Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 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 |
| 402 | 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 | |
| 403 | 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 | |
| 404 | 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 | |
| 405 | 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 | |
| 406 | 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 | |
| 407 | 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 | |
| 408 | 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 | |
| 409 | 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 | |
| 410 | 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 | |
| 411 | 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 | |
| 412 | 65.543 | testdinomcp · browser | Playwright test reporting and analytics platform with natural language test querying | 9 stars · 3 forks | No one-command install · Source | |
| 413 | 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 | |
| 414 | 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 | |
| 415 | 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 | |
| 416 | 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 |
| 417 | 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 | |
| 418 | 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 | |
| 419 | 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 | |
| 420 | 66.893 | nba-stats-mcpmcp · observability | Provides comprehensive NBA statistics via Model Context Protocol, enabling queries for player stats, game scores, team info, and advanced analytics… | 10 stars · 3 forks | No one-command install · Source | |
| 421 | 66.893 | labeveryday-nba-mcp-servermcp · back-end | 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 | |
| 422 | 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 | |
| 423 | 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 | |
| 424 | 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 | |
| 425 | 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 | |
| 426 | 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 | |
| 427 | 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 | |
| 428 | 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 | |
| 429 | 68.021 | graphistry-gpu-visualizationmcp · observability | GPU-accelerated graph visualization and analytics for LLMs. | 11 stars · 3 forks | No one-command install · Source | |
| 430 | 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 | |
| 431 | 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 | |
| 432 | 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 | |
| 433 | 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 | |
| 434 | 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 | |
| 435 | 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 | |
| 436 | 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 | |
| 437 | 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 | |
| 438 | 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 | |
| 439 | 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 | |
| 440 | 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 | |
| 441 | 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 |
| 442 | 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 | |
| 443 | 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 | |
| 444 | 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 | |
| 445 | 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 | |
| 446 | 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 | |
| 447 | 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 | |
| 448 | 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 | |
| 449 | 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 | |
| 450 | 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 | |
| 451 | 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 | |
| 452 | 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 | |
| 453 | 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 | |
| 454 | 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 | |
| 455 | 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 |
| 456 | 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 | |
| 457 | 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 | |
| 458 | 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 | |
| 459 | 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 | |
| 460 | 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 | |
| 461 | 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 | |
| 462 | 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 | |
| 463 | 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 | |
| 464 | 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 | |
| 465 | 76.055 | gitintelmcp · ai-agents | A local Git intelligence MCP server that provides deep repository analytics including hotspots, temporal coupling, knowledge maps, churn analysis, and… | 12 stars · 9 forks | No one-command install · Source | |
| 466 | 76.055 | gh-hoangsonww-gitintelmcp · github-vcs | Deep repository analytics computed locally from Git commit history. | 12 stars · 9 forks | No one-command install · Source | |
| 467 | 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 | |
| 468 | 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 | |
| 469 | 76.502 | mtg-mcp-servermcp · back-end | Magic: The Gathering card search, combo lookup, draft analytics, and Commander tools. | 20 stars · 5 forks | No one-command install · Source | |
| 470 | 76.502 | j4th-mtgmcp · observability | 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 | |
| 471 | 76.751 | razee4315-netlogomcp · ai-agents | Integrates with the NetLogo agent-based modeling platform for creating, executing, and analyzing simulation models with customizable parameters and… | 27 stars · 3 forks | No one-command install · Source | |
| 472 | 76.751 | netlogo-mcpmcp · ai-agents | 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 | |
| 473 | 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 |
| 474 | 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 | |
| 475 | 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 | |
| 476 | 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 | |
| 477 | 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 | |
| 478 | 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 | |
| 479 | 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 | |
| 480 | 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 | |
| 481 | 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 | |
| 482 | 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 | |
| 483 | 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 | |
| 484 | 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 | |
| 485 | 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 | |
| 486 | 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 | |
| 487 | 79.455 | polymarket-data-by-polymarketscanmcp · observability | Real-time Polymarket analytics for AI agents. Query live prediction market data including whale trades, market odds, trader profiles, and… | 39,483 installs | No commit datelisted | No one-command install · Source |
| 488 | 79.636 | mattijsdp-dbt-docs-mcpmcp · back-end | MCP server for dbt-core (OSS) users as the official dbt MCP only supports dbt Cloud. Supports project metadata, model and column-level lineage and dbt… | 23 stars · 8 forks | No one-command install · Source | |
| 489 | 79.676 | startreedata-pinotmcp · observability | Integrates with Apache Pinot to enable real-time analytics queries through SQL execution, table schema inspection, segment analysis, and cluster… | 17 stars · 11 forks | No one-command install · Source | |
| 490 | 80.829 | kumorfm-mcp-servermcp · back-end | Enables AI assistants to query KumoRFM for predictive analytics on relational data, including graph management, natural language to PQL conversion… | 34 stars · 5 forks | No one-command install · Source | |
| 491 | 81.008 | archimdescrypto-excel-readermcp · other | Integrates with Excel files to enable efficient processing and analysis of large spreadsheet datasets through automatic chunking and pagination. | 29 stars · 7 forks | No one-command install · Source | |
| 492 | 81.091 | instagram-mcpmcp · observability | Provides Instagram analytics, media downloads, and search capabilities through an MCP interface for use with Claude and other MCP clients. | 41 stars · 4 forks | No one-command install · Source | |
| 493 | 81.125 | universal-netlist-mcp-servermcp · ai-agents | This MCP server enables AI agents to understand and analyze electrical schematics from Cadence and Altium for comprehensive design reviews through… | 32 stars · 6 forks | No one-command install · Source | |
| 494 | 81.199 | mikusnuz-metamcp · back-end | Manage Instagram and Threads content, analytics, and engagement through Meta's Graph API v25.0. | 25 stars · 10 forks | No one-command install · Source | |
| 495 | 81.518 | kestra-workflow-orchestrationmcp · ai-agents | Integrates with Kestra workflow orchestration platform to enable natural language control of data pipelines, execution management, namespace… | 31 stars · 7 forks | No one-command install · Source | |
| 496 | 81.781 | macawls-umami-analyticsmcp · observability | Integrates with Umami Analytics to provide website statistics, visitor metrics, page views, traffic sources, and real-time active user monitoring with… | 35 stars · 6 forks | No one-command install · Source | |
| 497 | 81.946 | shimayuz-note-commcp · observability | Integrates with note.com Japanese blogging platform for article search, user profiles, and engagement analytics | 29 stars · 9 forks | No one-command install · Source | |
| 498 | 81.972 | appstore-connectmcp · auth | Integrates with Apple's App Store Connect API to provide direct access to iOS app sales reports, user analytics, app health metrics, beta testing… | 33 stars · 7 forks | No one-command install · Source | |
| 499 | 82.251 | zellerhaus-batchdata-real-estate62b6mcp · observability | Provides real estate data management through batch processing operations for handling property listings, market analytics, and property management… | 32 stars · 8 forks | No one-command install · Source | |
| 500 | 82.319 | syucream-lightdashmcp · observability | Integrates with Lightdash to enable automated reporting, data exploration, and analytics-driven decision making. | 27 stars · 12 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.