Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 60.344 | google-sheets-mcpmcp · back-end | MCP server for Google Sheets - read, write, and query spreadsheet data. | 2 stars · 5 forks | No one-command install · Source | |
| 202 | 60.262 | sisensemcp · observability | Query Sisense analytics dashboards and retrieve actionable business intelligence insights. | 7 stars · 2 forks | No one-command install · Source | |
| 202 | 60.262 | tableau-local-mcp-servermcp · back-end | Enables AI assistants to programmatically read, modify, and query Tableau workbook files (.twb and .twbx) on the local filesystem via 80 tools. | 7 stars · 2 forks | No one-command install · Source | |
| 202 | 60.262 | humio-mcpmcp · observability | A Model Context Protocol (MCP) server implementation for Humio, enabling integration with Humio's logging and analytics platform. | 7 stars · 2 forks | No one-command install · Source | |
| 205 | 60.035 | football-data-mcpmcp · observability | Provides football analytics tools including player scouting, comparisons, market-value filters, expected-goals tables, match-by-match form, team… | 6 stars · 3 forks | No one-command install · Source | |
| 205 | 60.035 | social-analytics-mcp-servermcp · back-end | Enables Instagram and Facebook analytics via the Meta Graph API, offering account insights, media analytics, and post engagement data. | 6 stars · 3 forks | No one-command install · Source | |
| 207 | 59.854 | avito-mcpmcp · back-end | Universal MCP server for the Avito API (Russia's largest classifieds marketplace), built for autonomous AI agents to operate an account hands-free… | 14 stars | No one-command install · Source | |
| 208 | 59.040 | neverinfamous-sqlitemcp · database | Advanced SQLite database server with support for JSONB, full-text search, geospatial operations, and analytics | 13 stars | No commit datelisted | No one-command install · Source |
| 209 | 59.029 | etw-mcpmcp · observability | Enables AI assistants to analyze Windows WPR/ETW traces (.etl files) using natural language queries, with features like auto-summary, CPU sampling… | 8 stars · 1 fork | No one-command install · Source | |
| 209 | 59.029 | lwtlong-ai-dev-analyticsmcp · observability | An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules. | 8 stars · 1 fork | No one-command install · Source | |
| 209 | 59.029 | betting-brain-v3mcp · devops | Provides betting intelligence and analytics tools including exposure, CLV, sharp scoring, live betting, and Fantasy402 integration, running on… | 8 stars · 1 fork | No one-command install · Source | |
| 212 | 58.969 | izaitsevfb-pytorch-treehuggermcp · devops | Provides a PyTorch CI/CD analytics API for investigating build failures, analyzing test flakiness, and monitoring performance trends across the… | 4 stars · 4 forks | No one-command install · Source | |
| 213 | 58.185 | mcp-snowflakemcp · database | A Model Context Protocol server that connects to Snowflake databases and executes SQL queries. It provides tools to list databases, schemas, tables… | 6 stars · 2 forks | No one-command install · Source | |
| 213 | 58.185 | appnova-app-store-connect-mcpmcp · observability | Enables managing your iOS app's entire lifecycle with natural language through App Store Connect, offering 48 tools across 14 categories for ASO… | 6 stars · 2 forks | No one-command install · Source | |
| 213 | 58.185 | gigapi-timeseriesmcp · database | Integrates with GigAPI Timeseries Lake to execute SQL queries, manage databases and tables, and write time-series data using InfluxDB Line Protocol… | 6 stars · 2 forks | No one-command install · Source | |
| 213 | 58.185 | einreke-sleeper-fantasy-footballmcp · back-end | Integrates with Sleeper Fantasy Football API to provide complete access to user profiles, league data, rosters, matchups, draft information, player… | 6 stars · 2 forks | No one-command install · Source | |
| 217 | 57.927 | quintonwall-airbyte-status-checkermcp · back-end | Integrates with Airbyte API to monitor data pipeline health, check connection statuses, and manage streams for real-time ETL process oversight. | 1 star · 5 forks | No one-command install · Source | |
| 218 | 57.754 | mackenly-fathom-analyticsmcp · observability | Integrates with Fathom Analytics to retrieve account information, manage sites, track events, generate reports, and monitor real-time visitor data… | 3 stars · 4 forks | No one-command install · Source | |
| 218 | 57.754 | markomitranic-vegalitemcp · other | Enables data visualization capabilities using Vega-Lite specification language to create custom charts and graphs from tabular data, with output as… | 3 stars · 4 forks | No one-command install · Source | |
| 220 | 57.364 | mcp-makermcp · back-end | Auto-generates MCP servers from any data source, enabling AI clients to query databases, spreadsheets, and APIs with zero code. | 5 stars · 3 forks | No one-command install · Source | |
| 220 | 57.364 | engineer-your-datamcp · back-end | Enables data engineers and BI professionals to perform data pipeline development, quality assurance, visualization, and API integration locally with… | 5 stars · 3 forks | No one-command install · Source | |
| 220 | 57.364 | moonbirdai-mixpanel-analyticsmcp · observability | Track analytics events in Mixpanel, supporting custom events, page views, user profiles, and signups. | 5 stars · 3 forks | No one-command install · Source | |
| 220 | 57.364 | takuya0206-bigquerymcp · database | Enables secure, read-only access to Google BigQuery databases for data exploration and SQL query execution with built-in safeguards for cost control… | 5 stars · 3 forks | No one-command install · Source | |
| 220 | 57.364 | google-sheetsmcp · auth | Integrates with Google Sheets to enable spreadsheet creation, editing, and formatting capabilities through specialized Python tools built with FastMCP… | 5 stars · 3 forks | No one-command install · Source | |
| 225 | 57.245 | tableau-lineage-mcpmcp · database | Enables AI assistants to read and audit Tableau .twbx workbooks locally, providing tools for dependency tracing, field listing, SQL queries, filters… | 7 stars · 1 fork | No one-command install · Source | |
| 225 | 57.245 | mcp-analyticsmcp · observability | Professional statistical analysis and machine learning tools with interactive HTML visualizations | 7 stars · 1 fork | No one-command install · Source | |
| 225 | 57.245 | roarkanalytics-sdk-mcpmcp · back-end | Enables AI assistants to interact with the Roark REST API, allowing them to explore endpoints, make test requests, and use documentation to help… | 7 stars · 1 fork | No one-command install · Source | |
| 225 | 57.245 | mikusnuz-gscmcp · search | Query search analytics, inspect URLs, manage sitemaps, and submit pages for indexing via Google Search Console and Indexing APIs. | 7 stars · 1 fork | No one-command install · Source | |
| 225 | 57.245 | bigcoder84-excel-bridgemcp · other | Bridges AI with Excel files, enabling reading from and writing to spreadsheets through standardized operations for data analysis, reporting, and… | 7 stars · 1 fork | No one-command install · Source | |
| 230 | 56.183 | fabric-dw-mcp-climcp · back-end | CLI and MCP server for administering Microsoft Fabric Data Warehouses and SQL Analytics Endpoints. | 10 stars | No one-command install · Source | |
| 231 | 55.515 | glassbead-tc-audiusmcp · back-end | Integrates with Audius music platform API, enabling user searches, track streaming, and playlist management for music discovery and artist analytics. | 5 stars · 2 forks | No one-command install · Source | |
| 231 | 55.515 | mcp-server-usddmcp · back-end | Enables management of USDD protocol vaults, PSM swaps, savings, and token transfers across TRON, Ethereum, and BSC, plus protocol analytics and… | 5 stars · 2 forks | No one-command install · Source | |
| 231 | 55.515 | tmg009-ibm-maximomcp · observability | Comprehensive integration with IBM Maximo Application Suite 9.x covering work orders, assets, inventory, service requests, purchase orders, preventive… | 5 stars · 2 forks | No one-command install · Source | |
| 231 | 55.515 | milofax-xert-mcpmcp · observability | MCP server for XERT cycling analytics — access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA… | 5 stars · 2 forks | No one-command install · Source | |
| 231 | 55.515 | z3z1ma-lookerctlmcp · database | Automates Looker workflows and LookML development with comprehensive parsing, validation, dependency analysis, query testing with baseline… | 5 stars · 2 forks | No one-command install · Source | |
| 236 | 55.168 | s-b-e-n-s-o-n-portkey-admin-mcpmcp · back-end | MCP server for the Portkey AI Gateway Admin API — 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more. | 6 stars · 1 fork | No one-command install · Source | |
| 236 | 55.168 | mikusnuz-umamimcp · observability | Integrates with Umami Analytics API v2 to provide comprehensive website statistics, visitor tracking, event management, custom reports, team… | 6 stars · 1 fork | No one-command install · Source | |
| 236 | 55.168 | dkships-substack-publishermcp · back-end | Queries Substack post analytics, subscriber counts, and publication data through the official Publisher API. | 6 stars · 1 fork | No one-command install · Source | |
| 236 | 55.168 | dikshitrj-quickfillmcp · browser | Render interactive browser-based UIs instantly for rapid prototyping and data visualization. | 6 stars · 1 fork | No one-command install · Source | |
| 236 | 55.168 | gh-bradvin-wp-analyticsmcp · back-end | WordPress plugin exposing Google Search Console and Google Analytics 4 data through a REST endpoint. | 6 stars · 1 fork | No one-command install · Source | |
| 236 | 55.168 | enesbol-gcpmcp · devops | Enables developers to manage and interact with Google Cloud Platform resources like Compute Engine, Cloud Run, BigQuery, and Cloud Storage through a… | 6 stars · 1 fork | No one-command install · Source | |
| 242 | 53.985 | oitvoip-mcp-servermcp · back-end | A Model Context Protocol (MCP) server that provides AI agents with seamless access to the NetSapiens VoIP platform for user management, call… | 4 stars · 3 forks | No one-command install · Source | |
| 242 | 53.985 | tableau-mcp-servermcp · back-end | Enables reading and writing to Tableau Server or Tableau Cloud via the REST API, supporting operations on sites, projects, workbooks, views, and data… | 4 stars · 3 forks | No one-command install · Source | |
| 242 | 53.985 | climactic-umamimcp · back-end | MCP server providing 48 tools for read/write access to Umami Analytics data including statistics, sessions, events, and funnels. | 4 stars · 3 forks | No one-command install · Source | |
| 242 | 53.985 | alkemi-datamcp · database | Connects to Alkemi's cloud service for natural language database querying across Snowflake, Google BigQuery, and DataBricks with bearer token… | 4 stars · 3 forks | No one-command install · Source | |
| 242 | 53.985 | brooksian-ssbmcp · database | Integrates with SQL Stream Builder and Cloudera Data Platform to enable real-time stream processing management, SQL query execution, job lifecycle… | 4 stars · 3 forks | No one-command install · Source | |
| 242 | 53.985 | talknerdytome-labs-google-sheets-analyticsmcp · database | Syncs Google Sheets data to a local SQLite database with intelligent caching and change detection, enabling natural language queries and cross-sheet… | 4 stars · 3 forks | No one-command install · Source | |
| 242 | 53.985 | tylerstoltz-odbcmcp · database | Enables secure, read-only access to any ODBC-compatible database through tools for listing connections, testing connectivity, retrieving schemas, and… | 4 stars · 3 forks | No one-command install · Source | |
| 249 | 53.790 | gxjansen-transistormcp · back-end | Integrates with Transistor.fm's API to manage podcasts, episodes, analytics, and subscribers for automating podcast workflows. | 1 star · 4 forks | No one-command install · Source | |
| 250 | 53.186 | dannykeane-figmanagemcp · front-end | Manages Figma organization workspaces including seats, teams, projects, permissions, and analytics. | 8 stars | No one-command install · Source | |
| 251 | 52.498 | talonicmcp · other | Extracts structured, schema-validated data from PDFs, scans, images, spreadsheets, and forms. | 5 stars · 1 fork | No one-command install · Source | |
| 251 | 52.498 | fr0ster-sap-cloud-almmcp · observability | Provides AI agents access to SAP Cloud ALM through 54 tools spanning features, tasks, test cases, documents, projects, hierarchy, analytics, logs, and… | 5 stars · 1 fork | No one-command install · Source | |
| 251 | 52.498 | railsware-coupler-iomcp · database | Integrates with Coupler.io data flows to provide direct access to analytics from hundreds of connected data sources through tools for discovering… | 5 stars · 1 fork | No one-command install · Source | |
| 251 | 52.498 | gh-nearestnabors-webcomic-sitemcp · devops | Template framework for building MCP-enabled webcomic archives deployable as static sites and Netlify Functions. | 5 stars · 1 fork | No one-command install · Source | |
| 251 | 52.498 | fellowabhi-controlapi-openapimcp · back-end | Converts OpenAPI specifications into executable MCP tools with dynamic server switching | 5 stars · 1 fork | No one-command install · Source | |
| 251 | 52.498 | davidamom-snowflakemcp · database | Provides secure access to Snowflake databases with robust connection management, supporting both password and key pair authentication for SQL query… | 5 stars · 1 fork | No one-command install · Source | |
| 251 | 52.498 | sedwardstx-log-analyzermcp · observability | Analyzes Windows Event Logs, ETL files, structured logs, and unstructured text through specialized parsers with caching, providing real-time system… | 5 stars · 1 fork | No one-command install · Source | |
| 251 | 52.498 | liuscraft-supersetmcp · other | Bridges Apache Superset with TypeScript to enable direct interaction with data visualization dashboards, allowing querying, analysis, and… | 5 stars · 1 fork | No one-command install · Source | |
| 259 | 52.443 | liteapi-mcp-servermcp · back-end | Enables interaction with LiteAPI's hotel booking and travel services through MCP tools, supporting search, booking, vouchers, analytics, and more. | 3 stars · 3 forks | No one-command install · Source | |
| 260 | 52.135 | aegis-dq-aegis-dqmcp · database | Agentic data quality framework that runs structured rules against warehouses (DuckDB, BigQuery, Athena, Databricks, Postgres), diagnoses failures with… | 4 stars · 2 forks | No one-command install · Source | |
| 260 | 52.135 | jayozer-outscrapermcp · search | Integrates with Outscraper's data extraction services to provide Google Maps business search, review extraction, photo retrieval, directions planning… | 4 stars · 2 forks | No one-command install · Source | |
| 260 | 52.135 | analytics-usa-gov-mcp-servermcp · back-end | Enables LLMs to query and analyze government website analytics from analytics.usa.gov via the Model Context Protocol, supporting single report… | 4 stars · 2 forks | No one-command install · Source | |
| 260 | 52.135 | krishnapramodparupudi-kagglemcp · back-end | Integrates with Kaggle's API to provide access to competition lists, leaderboards, dataset searches, model browsing, and configuration options for… | 4 stars · 2 forks | No one-command install · Source | |
| 260 | 52.135 | r-huijts-portkey-adminmcp · back-end | Provides a comprehensive administrative interface for managing Portkey AI platform users, workspaces, configurations, and cost analytics through a… | 4 stars · 2 forks | No one-command install · Source | |
| 260 | 52.135 | dana-k-williams-singlestoremcp · database | Integrates with SingleStore databases to enable efficient querying and data operations for large-scale, real-time analytics applications. | 4 stars · 2 forks | No one-command install · Source | |
| 260 | 52.135 | ibrookssdx-opensearchmcp · observability | Integrates with OpenSearch to enable powerful full-text search, data aggregation, and real-time analytics capabilities for applications requiring… | 4 stars · 2 forks | No one-command install · Source | |
| 267 | 51.401 | convalyticsmcp · observability | Read-only analytics for Convex apps, queryable from Claude, Cursor, and other AI clients. | 7 stars | No one-command install · Source | |
| 267 | 51.401 | w2xi-echartsmcp · back-end | Generates ECharts visualizations as PNG images from JavaScript configuration objects, processing chart dimensions and configurations through… | 7 stars | No one-command install · Source | |
| 269 | 50.895 | pnetlab-mcp-servermcp · ai-agents | Enables programmatic control of a PNETLab network-emulation lab via natural language, allowing users to build topologies, wire links, push device… | 2 stars · 3 forks | No one-command install · Source | |
| 269 | 50.895 | aureuserpmcp · other | Exposes ERP business intelligence tools and developer introspection capabilities for the AureusERP Laravel platform. | 2 stars · 3 forks | No one-command install · Source | |
| 269 | 50.895 | jetbalsa-opensearch-analyticsmcp · observability | Enables security analysts to query, analyze, and visualize Wazuh security logs stored in OpenSearch databases for efficient incident investigation and… | 2 stars · 3 forks | No one-command install · Source | |
| 272 | 49.118 | tools-mcp-vessel-trafficmcp · back-end | Read-only MCP server for vessel AIS data, ship tracking, carrier schedules, and maritime analytics via BYOK providers. | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | tomtom-traffic-analyticsmcp · back-end | Provides 8 tools for analyzing real-time and historical traffic patterns via TomTom's MOVE portal and Developer API. | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | mcp-eddmcp · back-endalso listed as verygoodplugins-edd | MCP server for Easy Digital Downloads REST API, enabling access to sales data, customers, products, and analytics from your EDD store. | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | jlceda-codex-mcp-bridgemcp · other | Bridges JLCPCB/Lichuang EDA Pro with MCP clients to export and analyze schematic/PCB DRC, netlists, and BOMs, enabling automated diagnostics and data… | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | pocketlanternmcp · ai-agents | Blocker-aware decision layer for coding agents, grounded in source-linked, time-sensitive facts. | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | overture-maps-mcp-servermcp · ai-agents | An MCP server that provides AI agents with geospatial analytics by querying Overture Maps data directly from S3, enabling place analytics, building… | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | center2055-discordmcp · back-end | Comprehensive Discord bot management with server administration, messaging, moderation, and analytics. | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | mcp-plotsmcp · other | Create data visualizations as Mermaid charts, PNG images, or text | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | msaltnet-excel-searchmcp · search | Searches and reads Excel files from local directories with tools for discovering spreadsheet files, converting worksheets to JSON format, and finding… | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | general-purpose-snowflake-mcp-servermcp · back-end | Enables AI assistants to securely access Snowflake data warehouses through natural language, executing SQL queries and retrieving insights with… | 4 stars · 1 fork | No one-command install · Source | |
| 272 | 49.118 | agentmodemcp · back-end | All-in-one server that connects your coding AI to dozens of databases, data warehouses, data pipelines, cloud services, and more. | 4 stars · 1 fork | No one-command install · Source | |
| 284 | 48.479 | hosakakeigo-spreadsheetmcp · search | Integrates with Google Spreadsheets to enable retrieval and manipulation of spreadsheet data for analysis, reporting, and automated information… | 1 star · 3 forks | No one-command install · Source | |
| 285 | 48.150 | franccesco-bloom-growthmcp · back-end | Integrates with Bloom Growth's GraphQL API to enable interaction with growth management and analytics tools for AI-assisted workflows. | 4 forks | No one-command install · Source | |
| 286 | 47.273 | gymcam-analyticsmcp · observability | Enables AI agents to query gym analytics—class attendance, trainer performance, and revenue insights—from existing CCTV camera feeds without new… | 3 stars · 2 forks | No one-command install · Source | |
| 286 | 47.273 | gavxm-ani-mcpmcp · back-end | MCP server for AniList with taste-aware recommendations, watch analytics, social tools, and full list management. | 3 stars · 2 forks | No one-command install · Source | |
| 286 | 47.273 | gcp-mcp-servermcp · back-end | Model Context Protocol server for Google Cloud Platform, enabling interaction with Resource Manager, Compute Engine, Cloud Storage, BigQuery, Pub/Sub… | 3 stars · 2 forks | No one-command install · Source | |
| 286 | 47.273 | shouting-langfusemcp · observability | Connects AI models to Langfuse analytics workspaces, enabling access to LLM performance metrics by time range for monitoring and analysis. | 3 stars · 2 forks | No one-command install · Source | |
| 286 | 47.273 | quintonwall-fast-pyairbytemcp · database | Generates complete Python data pipeline scripts by automatically retrieving Airbyte connector specifications from a vector store and producing… | 3 stars · 2 forks | No one-command install · Source | |
| 291 | 46.654 | labs64-netlicensing-mcpmcp · back-end | The official NetLicensing MCP Server is a natural language interface that enables agentic applications to manage the full software licensing lifecycle… | 5 stars | No one-command install · Source | |
| 291 | 46.654 | crude-code-mcp-servermcp · back-end | An oil & gas data-analytics MCP server that enables guarded SQL queries, well valuation, and map rendering within chat apps. | 5 stars | No one-command install · Source | |
| 291 | 46.654 | snowflake-mcp-servermcp · auth | Provides secure, read-only access to Snowflake data warehouses, enabling AI assistants to explore schemas, write queries, and analyze data with SSO… | 5 stars | No one-command install · Source | |
| 291 | 46.654 | google-search-consolemcp · search | Enables querying Google Search Console data, including search analytics, indexing status, and sitemap management, through natural language… | 5 stars | No one-command install · Source | |
| 291 | 46.654 | xlsx-for-aimcp · ai-agents | 50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit… | 5 stars | No one-command install · Source | |
| 291 | 46.654 | ironcalc-mcpmcp · ai-agents | Enables AI agents to directly create, read, edit, and save Excel (.xlsx) spreadsheets using natural language through the Model Context Protocol… | 5 stars | No one-command install · Source | |
| 291 | 46.654 | dbechomcp · database | An MCP server that gives AI agents direct read-only access to PostgreSQL databases, enabling natural language analytics through tools for schema… | 5 stars | No one-command install · Source | |
| 291 | 46.654 | cdata-acumaticamcp · database | Connects to enterprise databases through JDBC drivers, enabling SQL query execution and metadata exploration across various data sources including… | 5 stars | No one-command install · Source | |
| 291 | 46.654 | clado-ai-linkedinmcp · observability | Integrates with LinkedIn through Clado AI platform to provide professional data enrichment, contact discovery, profile scraping, and engagement… | 5 stars | No commit datelisted | No one-command install · Source |
| 300 | 44.256 | smolanalyticsmcp · back-end | MCP server that provides product and web analytics capabilities, allowing AI coding assistants to query funnels, retention, trends, feature flags, A/B… | 3 stars · 1 fork | 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.