Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 99.732 | mindsdbmcp · database | MindsDB allows applications to answer questions over large-scale federated data—spanning databases, data warehouses, and SaaS applications. | 39,680 stars · 6,240 forks | No one-command install · Source | |
| 2 | 99.657 | claude-code-templatescli · ai-agents | A collection of Claude Code resources from every category, from slash commands to hooks and agents, with a web interface that includes a usage… | 30,488 stars · 3,458 forks | No one-command install · Source | |
| 3 | 99.113 | claude-code-usage-monitorcli · observability | A real-time terminal-based tool for monitoring Claude Code token usage. It shows live token consumption, burn rate, and predictions for token… | 8,668 stars · 458 forks | No one-command install · Source | |
| 4 | 98.894 | haris-musa-excelmcp · github-vcs | Enables Excel file manipulation without Microsoft Excel installation using openpyxl, providing workbook operations, data validation detection… | 4,149 stars · 457 forks | No one-command install · Source | |
| 5 | 98.891 | antv-chart-generatormcp · other | Enables AI to generate data visualizations using AntV's charting capabilities, supporting various chart types from structured data without requiring… | 4,347 stars · 415 forks | No one-command install · Source | |
| 6 | 98.798 | google-analyticsmcp · observability | Integrates with Google Analytics to retrieve website traffic metrics, user behavior data, conversion tracking, and performance insights for analytics… | 3,100 stars · 673 forks | No one-command install · Source | |
| 7 | 98.792 | langwatchobservability · observability | LangWatch provides real-time LLM analytics, guardrails, and evaluation pipelines with a visual studio for monitoring multi-step agent conversations. | 3,522 stars · 362 forks | No one-command install · Source | |
| 8 | 98.377 | nteract-semioticmcp · front-end | React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose… | 2,691 stars · 137 forks | No one-command install · Source | |
| 9 | 97.922 | xing5-google-sheetsmcp · auth | Integrates with Google Drive and Google Sheets to create, read, update, and manage spreadsheets with support for both OAuth and service account… | 994 stars · 241 forks | No one-command install · Source | |
| 10 | 97.739 | negokaz-excelmcp · other | Integrates with Microsoft Excel to enable reading and writing of text data in xlsx files for spreadsheet manipulation and analysis tasks. | 1,017 stars · 128 forks | No one-command install · Source | |
| 11 | 97.274 | kruskal-labs-toolfrontmcp · database | Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools for schema… | 871 stars · 67 forks | No one-command install · Source | |
| 12 | 97.215 | dbtmcp · other | Provides a bridge between dbt (data build tool) resources and natural language interfaces, enabling execution of CLI commands, discovery of model… | 602 stars · 127 forks | No one-command install · Source | |
| 13 | 97.002 | frappe-assistant-coremcp · observability | MCP server that enables LLMs to interact with ERPNext/Frappe sites for document CRUD, search, reports, workflows, and analytics, respecting user… | 296 stars · 179 forks | No one-command install · Source | |
| 14 | 96.929 | pab1it0-prometheusmcp · observability | Connects AI systems to Prometheus monitoring infrastructure for executing PromQL queries, discovering metrics, and retrieving target metadata to… | 513 stars · 100 forks | No one-command install · Source | |
| 15 | 96.744 | centralmind-gatewaymcp · database | MCP and MCP SSE Server that automatically generate API based on database schema and data. Supports PostgreSQL, Clickhouse, MySQL, Snowflake, BigQuery… | 547 stars · 64 forks | No one-command install · Source | |
| 16 | 96.488 | executeautomation-database-servermcp · database | Enables direct interaction with SQLite and SQL Server databases through a modular adapter architecture for data analysis, database management, and… | 380 stars · 97 forks | No one-command install · Source | |
| 17 | 96.219 | snowflakemcp · database | Bridges AI applications with Snowflake's data platform for database interaction | 296 stars · 107 forks | No one-command install · Source | |
| 18 | 96.157 | isaacphi-gdrivemcp · other | Integrates Google Drive and Sheets functionality for file operations and spreadsheet data manipulation. | 283 stars · 105 forks | No one-command install · Source | |
| 19 | 95.863 | phosphoobservability · observability | Phospho is a text analytics and evaluation platform for LLM apps — logs sessions, runs clustering, detects failures, and surfaces actionable insights. | 439 stars · 35 forks | No one-command install · Source | |
| 20 | 95.545 | bagelmcp · database | MCP server for chatting with physical-world data from robotics, drones, automotive, and IoT sources using natural language. It generates auditable SQL… | 396 stars · 30 forks | No one-command install · Source | |
| 21 | 95.478 | isaacwasserman-snowflakemcp · database | Run SQL queries and other interactions against Snowflake databases | 186 stars · 84 forks | No one-command install · Source | |
| 22 | 95.424 | sylvianai-excel-agentmcp · ai-agents | Enables natural language manipulation of Excel spreadsheets including cell operations, formula management, formatting, data validation, and pivot… | 303 stars · 38 forks | No one-command install · Source | |
| 23 | 95.189 | surendranb-google-analyticsmcp · observability | Integrates with Google Analytics 4 to retrieve metrics, dimensions, and customized reports with flexible date ranges for analyzing website performance… | 242 stars · 48 forks | No one-command install · Source | |
| 24 | 95.092 | mux-video-datamcp · observability | Integrates with Mux's Video and Data platform to enable video upload, live stream management, analytics querying, and performance metrics tracking… | 181 stars · 71 forks | No one-command install · Source | |
| 25 | 95.004 | jordanburke-redditmcp · auth | Integrates with Reddit's API to provide read and write access for fetching posts, comments, user profiles, subreddit information, searching content… | 239 stars · 41 forks | No one-command install · Source | |
| 26 | 94.790 | patrickfreyer-apple-mailmcp · observability | Integrates with Apple Mail through AppleScript automation to provide complete email management including unified search, batch operations… | 201 stars · 52 forks | No one-command install · Source | |
| 27 | 94.750 | aptro-supersetmcp · back-end | Integrates with Apache Superset to enable data visualization, SQL query execution, dashboard management, and analytics workflows through authenticated… | 190 stars · 59 forks | No one-command install · Source | |
| 28 | 94.255 | eniayomi-gcpmcp · devops | Integrates with Google Cloud Platform services, providing tools for interacting with Compute Engine, Cloud Storage, Cloud Functions, Cloud Run… | 200 stars · 32 forks | No one-command install · Source | |
| 29 | 93.954 | gongrzhe-quickchartmcp · other | Integrates with QuickChart to enable dynamic generation of charts and graphs for data visualization tasks. | 159 stars · 43 forks | No one-command install · Source | |
| 30 | 93.703 | sulaiman013-powerbimcp · back-end | Integrates with Power BI datasets through XMLA endpoints to enable natural language data analysis by automatically translating questions into… | 123 stars · 51 forks | No one-command install · Source | |
| 31 | 93.521 | dev-mirzabicer-ticktick-sdkmcp · back-end | Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits… | 141 stars · 40 forks | No one-command install · Source | |
| 32 | 93.458 | mkummer225-google-sheetsmcp · back-end | Integrates with Google Sheets API to enable direct creation, reading, and editing of spreadsheets for data analysis and collaborative document… | 138 stars · 40 forks | No one-command install · Source | |
| 33 | 93.347 | ergut-bigquerymcp · other | Securely query and analyze Google BigQuery datasets via natural language. | 147 stars · 32 forks | No one-command install · Source | |
| 34 | 93.243 | lucashild-bigquerymcp · database | Inspect schemas and execute SQL queries on Google BigQuery. | 130 stars · 39 forks | No one-command install · Source | |
| 35 | 93.072 | posthog-mcpmcp · observability | Enables interaction with PostHog analytics platform, allowing users to list projects, create annotations, and search insights through natural language… | 5 forks · passed install test | No one-command install · Source | |
| 36 | 93.068 | suthio-redashmcp · other | Integrates with Redash data visualization platform to enable natural language querying, dashboard creation, and data source management for analyzing… | 100 stars · 45 forks | No one-command install · Source | |
| 37 | 92.791 | microsoft-clarity-analyticsmcp · observability | Enables AI to fetch and analyze Microsoft Clarity website analytics data including metrics like scroll depth, engagement time, and traffic with… | 114 stars · 37 forks | No one-command install · Source | |
| 38 | 92.629 | teslamatemcp · database | Provides access to TeslaMate database analytics for querying Tesla vehicle data including battery health, charging patterns, driving efficiency… | 140 stars · 22 forks | No one-command install · Source | |
| 39 | 91.862 | isaacwasserman-vega-lite-data-visualizationmcp · other | Create data visualizations using Vega-Lite syntax by saving data tables and generating charts. | 100 stars · 27 forks | No one-command install · Source | |
| 40 | 91.647 | viberankcli · auth | A community-driven leaderboard tool that enables developers to visualize, track, and compete based on their Claude Code usage statistics. It features… | 115 stars · 18 forks | No one-command install · Source | |
| 41 | 91.607 | legion-databasemcp · database | Enables natural language querying and management of multiple database types (PostgreSQL, MySQL, SQL Server, BigQuery) for data analysis, business… | 94 stars · 27 forks | No one-command install · Source | |
| 42 | 91.533 | netlifymcp · devops | Integrates with Netlify's platform for complete site management including project operations, deployments with zip uploads, team administration… | 59 stars · 37 forks | No one-command install · Source | |
| 43 | 91.166 | isnow890-naver-search-mcpmcp · back-end | MCP server for Naver Search API integration, supporting blog, news, shopping search and DataLab analytics features. | 84 stars · 27 forks | No one-command install · Source | |
| 44 | 91.135 | metabase-mcpmcp · database | Enables AI assistants to interact with Metabase for querying databases, executing SQL, managing dashboards, and automating analytics workflows. | 73 stars · 32 forks | No one-command install · Source | |
| 45 | 91.134 | metabase-mcp-servermcp · back-end | Enables AI assistants to interact with Metabase's analytics platform, managing dashboards, cards, databases, and tables via the Model Context… | 59 stars · 34 forks | No one-command install · Source | |
| 46 | 90.799 | easecloudio-metabasemcp · database | Integrates with Metabase business intelligence platform to provide dashboard management, query execution, database connectivity with SQL capabilities… | 81 stars · 24 forks | No one-command install · Source | |
| 47 | 90.422 | trackline-remnawavemcp · observability | Integrates with Remnawave VPN proxy management panel for user accounts, node configuration, traffic analytics, and subscription handling. | 89 stars · 16 forks | No one-command install · Source | |
| 48 | 90.408 | skanga-database-querymcp · database | Provides direct database access and querying capabilities across H2, PostgreSQL, MySQL, Oracle, SQL Server, Snowflake, and BigQuery with connection… | 97 stars · 14 forks | No one-command install · Source | |
| 49 | 90.116 | couchbase-ecosystemmcp · database | Connect to Couchbase clusters for document management, SQL++ queries, and performance analytics | 34 stars · 33 forks | No one-command install · Source | |
| 50 | 90.012 | tinybirdco-tinybirdmcp · observability | Query and analyze large datasets using Tinybird analytics. | 79 stars · 17 forks | No one-command install · Source | |
| 51 | 89.665 | henryhaoson-yuquemcp · devops | Integrates with Yuque knowledge base platform to enable document management operations, content search, and team analytics through a flexible server… | 69 stars · 20 forks | No one-command install · Source | |
| 52 | 89.464 | ruchernchong-google-analyticsmcp · observability | Integrates GA4 data to provide web analytics metrics and insights for analyzing website performance and user engagement. | 71 stars · 17 forks | No one-command install · Source | |
| 53 | 89.227 | apache-echartsmcp · back-end | Generates data visualization charts by accepting minimal parameters like chart type, data, title, and series name, then renders them server-side and… | 84 stars · 11 forks | No one-command install · Source | |
| 54 | 88.921 | slingdata-slingmcp · database | Data integration tool for querying databases, running data pipelines, and managing replications across 30+ systems | 72 stars · 13 forks | No one-command install · Source | |
| 55 | 88.916 | excel-automation-cppmcp · github-vcs | Provides Excel file manipulation capabilities through OpenXLSX, enabling creation, editing, and formatting of spreadsheets with cell operations… | 79 stars · 11 forks | No one-command install · Source | |
| 56 | 88.838 | datawiz168-snowflakemcp · database | Integration with Snowflake databases, enabling execution of SQL queries and analysis of enterprise data. | 45 stars · 25 forks | No one-command install · Source | |
| 57 | 88.769 | mailgunmcp · back-end | Integrates with Mailgun's email service API to enable sending emails and retrieving delivery statistics through over 30 endpoints including message… | 58 stars · 21 forks | No one-command install · Source | |
| 58 | 88.475 | agentic-ops-real-estatemcp · database | Provides mock real estate data management with property listings, agent profiles, client databases, and market analytics for Riverside, California… | 56 stars · 20 forks | No one-command install · Source | |
| 59 | 87.718 | cornmcpmcp · ai-agents | Enables AI coding agents to perform surgical code analysis, semantic memory, and quality enforcement via 18 specialized MCP tools, with a real-time… | 66 stars · 10 forks | No one-command install · Source | |
| 60 | 87.462 | infatoshi-xmcp · back-end | Full X API access for posting, searching, reading, engagement, media upload, and analytics. | 52 stars · 15 forks | No one-command install · Source | |
| 61 | 87.358 | guillochon-mlb-statsmcp · observability | Integrates with MLB Stats API and pybaseball to provide real-time baseball statistics, game schedules, player data including sabermetrics, team… | 57 stars · 12 forks | No one-command install · Source | |
| 62 | 86.880 | dbt-doctormcp · back-end | AI-driven MCP server that audits, profiles, detects schema drift, and auto-generates documentation for dbt projects, enabling natural language… | 133 stars · 4 forks | No one-command install · Source | |
| 63 | 86.733 | call518-airflow-apimcp · observability | Integrates with Apache Airflow clusters through REST API to provide complete workflow management including DAG operations, task monitoring, pool and… | 51 stars · 12 forks | No one-command install · Source | |
| 64 | 86.211 | zhiweixu-excelmcp · other | Enables direct interaction with Excel files for reading sheet names, extracting data, and managing workbook caching to improve performance with large… | 49 stars · 11 forks | No one-command install · Source | |
| 65 | 86.171 | sap-datasphere-mcp-servermcp · back-end | Production-ready MCP server that enables AI assistants to seamlessly interact with SAP Datasphere environments for real tenant data discovery… | 44 stars · 14 forks | No one-command install · Source | |
| 66 | 86.066 | bintocher-qlik-sensemcp · back-end | Integrates with Qlik Sense Enterprise through Repository and Engine APIs to enable querying data models, managing applications and users, extracting… | 41 stars · 16 forks | No one-command install · Source | |
| 67 | 85.914 | lishenxydlgzs-aws-athenamcp · database | Integrates with AWS SDK to execute SQL queries against Athena databases, enabling large-scale data analysis and business intelligence for AWS data… | 41 stars · 15 forks | No one-command install · Source | |
| 68 | 85.226 | psu3d0-spreadsheet-kitmcp · auth | Agent-safe Excel workbook analysis, editing, formula recalculation, and verification tools with dry-run previews and stateful sessions. | 54 stars · 7 forks | No one-command install · Source | |
| 69 | 85.201 | tencent-cloud-object-storagemcp · search | Bridges AI assistants with Tencent Cloud Object Storage services, enabling file management, metadata retrieval, and storage analytics operations | 38 stars · 14 forks | No one-command install · Source | |
| 70 | 84.840 | amazon-sp-api-mcp-servermcp · back-end | Connects Claude to Amazon Seller Central via the SP-API for natural language queries on sales, inventory, reports, fees, reimbursements, and… | 47 stars · 8 forks | No one-command install · Source | |
| 71 | 84.800 | dragonkhoi-mixpanelmcp · back-end | Integrates with Mixpanel's API to enable querying of events data, retention, and funnels for on-demand analytics and custom report generation. | 19 stars · 18 forks | No one-command install · Source | |
| 72 | 84.560 | leadmagic-smartleadmcp · observability | Integrates with SmartLead's cold email outreach platform to manage campaigns, leads, email accounts, and analytics with smart tool loading that… | 21 stars · 17 forks | No one-command install · Source | |
| 73 | 84.439 | holoviz-mcpmcp · back-end | A comprehensive MCP server that provides intelligent access to the HoloViz ecosystem, enabling AI assistants to help you build interactive dashboards… | 34 stars · 14 forks | No one-command install · Source | |
| 74 | 84.259 | kazz187-google-spreadsheetmcp · other | Integrates with Google Drive and Sheets to enable document management, file operations, and spreadsheet manipulation without switching contexts. | 51 stars · 6 forks | No one-command install · Source | |
| 75 | 84.201 | data-product-mcpmcp · ai-agents | Enables AI agents to discover, request access to, and query data products in Data Mesh Manager, enforcing governance policies while retrieving… | 46 stars · 7 forks | No one-command install · Source | |
| 76 | 83.925 | hellotinah-google-workspacemcp · auth | Integrates with Google Workspace to provide OAuth2-authenticated access to Sheets and Forms APIs for creating, reading, and managing spreadsheets and… | 36 stars · 10 forks | No one-command install · Source | |
| 77 | 83.587 | thoughtspotmcp · auth | OAuth-based analytics data querying from ThoughtSpot instances | 33 stars · 11 forks | No one-command install · Source | |
| 78 | 83.288 | cursor-chat-historymcp · observability | Analyzes local Cursor chat history to extract development patterns, usage insights, and coding best practices with tools for searching conversations… | 33 stars · 10 forks | No one-command install · Source | |
| 79 | 83.280 | spicebridgemcp · front-end | AI-powered circuit design through simulation — an MCP server that gives language models direct access to SPICE circuit simulation via ngspice… | 37 stars · 8 forks | No one-command install · Source | |
| 80 | 83.134 | makingchatbots-genesys-cloudmcp · observability | Provides a bridge between contact center analytics and routing data in Genesys Cloud, enabling conversational business intelligence through queue… | 31 stars · 11 forks | No one-command install · Source | |
| 81 | 83.070 | etweisberg-mlb-statsmcp · back-end | Integrates with MLB Stats API and pybaseball library to provide comprehensive baseball statistics, Statcast data, player lookups, team standings… | 32 stars · 10 forks | No one-command install · Source | |
| 82 | 82.907 | iwork-mcpmcp · back-end | An MCP server that provides 113 tools for automating Apple iWork apps (Numbers, Pages, Keynote) via JavaScript for Automation, enabling AI assistants… | 35 stars · 8 forks | No one-command install · Source | |
| 83 | 82.902 | lumino-mcp-servermcp · observability | An open source MCP server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift… | 11 stars · 17 forks | No one-command install · Source | |
| 84 | 82.840 | gh-ralfbecher-orionbelt-analyticsmcp · observabilityalso listed as io-github-ralfbecher-orionbelt-analytics | Ontology-based database schema analysis and RDF/OWL ontology generation. | 46 stars · 5 forks | No one-command install · Source | |
| 86 | 82.790 | logisheets-mcpmcp · observability | Enables AI agents to work with a real Excel-compatible spreadsheet engine, allowing them to create and manipulate structured data blocks, write and… | 28 stars · 13 forks | No one-command install · Source | |
| 87 | 82.609 | hyeongjun-dev-metabasemcp · database | Connects to Metabase analytics platforms to enable conversational access to business intelligence data through tools for listing dashboards, executing… | 36 stars · 7 forks | No one-command install · Source | |
| 88 | 82.561 | capetlevrai-clipboard-visionmcp · other | Clipboard image analysis and OCR for text-only AI models using Groq Llama-4 Scout vision. | 44 stars · 5 forks | No one-command install · Source | |
| 89 | 82.544 | gh-akougkas-zulipchatmcp · observability | Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics. | 27 stars · 13 forks | No one-command install · Source | |
| 90 | 82.456 | apple-store-connect-mcp-servermcp · back-end | Enables management of iOS/macOS apps, TestFlight builds, app metadata, analytics, and more through natural language interactions with Apple Store… | 31 stars · 9 forks | No one-command install · Source | |
| 91 | 82.383 | bigquery-mcp-server-2mcp · ai-agents | An MCP server for BigQuery that lets Claude answer questions about your search and analytics data, providing real analysis with verdicts and… | 43 stars · 5 forks | No one-command install · Source | |
| 92 | 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 | |
| 93 | 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 | |
| 94 | 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 | |
| 95 | 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 | |
| 96 | 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 | |
| 97 | 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 | |
| 98 | 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 | |
| 99 | 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 | |
| 100 | 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 |
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.