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 | 79.156 | mcp-server-for-snowflakemcp · database | Enables read-only querying of Snowflake databases through Claude, supporting multiple authentication methods and SQL operations like SELECT, SHOW… | 14 stars · 11 forks | No one-command install · Source | |
| 102 | 78.896 | google-search-console-mcp-server-2mcp · back-end | Provides programmatic access to Google Search Console API data through Claude Code and Cursor, enabling search analytics, sitemap info, URL… | 30 stars · 4 forks | No one-command install · Source | |
| 103 | 78.612 | mammothgrowth-dbt-climcp · ai-agents | Bridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within… | 18 stars · 10 forks | No one-command install · Source | |
| 104 | 78.375 | kurdin-github-repos-managermcp · github-vcs | Integrates with GitHub's REST API to provide repository management, issue tracking, pull request handling, file operations, security management, and… | 21 stars · 7 forks | No one-command install · Source | |
| 105 | 78.177 | mcp-dagstermcp · observability | Enables AI agents to interact with Dagster instances, explore data pipelines, monitor runs, and manage assets. | 24 stars · 5 forks | No one-command install · Source | |
| 106 | 77.932 | claude-google-sheets-mcp-servermcp · ai-agents | A comprehensive MCP server for Google Sheets integration with Claude, enabling spreadsheet discovery, data manipulation, and formatting through… | 19 stars · 8 forks | No one-command install · Source | |
| 106 | 77.932 | mcp-server-for-google-analytics-4mcp · back-end | Enables LLMs to interact with Google Analytics 4 data through the Google Analytics Data API, supporting standard reports, real-time data, and metadata… | 19 stars · 8 forks | No one-command install · Source | |
| 108 | 77.862 | abhiphile-fermatmcp · other | Provides mathematical computation and plotting capabilities through matplotlib for data visualization, NumPy for numerical operations, and SymPy for… | 20 stars · 7 forks | No one-command install · Source | |
| 109 | 77.842 | dstreefkerk-ms-sentinelmcp · observability | Integrates with Microsoft Sentinel to enable security analysts to execute KQL queries, manage analytics rules, investigate incidents, and perform… | 18 stars · 9 forks | No one-command install · Source | |
| 110 | 77.488 | prajwalnayak7-redismcp · search | Integrates with Redis and AWS MemoryDB for fast, in-memory data storage and retrieval, enabling caching, session management, and real-time analytics. | 25 stars · 4 forks | No one-command install · Source | |
| 111 | 76.996 | fiveohhwon-workflowsmcp · observability | Provides workflow management and automation through step-by-step execution with branching logic, conditional operations, template variables, and state… | 28 stars · 3 forks | No one-command install · Source | |
| 111 | 76.996 | scarletlabs-votarsmcp · search | Integrates with Votars platform to provide access to meeting transcripts, enabling retrieval and analysis of voice recordings through transcript… | 28 stars · 3 forks | No one-command install · Source | |
| 113 | 76.904 | google-sheets-mcp-server-2mcp · back-end | Enables to read, write, format cells, create charts, use formulas, and manage Google Sheets spreadsheets directly from Claude, Cursor, or any… | 18 stars · 7 forks | No one-command install · Source | |
| 114 | 76.825 | mlb-stats-servermcp · back-end | Provide structured access to Major League Baseball statistics through an MCP server. Query and retrieve detailed baseball data including statcast… | 11,439 installs | No commit datelisted | No one-command install · Source |
| 115 | 76.751 | netlogo-mcpmcp · ai-agentsalso listed as razee4315-netlogo | The first MCP server for NetLogo, enabling AI assistants to create, run, and analyze agent-based models through natural conversation. | 27 stars · 3 forks | No one-command install · Source | |
| 117 | 76.502 | j4th-mtgmcp · observabilityalso listed as mtg-mcp-server | Unified card search, combo discovery, draft analytics, Commander metagame data, and deck analysis composing Scryfall, Commander Spellbook, 17Lands… | 20 stars · 5 forks | No one-command install · Source | |
| 119 | 76.446 | sap-analytics-cloud-mcpmcp · back-end | Enables interaction with SAP Analytics Cloud through an MCP server, exposing 90 tools for content management, data export/import, user management, and… | 14 stars · 9 forks | No one-command install · Source | |
| 120 | 76.182 | siqiliu-tsinghua-wolfram-enginemcp · other | Bridges AI assistants to a local Wolfram Engine for symbolic mathematics, numerical analysis, and data visualization via Wolfram Language evaluation. | 32 stars · 2 forks | No one-command install · Source | |
| 121 | 76.055 | gh-hoangsonww-gitintelmcp · github-vcsalso listed as gitintel | Deep repository analytics computed locally from Git commit history. | 12 stars · 9 forks | No one-command install · Source | |
| 123 | 75.980 | ssdeanx-branch-thinkingmcp · observability | Organizes complex thought processes into structured branches with cross-references, semantic relationships, and analytics for tracking idea evolution… | 21 stars · 4 forks | No one-command install · Source | |
| 124 | 75.041 | mcp-use-supabasemcp · database | Bridges Supabase databases with interactive React widgets for data visualization, providing sortable tables, SQL query editors with syntax… | 19 stars · 4 forks | No one-command install · Source | |
| 125 | 74.779 | youtube-mcp-server-5mcp · search | Integrates YouTube with Claude Code, enabling video transcript retrieval, search, metadata extraction, channel info, playlists, comments, trending… | 8 stars · 9 forks | No one-command install · Source | |
| 126 | 74.475 | mcp-coinglassmcp · back-end | Provides futures market analytics (Open Interest, Liquidations, Long/Short Ratio, Funding Rates) via the CoinGlass API v4, enabling natural language… | 13 stars · 8 forks | No one-command install · Source | |
| 127 | 74.288 | balldontliemcp · back-end | Comprehensive sports data and analytics API covering NBA, NFL, MLB, NHL, and 6+ other major leagues | 12 stars · 8 forks | No one-command install · Source | |
| 128 | 74.286 | getlate-crispmcp · other | Integrates with the Crisp customer messaging platform for managing conversations, accessing visitor information, and handling support workflows. | 14 stars · 7 forks | No one-command install · Source | |
| 129 | 74.043 | imlewc-elasticsearch7mcp · observability | Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the… | 11 stars · 8 forks | No one-command install · Source | |
| 130 | 73.821 | taliviamcp · ai-agents | Revenue-first website analytics that your AI agent can install, connect, and verify for you. Talivia shows founders which referrers, campaigns, pages… | 35 stars · 1 fork | No one-command install · Source | |
| 131 | 73.756 | morningman-dorismcp · database | Integrates with Apache Doris analytical database system through MySQL protocol, enabling data querying and interaction for business intelligence and… | 15 stars · 5 forks | No one-command install · Source | |
| 132 | 73.741 | backtesting-arenamcp · observability | Quantitative crypto backtesting & Bitcoin market-regime analytics. 73 MCP tools: honest look-ahead-aware backtest validation with… | 9,340 installs | No commit datelisted | No one-command install · Source |
| 133 | 73.658 | io-github-block-model-ledgermcp · observability | Provides AI agents with a toolset to query model inventories, trace dependencies, and analyze the impact of changes across machine learning models and… | 14 stars · 6 forks | No one-command install · Source | |
| 134 | 73.472 | jupiterbak-alteryxmcp · back-end | Integrates with Alteryx Server's REST API to enable workflow execution, collection management, user administration, schedule automation, job… | 13 stars · 7 forks | No one-command install · Source | |
| 135 | 73.182 | mustafahasankhan-duckdbmcp · database | Enables AI to query and analyze data through DuckDB, an in-process analytical database optimized for OLAP workloads with direct support for CSV… | 18 stars · 3 forks | No one-command install · Source | |
| 136 | 73.012 | yannbrrd-simple-snowflakemcp · database | Integrates with Snowflake data warehouses to enable SQL query execution, database exploration, and result formatting with corporate proxy support and… | 8 stars · 8 forks | No one-command install · Source | |
| 137 | 72.843 | sqlgeniusmcp · database | SQLGenius is an MCP server that enables natural language querying of BigQuery databases using Gemini Pro, with features like schema exploration and… | 13 stars · 6 forks | No one-command install · Source | |
| 137 | 72.843 | jezweb-smart-promptsmcp · github-vcs | Fetches prompts directly from GitHub repositories with semantic search, composition tools, and usage analytics for intelligent prompt management and… | 13 stars · 6 forks | No one-command install · Source | |
| 139 | 72.722 | learnmcp-xapimcp · observability | Enables AI agents to record and retrieve learning activities through xAPI-compliant Learning Record Stores, bridging AI interactions with learning… | 15 stars · 4 forks | No one-command install · Source | |
| 140 | 72.112 | henilcalagiya-google-sheetsmcp · back-end | Integrates with Google Sheets API to provide spreadsheet automation through 25 specialized tools for sheet management, table operations, CRUD… | 13 stars · 5 forks | No one-command install · Source | |
| 141 | 72.094 | enterprise-threads-mcp-servermcp · back-end | Enables professional Threads management with enterprise-grade analytics, AI-powered content optimization, and automation features, including posting… | 12 stars · 6 forks | No one-command install · Source | |
| 142 | 72.056 | fabric-graphql-mcp-connectormcp · back-end | Enables AI agents to query and mutate data in Microsoft Fabric data warehouse via GraphQL using Model Context Protocol. | 11 stars · 7 forks | No one-command install · Source | |
| 143 | 72.046 | sd-wan-mcp-servermcp · back-end | Enables monitoring and management of SD-WAN devices through REST API endpoints, with tools for device health, statistics, BFD sessions, and network… | 6 stars · 8 forks | No one-command install · Source | |
| 144 | 71.774 | arjun1194-instagrammcp · observability | Integrates with Instagram's private API to provide analytics, content management, and automation capabilities including post engagement metrics… | 10 stars · 7 forks | No one-command install · Source | |
| 145 | 71.437 | amplitude-mcp-servermcp · back-end | Enables AI assistants to query and segment event data from Amplitude Analytics via the MCP protocol. | 9 stars · 7 forks | No one-command install · Source | |
| 146 | 71.020 | github-analytics-mcp-repo-trend-researchmcp · observability | Repo statistics, trending lookups, code-search queries, and dev-trend aggregation. For AI agents that need to evaluate libraries, monitor competitor… | 8,233 installs | No commit datelisted | No one-command install · Source |
| 147 | 70.579 | tweetlymcp · back-end | An MCP server that enables AI agents to automate actions on X (Twitter) through a real browser session, including posting, engaging, and reading via… | 7 stars · 7 forks | No one-command install · Source | |
| 147 | 70.579 | shape-mcp-servermcp · observability | Provides AI assistants access to Shape's onchain data including gasback distribution, collections analytics, stack users, and network monitoring. | 7 stars · 7 forks | No one-command install · Source | |
| 149 | 70.564 | limitless-mcp-server-2mcp · back-end | MCP server that exposes the Limitless Developer API to list lifelogs via the getLifelogs tool. | 14 stars · 3 forks | No one-command install · Source | |
| 150 | 70.328 | jovezhong-timeplusmcp · database | Integrates with Timeplus to enable SQL query execution and database information retrieval for real-time analytics and data exploration. | 12 stars · 4 forks | No one-command install · Source | |
| 151 | 70.210 | lniosy-coolapkmcp · search | Enables AI tools to search and browse the Coolapk Android community with tools for posts, users, topics, applications, and interactive features. | 16 stars · 2 forks | No one-command install · Source | |
| 152 | 69.986 | gh-jonradoff-llm-optimizermcp · observability | AI brand visibility analytics with visibility scores, optimization strategies, and search rankings. | 10 stars · 6 forks | No one-command install · Source | |
| 153 | 69.750 | cubemcp · observability | Integrates with Cube's analytics platform to enable conversational data exploration, SQL generation, and business metric analysis. | 13 stars · 3 forks | No one-command install · Source | |
| 154 | 69.545 | naja-scopemcp · ai-agents | MCP server for elaborated SystemVerilog and gate-level netlists. Agents query design structure against a real elaboration - what drives this net, what… | 15 stars · 2 forks | No one-command install · Source | |
| 155 | 69.000 | homey-mcp-servermcp · back-end | Enables Claude AI to control and manage Homey Pro smart home devices, flows, and analytics through natural language. | 12 stars · 3 forks | No one-command install · Source | |
| 156 | 68.921 | deploy-mcpmcp · devops | Universal deployment tracker for AI assistants, enabling real-time monitoring and management of deployments across Vercel, Netlify, and Cloudflare… | 9 stars · 6 forks | No one-command install · Source | |
| 156 | 68.921 | jakeyshakey-umami-analyticsmcp · search | Integrates with Umami analytics to enable website performance analysis, user behavior tracking, and data-driven insights generation through semantic… | 9 stars · 6 forks | No one-command install · Source | |
| 158 | 68.021 | graphistry-gpu-visualizationmcp · observability | GPU-accelerated graph visualization and analytics for LLMs. | 11 stars · 3 forks | No one-command install · Source | |
| 159 | 67.906 | scherlokmcp · database | Zero-config data quality monitoring as MCP tools. Profiles a warehouse (Postgres, BigQuery, Snowflake, MySQL, DuckDB), detects anomalies, and gates CI… | 9 stars · 5 forks | No one-command install · Source | |
| 160 | 67.900 | graphmemory-idemcp · database | An AI-assisted, long-term memory system for IDEs, powered by Kuzu graph database. GraphMemory-IDE is an MCP server that provides semantic vector… | 13 stars · 2 forks | No one-command install · Source | |
| 161 | 67.544 | eclinchermcp · observability | Publish, schedule, moderate your social inbox, and pull analytics across every major network directly from any AI assistant, via Eclincher. | 6 stars · 6 forks | No one-command install · Source | |
| 161 | 67.544 | garmin-connect-mcpmcp · observability | A Model Context Protocol (MCP) server that provides comprehensive access to Garmin Connect data including sleep analytics, health metrics, activities… | 6 stars · 6 forks | No one-command install · Source | |
| 163 | 67.151 | yawamcp · observability | Self-hosted web analytics platform that exposes analytics data via the Model Context Protocol, enabling natural language queries about traffic, page… | 12 stars · 2 forks | No one-command install · Source | |
| 163 | 67.151 | mundurragacl-amazon-connectmcp · observability | Integrates with Amazon Connect contact center services to manage configuration, cases, contacts, analytics, profiles, campaigns, and AI features with… | 12 stars · 2 forks | No one-command install · Source | |
| 165 | 66.893 | nextdns-mcpmcp · observability | Enables AI assistants to manage NextDNS profiles, settings, logs, analytics, and security configurations through 70+ operations via the Model Context… | 10 stars · 3 forks | No one-command install · Source | |
| 165 | 66.893 | labeveryday-nba-mcp-servermcp · back-endalso listed as nba-stats-mcp | Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol | 10 stars · 3 forks | No one-command install · Source | |
| 165 | 66.893 | filemaker-mcpmcp · database | Enables AI assistants to query, analyze, and discover FileMaker database schemas via OData v4, with pandas-powered analytics for efficient data… | 10 stars · 3 forks | No one-command install · Source | |
| 169 | 66.871 | pastehtml-dev-mcp-servermcp · auth | Enables agents to publish and manage HTML/Markdown pastes, folders, and paste configuration via Model Context Protocol, with OAuth-based… | 9 stars · 4 forks | No one-command install · Source | |
| 169 | 66.871 | lark-basemcp · database | Integrates with Lark Base (formerly Feishu Bitable) to enable data retrieval, field management, and table manipulation across collaborative… | 9 stars · 4 forks | No one-command install · Source | |
| 171 | 66.286 | algoliamcp · observability | Integrates with Algolia's search platform using the Go SDK to provide complete access to search operations, A/B testing, analytics, collections… | 28 stars | No commit datelisted | No one-command install · Source |
| 172 | 66.258 | avimbu-plausible-analyticsmcp · observability | Connects to Plausible Analytics API to retrieve website metrics like visitors, pageviews, bounce rates, and conversion data across customizable date… | 8 stars · 5 forks | No one-command install · Source | |
| 173 | 66.172 | mcp-appstore-connectmcp · observability | Enables AI assistants to manage Apple App Store Connect operations including app management, TestFlight, analytics, reviews, subscriptions, and more… | 11 stars · 2 forks | No one-command install · Source | |
| 173 | 66.172 | xlisp-data-visualizationmcp · other | Provides eight specialized data visualization tools including relationship graphs, scatter plots, 3D visualizations, classification plots, histograms… | 11 stars · 2 forks | No one-command install · Source | |
| 175 | 65.543 | testdinomcp · browser | Playwright test reporting and analytics platform with natural language test querying | 9 stars · 3 forks | No one-command install · Source | |
| 176 | 65.223 | oil-gas-ragmcp · search | Provides oil and gas industry data access through MySQL storage with drilling events, production data, purchase orders, timeseries analytics, work… | 8 stars · 4 forks | No one-command install · Source | |
| 177 | 65.043 | fgribreau-matomomcp · back-end | Dynamically introspects Matomo Analytics instances to expose all available API methods as tools. | 10 stars · 2 forks | No one-command install · Source | |
| 178 | 64.619 | plausible-mcpmcp · observability | Enables querying Plausible Analytics data for website statistics, traffic, engagement, and conversions through natural language, with support for… | 6 stars · 5 forks | No one-command install · Source | |
| 179 | 64.134 | datachartermcp · database | Read-only, PII-masked MCP server for querying data federated through DuckDB — list sources/tables, inspect schemas, and run SQL across Postgres… | 12 stars · 1 fork | No one-command install · Source | |
| 180 | 63.952 | ac-infinity-mcpmcp · ai-agents | ac-infinity-mcp is an MCP server that connects Claude (and other AI assistants) directly to your AC Infinity controllers — so you can read live sensor… | 5 stars · 5 forks | No one-command install · Source | |
| 181 | 63.896 | jbrandtmse-iris-suitemcp · back-end | Suite of five specialized servers for InterSystems IRIS covering development, administration, interoperability, operations, and data analytics with 87… | 8 stars · 3 forks | No one-command install · Source | |
| 181 | 63.896 | ebhattad-nfl-datamcp · database | Provides NFL play-by-play data from 1999 to present with DuckDB-backed analytics, structured tools for play search, team and player statistics… | 8 stars · 3 forks | No one-command install · Source | |
| 181 | 63.896 | swarmia-mcp-servermcp · back-end | Enables querying Swarmia's Export API for engineering metrics including pull request analytics, DORA metrics, investment balance, and effort reporting… | 8 stars · 3 forks | No one-command install · Source | |
| 184 | 63.694 | reexpress-sdm-verificationmcp · search | Enable Similarity-Distance-Magnitude statistical verification for your search, software, and data science workflows. | 9 stars · 2 forks | No one-command install · Source | |
| 184 | 63.694 | sarahpark-google-search-consolemcp · auth | Read-only access to Google Search Console data including search analytics, URL inspection, and sitemap status via service account authentication. | 9 stars · 2 forks | No one-command install · Source | |
| 186 | 63.401 | autario-data-analytics-platformmcp · observability | Access 2,300+ verified public datasets from World Bank, IMF, Eurostat, OECD, WHO, FRED, and more. Search, query, and publish data visualizations with… | 5,089 installs | No commit datelisted | No one-command install · Source |
| 187 | 63.155 | quantoraclemcp · observability | Calculate options pricing, derivatives metrics, and risk management analytics. | 11 stars · 1 fork | No one-command install · Source | |
| 188 | 63.107 | rioriost-age-graphmcp · database | Bridges Claude with PostgreSQL databases using Apache AGE graph extension, enabling natural language execution of Cypher queries for graph operations… | 4 stars · 5 forks | No one-command install · Source | |
| 189 | 62.111 | boostcamp-mcp-servermcp · back-end | Integrates with the Boostcamp fitness platform to provide access to training history, workout programs, custom exercises, and analytics through… | 7 stars · 3 forks | No one-command install · Source | |
| 189 | 62.111 | database-analytics-mcpmcp · database | Provides SQLite database analytics operations through MCP, enabling AI assistants to connect, query, explore schema, and export data from SQLite… | 7 stars · 3 forks | No one-command install · Source | |
| 189 | 62.111 | moonbirdai-amplitude-analyticsmcp · observability | Track analytics events in Amplitude, supporting custom events, page views, user properties, and revenue tracking. | 7 stars · 3 forks | No one-command install · Source | |
| 192 | 62.046 | ofershap-cursor-usagemcp · ai-agents | Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server | 8 stars · 2 forks | No one-command install · Source | |
| 193 | 62.026 | bigquery-mcpmcp · databasealso listed as snowleopard-ai-bigquery | Enables AI agents to interact with Google BigQuery databases through natural language queries and schema exploration. | 10 stars · 1 fork | No one-command install · Source | |
| 195 | 61.891 | mtane0412-twitch-api-integrationmcp · back-end | Integrates with Twitch API to provide channel info, stream details, game data, user profiles, clips, chat settings, and video comments for building… | 3 stars · 5 forks | No one-command install · Source | |
| 196 | 61.362 | kmexnx-excel-to-pdfmcp · other | Converts Excel and Apple Numbers spreadsheets to PDF format, enabling file sharing with stakeholders who lack access to the original applications. | 6 stars · 4 forks | No one-command install · Source | |
| 197 | 61.350 | wps-mcp-servermcp · back-end | Enables AI agents to natively create and edit WPS Office documents, spreadsheets, and presentations via natural language commands. | 16 stars | No one-command install · Source | |
| 198 | 60.684 | laggyzee-genesys-cloudmcp · observability | Read-only access to Genesys Cloud contact center data with tools for queue metrics, agent analytics, conversation records, speech analysis, and… | 15 stars | No one-command install · Source | |
| 199 | 60.677 | explorium-agentsource-dxt-extensionmcp · ai-agents | Enables access to live company and contact data from Explorium's AgentSource platform for business intelligence and enrichment within Claude Desktop. | 9 stars · 1 fork | No one-command install · Source | |
| 200 | 60.344 | domdomegg-google-sheetsmcp · back-end | Read, write, and query spreadsheet data via Google Sheets API | 2 stars · 5 forks | 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.