidasofia-substackmcp · observability | Substack MCP for publishing Notes and posts, pulling analytics, and managing drafts. | 1 fork | No one-command install · Source | |
| 147 | 23.374 | altr-mcp-servermcp · back-end | Enables AI assistants to manage data security on the ALTR platform for Snowflake, Databricks, and OLTP databases, offering 99 tools across 10 domains… | 1 fork | No one-command install · Source | |
| 148 | 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 | |
| 149 | 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 | |
| 150 | 23.374 | datanika-mcpmcp · back-end | Read-only-by-default MCP server for Datanika, an open-source dlt + dbt-core data pipeline platform: browse connections, introspect and preview source… | 1 fork | No one-command install · Source | |
| 151 | 29.013 | base-dos-dados-mcpmcp · back-end | This MCP server provides AI-optimized access to Brazil's largest open data platform, Base dos Dados, enabling dataset search and direct BigQuery SQL… | 1 star · 1 fork | No one-command install · Source | |
| 152 | 29.013 | skuvault-mcp-servermcp · back-end | Enables interaction with the SkuVault inventory management system API for product management, inventory control, warehouse operations, and analytics… | 1 star · 1 fork | No one-command install · Source | |
| 153 | 29.013 | quip-mcp-server-typescriptmcp · back-end | A Model Context Protocol (MCP) server for interacting with Quip spreadsheets. It provides tools to read spreadsheet data from Quip documents and… | 1 star · 1 fork | No one-command install · Source | |
| 154 | 29.013 | mcp-itopmcp · back-end | MCP server for iTop ITSM that provides 19 tools for analytics, ticket management, comments, knowledge base, and CI impact analysis, enabling AI… | 1 star · 1 fork | No one-command install · Source | |
| 155 | 29.013 | yourtrafficmcp · auth | Enables agents to access web analytics statistics via OAuth, providing a privacy-first, cookie-free analytics service. | 1 star · 1 fork | No one-command install · Source | |
| 156 | 29.013 | mcp-gscmcp · back-end | MCP server for Google Search Console, enabling querying search analytics, URL inspection, sitemap management, and more via natural language. | 1 star · 1 fork | No one-command install · Source | |
| 157 | 29.013 | theyahia-yandex-metrikamcp · back-end | Integrates with Yandex.Metrika analytics API for counters, reports, visitor stats, and traffic source analysis. | 1 star · 1 fork | No one-command install · Source | |
| 158 | 29.013 | apptics-mcp-servermcp · back-end | Provides tools to query Zoho Apptics analytics data (crashes, devices, etc.) and automate iOS SDK integration into Xcode projects. | 1 star · 1 fork | No one-command install · Source | |
| 159 | 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 | |
| 160 | 29.013 | pirsch-analytics-mcp-servermcp · back-end | Enables natural language analytics queries for Pirsch Analytics, providing comprehensive website traffic statistics, period comparisons, and trend… | 1 star · 1 fork | No one-command install · Source | |
| 161 | 29.013 | upwork-mcpmcp · back-end | Connects AI agents to Upwork's GraphQL API, enabling job discovery, proposal management, profile tracking, and analytics. | 1 star · 1 fork | No one-command install · Source | |
| 162 | 29.013 | bagosmcp · back-end | MCP server for Bags on Solana. Reads token analytics, creator-fee data and trade quotes; executes swaps and fee claims only behind a token gate, a… | 1 star · 1 fork | No one-command install · Source | |
| 163 | 29.013 | paragraph-mcpmcp · ai-agents | MCP server that connects AI agents to your Paragraph publication, enabling post management, subscriber analytics, and search across posts and… | 1 star · 1 fork | No one-command install · Source | |
| 164 | 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 |
| 165 | 32.223 | statsource-analyticsmcp · database | Integrates with statistical and machine learning tools to perform data analysis, calculations, and time-series forecasting on user data from various… | 2 stars | No commit datelisted | No one-command install · Source |
| 166 | 32.223 | rishipradeep-think41-drivemcp · auth | Integrates with Google Drive and Google Sheets to enable document searching, content reading, and spreadsheet manipulation through OAuth… | 2 stars | No one-command install · Source | |
| 167 | 32.223 | dbt-mcp-servermcp · back-end | A minimal, extensible MCP server to run dbt models via CLI, HTTP API, or AI interfaces like Claude, with Slack notifications for task completions. | 2 stars | No one-command install · Source | |
| 168 | 32.223 | fortnightly-devs-timelookermcp · comms | Automated web monitoring system that executes paid search tasks at scheduled intervals, detects genuine changes using duplicate detection, and sends… | 2 stars | No one-command install · Source | |
| 169 | 32.223 | patrickfreyer-snowflakemcp · database | Integrates with Snowflake data warehouses to execute SELECT queries, explore database schemas, and retrieve table metadata with built-in SQL injection… | 2 stars | No one-command install · Source | |
| 170 | 32.223 | mcp-data-lensmcp · database | Enables users to ask questions about their spreadsheets in plain English and receive instant answers using DuckDB-powered analytics, supporting… | 2 stars | No one-command install · Source | |
| 171 | 32.223 | yimingyan-fivetranmcp · observability | Manages Fivetran data pipelines including connections, syncs, schemas, and status monitoring. | 2 stars | No one-command install · Source | |
| 172 | 32.223 | fivetran-mcpmcp · back-end | An MCP server for controlling Fivetran data pipelines. Enables AI assistants to manage syncs, monitor connection status, and control pipelines through… | 2 stars | No one-command install · Source | |
| 173 | 32.223 | picoli-mcpmcp · back-end | Enables URL shortening, click tracking, and analytics for AI agents via the picoli.site API. | 2 stars | No one-command install · Source | |
| 174 | 32.223 | gh-amaterous-picolimcp · observability | URL shortening and click analytics for AI agents via picoli.site. | 2 stars | No one-command install · Source | |
| 175 | 32.223 | mcp-data-sciencemcp · other | Provides 102 tools for end-to-end data science pipelines, enabling data loading, cleaning, visualization, modeling, and reporting via natural… | 2 stars | No one-command install · Source | |
| 176 | 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 | |
| 177 | 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 | |
| 178 | 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 | |
| 179 | 32.223 | dontsovcmc-ozon-sellermcp · back-end | Ozon Seller API integration for product, order, and analytics management. | 2 stars | No one-command install · Source | |
| 180 | 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 | |
| 181 | 32.223 | grovsmcp · observability | Manage deep links, attribution, analytics, and campaigns on Grovs — open-source Branch alternative. | 2 stars | No one-command install · Source | |
| 182 | 32.223 | kosminus-querywise-mcpmcp · database | Query SQL databases (SQLite, PostgreSQL, BigQuery, Databricks) in natural language through a business semantic layer — glossary, metrics, and a data… | 2 stars | No one-command install · Source | |
| 183 | 32.223 | unfold-it-mcp-servermcp · back-end | Connect AI assistants to Unfold It -- create goals with AI-generated plans, agent-assisted clarification, plan import with enrichment, individual… | 2 stars | No one-command install · Source | |
| 184 | 32.223 | allstacksmcp · observability | AI-ready access to engineering intelligence and analytics | 2 stars | No one-command install · Source | |
| 185 | 32.223 | toolapi-mcp-servermcp · back-end | Provides 95 free tools and 22 workflows for AI agents via MCP, no API key required, covering versatile functionalities. | 2 stars | No one-command install · Source | |
| 186 | 32.223 | plunk-mcpmcp · back-end | A Model Context Protocol server for Plunk, the open-source self-hosted email platform. Provides 84 tools for transactional email, contacts, campaigns… | 2 stars | No one-command install · Source | |
| 187 | 32.223 | fcp-sheetsmcp · ai-agents | MCP server for semantic spreadsheet operations that lets LLMs create and edit Excel workbooks by describing spreadsheet intent. | 2 stars | No one-command install · Source | |
| 188 | 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 | |
| 189 | 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 | |
| 190 | 32.223 | opn-mcpmcp · back-end | MCP server for opn.onl, the open-source self-hostable URL shortener. Shorten links, read click analytics, generate branded QR codes, and manage links… | 2 stars | No one-command install · Source | |
| 191 | 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 | |
| 192 | 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 | |
| 193 | 32.223 | takeokunn-metabasemcp · database | Integrates with Metabase business intelligence platform to enable database querying, dashboard management, report generation, and administrative tasks… | 2 stars | No one-command install · Source | |
| 194 | 32.223 | txn2-trinomcp · database | Connects to Trino data warehouses for executing SQL queries, analyzing execution plans, and exploring database schemas with built-in security features… | 2 stars | No one-command install · Source | |
| 195 | 32.223 | mcp-trinomcp · back-end | A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata… | 2 stars | No one-command install · Source | |
| 196 | 32.223 | gh-vish288-codamcp · back-end | Comprehensive Coda API integration with 54 tools covering docs, pages, tables, rows, and analytics. | 2 stars | No one-command install · Source | |
| 197 | 32.223 | xlsx-tools-mcpmcp · back-end | MCP server for accurately reading and writing Excel .xlsx files while preserving structure, styles, and formulas. Provides tools for inspecting… | 2 stars | No one-command install · Source | |
| 198 | 32.223 | orion-dbsmcp · other | Explore open research datasets from OpenAlex, Crossref, ORCID, and DataCite on Google BigQuery. | 2 stars | No one-command install · Source | |
| 199 | 32.223 | noon-sightmcp · devops | Aggregates site analytics and published content from Google Analytics, Search Console, Cloudflare, and Buffer into MCP tools for traffic, search… | 2 stars | No one-command install · Source | |
| 200 | 32.223 | azure-query-mcpmcp · auth | Enables read-only querying of Azure Log Analytics and Azure Resource Graph through MCP, supporting KQL queries, workspace discovery, and resource… | 2 stars | 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.