Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 | |
| 301 | 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 |
| 305 | 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 | |
| 305 | 44.256 | dbt-core-mcpmcp · other | Enables interaction with dbt projects via the Model Context Protocol for data analysis and insights. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | orionbelt-semantic-layer-mcpmcp · database | MCP server for the OrionBelt Semantic Layer. Enables LLMs to explore governed semantic models, compile YAML metric definitions into optimized SQL… | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | garmin-local-mcpmcp · back-end | Local-first Garmin data warehouse with an analysis-grade MCP server. Sync once, analyze forever, even when the API is down. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | wqaetly-memosmcp · ai-agents | MCP server for MemOS local memory management, providing tools to add, search, delete, and manage memory entries and user profiles. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | localdata-mcp-servermcp · ai-agents | Gives LLM agents access to local and remote data via databases, files, graphs, and structured documents, along with a full data science toolkit for… | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | dataraummcp · database | Rich metadata context engine for AI-driven data analytics with semantic profiling and SQL execution. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | sellersprite-mcpmcp · back-end | Enables AI agents to access and query SellerSprite's Amazon seller analytics data through structured MCP tools, handling authentication and API… | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | oluwatunmise-olat-mcp-server-logs-sievemcp · observability | Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | ageborn-dev-vapimcp · devopsalso listed as vapi-mcp-server | Integrates with Vapi voice AI platform to manage assistants, calls, phone numbers, workflows, and analytics while enabling voice infrastructure… | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | gwhthompson-gristmcp · database | Integrates with Grist spreadsheet-database for document management, data queries, and schema operations. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | pcfvw-arangodb-asyncmcp · database | Provides async ArangoDB database operations with 46 tools for graphs, queries, multi-tenancy, and analytics. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | datawrapper-mcp-servermcp · back-end | Enables interaction with the Datawrapper API to create, manage, and publish data visualizations through natural language. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | ga4-bigquery-semantic-layermcp · back-end | Exposes a semantic layer on GA4 event data in BigQuery via an MCP server for consistent querying. | 3 stars · 1 fork | No one-command install · Source | |
| 305 | 44.256 | renant-tabnewsmcp · back-end | Provides access to TabNews content through API tools for retrieving listings, user posts, comments, and analytics data without requiring direct API… | 3 stars · 1 fork | No one-command install · Source | |
| 321 | 43.498 | build-vaultmcp · database | Transforms The Build Podcast into a searchable knowledge base using hybrid vector and full-text search, providing semantic search across business… | 2 stars · 2 forks | No one-command install · Source | |
| 321 | 43.498 | andrewkkchan-fivetranmcp · back-end | Integrates with Fivetran's REST API to manage data pipelines through user invitations, connection discovery, and sync operations with automated… | 2 stars · 2 forks | No one-command install · Source | |
| 321 | 43.498 | gotalab-bigquery-analysismcp · database | Enables safe SQL query execution on Google BigQuery datasets with built-in safeguards that prevent data manipulation and limit query size to 1 TB. | 2 stars · 2 forks | No one-command install · Source | |
| 324 | 43.275 | theyahia-tgstat-mcpmcp · back-end | MCP server for TGStat API that provides analytics for Telegram channels, including search, posts, statistics, mentions, and comparison across 8 tools. | 4 stars | No one-command install · Source | |
| 324 | 43.275 | netlab-mcpmcp · ai-agents | Wraps ipspace/netlab as an engine to give LLMs access to validated, lab-tested network device configurations instead of hallucinated ones. | 4 stars | No one-command install · Source | |
| 324 | 43.275 | thenodon-parseablemcp · observability | Integrates with Parseable log analytics platform for querying log streams, executing SQL queries with time-based filtering, and retrieving schema… | 4 stars | No one-command install · Source | |
| 324 | 43.275 | business-analytics-ragmcp · search | Combines business analytics capabilities for statistical operations on CSV data with RAG-powered knowledge retrieval from business documents… | 4 stars | No one-command install · Source | |
| 324 | 43.275 | apache-beam-mcp-servermcp · back-end | Enables AI-controlled management of Apache Beam data pipelines across different runners (Flink, Spark, Dataflow, Direct) via the Model Context… | 4 stars | No one-command install · Source | |
| 329 | 41.082 | odoo-pulsemcp · observability | An AI business analyst for your Odoo ERP. Ask one question, get one answer — numbers, highlights, risks, and a verdict (on-track / at-risk /… | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | linklymcp · observability | URL shortening and link management platform with click tracking and analytics | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | flashalphamcp · observabilityalso listed as flashalpha-mcp-server | Real-time options analytics including gamma exposure, greeks, volatility, and variance risk premium for US equities. | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | stratamcp · ai-agents | Enables AI agents to analyze LookML repositories for dead code, PDT costs, schema drift, and migration impact, using offline-first analysis of Looker… | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | entia-entity-verificationmcp · ai-agents | Verified business intelligence for AI agents, covering 5.5M+ entities across 34 countries. | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | listmonk-mcp-bridgemcp · observability | Enables AI agents to manage Listmonk email campaigns, subscribers, lists, and analytics through typed MCP tools with production safety features. | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | saikiyusuke-registep-mcpmcp · back-end | AI-powered POS & sales analytics MCP server with 67 tools for Airレジ, スマレジ, and BASE EC integration. Provides store management, sales data querying, AI… | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | marceausolutions-fitness-influencer-mcpmcp · observability | Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | maheidem-linkedin-mcpmcp · observability | Integrates with Claude to enable LinkedIn post creation, profile optimization, content generation, and analytics through natural language. | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | gigamori-mcp-run-sql-connectorxmcp · database | An MCP server that executes SQL via ConnectorX and streams the result to a CSV or Parquet file. Supports PostgreSQL, MariaDB, BigQuery, RedShift, MS… | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | elblanco2-hostbridgemcp · devops | Simplifies web application deployment across multiple hosting providers like Netlify and Vercel through a unified interface that handles… | 1 star · 2 forks | No one-command install · Source | |
| 329 | 41.082 | javier-orraca-tidymodelsmcp · search | Provides access to the tidymodels R ecosystem, enabling function search, package exploration, template code generation, and GitHub issue tracking for… | 1 star · 2 forks | No one-command install · Source | |
| 342 | 39.727 | usaspending-mcp-server-2mcp · back-end | Access US federal award, recipient, agency, and spending analytics data from USAspending.gov. | 2,280 installs | No commit datelisted | No one-command install · Source |
| 343 | 38.412 | nlqueriesmcp · database | Natural language to SQL engine with multi-connector support (PostgreSQL, MySQL, Snowflake, BigQuery, DuckDB), document QA, semantic caching, and… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | labelgrid-mcp-servermcp · back-end | The official MCP server for LabelGrid's music distribution platform, enabling natural language management of music catalogs, releases, files… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | mcp-yandex-metricamcp · back-endalso listed as yandex-metrica-mcp | MCP server for Yandex Metrica analytics: query web analytics metrics, goals, conversions, and raw API data using natural language from AI clients like… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | ihalentmcp · observability | Turns Turkish public-tender result notices into structured records and provides analytics on firm history, discount distributions, and competition… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | renanlido-custom-databasemcp · database | Provides secure database access across PostgreSQL, MySQL, MongoDB, and Oracle databases with credential management, connection configuration, and… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | taplio-linkedin-mcp-servermcp · back-end | Enables AI agents to manage LinkedIn content through Taplio, including drafting, scheduling, publishing posts, and analytics. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | us-all-unifimcp · observability | Community MCP integration for Ubiquiti UniFi, enabling AI agents to analyze network fleet health, anomaly detection, and cross-site analytics. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | wps-office-mcpmcp · other | Integrates AI assistants with WPS Office to automate operations across Writer, Spreadsheets, and Presentations via the MCP protocol. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | mcp-ev-digital-twin-agentmcp · observability | An AI-powered EV Digital Twin platform for battery health monitoring, predictive maintenance, fleet analytics, and intelligent decision support using… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | circuit-recognitionmcp · front-end | MCP server for intelligent circuit diagram recognition, enabling detection of components, text, topology, and netlist from circuit images. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | appmetrica-mcpmcp · observability | MCP server for Yandex AppMetrica analytics, enabling Claude to access reports, raw event logs, crash data, and push notification campaigns. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | vmandic-search-consolemcp · observability | Read-only access to Google Search Console analytics and URL inspection tools. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | gh-ondrejlapes-gretlmcp · otheralso listed as gretl-mcp | Control the Gretl econometrics software via natural language commands. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | gh-nveil-ai-nveilmcp · back-endalso listed as nveil | Generates data visualizations across geospatial, 3D, and scientific domains using multiple rendering backends. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | wireboardmcp · back-endalso listed as wireboard-mcp | Official WireBoard MCP server for querying real-time and historical website analytics data. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | neaj-corp-qrverlozmcp · back-end | Dynamic QR code creation and analytics via the Qrverloz API, with retargetable codes. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | gh-pijusz-mailtrapmcp · observability | Comprehensive Mailtrap integration with 48 tools covering analytics, email logs, contacts, templates, sandbox testing, domains, and account… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | gztchan-ossinsightmcp · github-vcs | Queries OSS Insight's public analytics API with 18 tools for GitHub repository trends, contributor statistics, collection analysis, and open-source… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | gamladz-surfa-analyticsmcp · observabilityalso listed as surfa-mcp-server | Queries Surfa Analytics traffic data using natural language for session metrics, event filtering, latency analysis, and performance insights. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | dinehq-feishumcp · auth | Reads Feishu (Lark) documents, spreadsheets, and bitables with OAuth2 user token authentication and automatic refresh. | 3 stars | No one-command install · Source | |
| 343 | 38.412 | galaxy-dawn-kagglemcp · search | Integrates with Kaggle platform for searching competitions, downloading datasets, submitting predictions, managing notebooks, and engaging with the… | 3 stars | No one-command install · Source | |
| 343 | 38.412 | aoutpost2-getoutpostmcp · observability | Access real-time Indian options market data and volatility analytics | 3 stars | No one-command install · Source | |
| 370 | 38.066 | cachly-dev-cachly-mcpmcp · ai-agents | Persistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and… | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | gh-marekrost-spreadsheetmcp · database | Read and write spreadsheet files with cell-level operations and DuckDB SQL engine. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | augustas11-antfeedmcp · observability | Analytics and transaction interface for the AntSeed P2P AI services network. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | quantriskmcp · back-end | MCP server for portfolio risk analytics including VaR calculations, Monte Carlo simulations, and stress testing. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | measure-eventsmcp · observabilityalso listed as measure-events-mcp-server | Privacy-first web analytics with pageviews, referrers, trends, and AI-powered insights. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | aplaceforallmystuff-pickaxemcp · ai-agents | Automates Pickaxe platform management by enabling natural language control of AI agents, knowledge bases, user access, and analytics across multiple… | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | loglymcp · observability | Query Logly web analytics for traffic data, funnels, and real-time visitor counts from any MCP client. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | productpope-matomo-analyticsmcp · back-end | MCP server connecting AI assistants to Matomo Analytics for querying visitors, goals, traffic sources, and audience data. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | mittwald-umamimcp · back-end | Read-only Streamable HTTP MCP server for Umami Analytics providing traffic stats, pageviews, live visitor counts, and session data. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | protocol-mcpmcp · other | Connects to wetlab protocol resources such as protocols.io, enabling users to access and manage experimental protocols via natural language. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | mrkhachaturov-yandex-metrikamcp · back-end | Integrates with Yandex Metrika analytics API to provide 31 tools for traffic, content, demographic, geographic, and conversion data analysis. | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | fast-bitrix24-mcpmcp · back-end | MCP server for interacting with Bitrix24 REST API, enabling CRUD operations on deals, contacts, companies, users, leads, and tasks, plus analytics and… | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | ash1998-excel-explorermcp · other | Provides Excel file analysis through pandas-powered tools for loading spreadsheets, extracting schemas, sampling data, generating statistics, and… | 2 stars · 1 fork | No one-command install · Source | |
| 370 | 38.066 | rebots-online-neo4jmcp · database | Integrates Neo4j graph databases, enabling natural language interactions for complex relationship modeling and graph-based analytics. | 2 stars · 1 fork | No one-command install · Source | |
| 385 | 35.443 | kpi-monitoring-mcp-servermcp · observability | MCP server providing data analytics tools for AI agents to load, clean, analyze data, generate charts and dashboards. | 2 forks | No one-command install · Source | |
| 385 | 35.443 | erpnext-mcp-servermcp · ai-agents | This MCP server connects ChatGPT to ERPNext, enabling AI-powered business analytics, report generation, and document management. | 2 forks | No one-command install · Source | |
| 385 | 35.443 | mcp-server-motherduckmcp · database | An MCP server that enables SQL analytics on DuckDB and MotherDuck databases, allowing AI assistants and IDEs to query and analyze data. | 2 forks | No one-command install · Source | |
| 388 | 32.223 | youtube-creator-mcpmcp · back-end | A local, privacy-first MCP server providing direct access to official YouTube Data, Analytics, Reporting, and Live Streaming APIs for creators… | 2 stars | No one-command install · Source | |
| 388 | 32.223 | alexey-pelykh-linkedctlmcp · auth | OAuth2 CLI and MCP integration for LinkedIn posting, comments, reactions, analytics, and organization management. | 2 stars | No one-command install · Source | |
| 388 | 32.223 | knowflowmcp · search | Connects documentation, GA4 search analytics, Jenkins CI pipeline, and RAGAS-style evaluation to Claude for content gap analysis and documentation… | 2 stars | No one-command install · Source | |
| 388 | 32.223 | nsphung-snowflakemcp · database | Connects AI assistants to Snowflake with SQL execution, schema exploration, and TOML multi-connection configuration. | 2 stars | No one-command install · Source | |
| 388 | 32.223 | azure-query-mcpmcp · auth | Enables read-only querying of Azure Log Analytics and Azure Resource Graph through MCP, supporting KQL queries, workspace discovery, and resource… | 2 stars | No one-command install · Source | |
| 388 | 32.223 | noon-sightmcp · devops | Aggregates site analytics and published content from Google Analytics, Search Console, Cloudflare, and Buffer into MCP tools for traffic, search… | 2 stars | No one-command install · Source | |
| 388 | 32.223 | orion-dbsmcp · other | Explore open research datasets from OpenAlex, Crossref, ORCID, and DataCite on Google BigQuery. | 2 stars | No one-command install · Source | |
| 388 | 32.223 | xlsx-tools-mcpmcp · back-end | MCP server for accurately reading and writing Excel .xlsx files while preserving structure, styles, and formulas. Provides tools for inspecting… | 2 stars | No one-command install · Source | |
| 388 | 32.223 | gh-vish288-codamcp · back-end | Comprehensive Coda API integration with 54 tools covering docs, pages, tables, rows, and analytics. | 2 stars | No one-command install · Source | |
| 388 | 32.223 | mcp-trinomcp · back-endalso listed as txn2-trino | A Model Context Protocol server enabling AI assistants to query and explore data warehouses via Trino, with optional semantic context from metadata… | 2 stars | No one-command install · Source | |
| 388 | 32.223 | takeokunn-metabasemcp · database | Integrates with Metabase business intelligence platform to enable database querying, dashboard management, report generation, and administrative tasks… | 2 stars | No one-command install · Source | |
| 388 | 32.223 | selinemcp · observability | Privacy-focused website and product analytics with visitor journeys, funnels, revenue attribution, and churn detection. | 2 stars | No one-command install · Source |
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.