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 | 99.657 | 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 | |
| 2 | 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 | |
| 3 | 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 | |
| 4 | 85.226 | psu3d0-spreadsheet-kitmcp · ai-agents | 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 | |
| 5 | 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 | |
| 6 | 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 | |
| 7 | 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 | |
| 8 | 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 | |
| 9 | 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 | |
| 10 | 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 | |
| 11 | 76.751 | netlogo-mcpmcp · ai-agentsalso listed as razee4315-netlogo | The first MCP server for NetLogo, enabling AI assistants to create, run, and analyze agent-based models through natural conversation. | 27 stars · 3 forks | No one-command install · Source | |
| 13 | 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 | |
| 14 | 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 | |
| 15 | 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 | |
| 16 | 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 | |
| 17 | 62.046 | ofershap-cursor-usagemcp · ai-agents | Enterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server | 8 stars · 2 forks | No one-command install · Source | |
| 18 | 60.677 | explorium-agentsource-dxt-extensionmcp · ai-agents | Enables access to live company and contact data from Explorium's AgentSource platform for business intelligence and enrichment within Claude Desktop. | 9 stars · 1 fork | No one-command install · Source | |
| 19 | 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 | |
| 20 | 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 | |
| 20 | 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 | |
| 22 | 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 | |
| 22 | 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 | |
| 24 | 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 | |
| 24 | 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 | |
| 26 | 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 | |
| 27 | 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 | |
| 27 | 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 | |
| 29 | 38.412 | gretl-mcpmcp · ai-agents | Enables AI agents to run Gretl/Hansl scripts, execute Gretl commands, manage packages, and interact with the Gretl GUI for econometric analysis and… | 3 stars | No one-command install · Source | |
| 29 | 38.412 | surfa-mcp-servermcp · ai-agents | Query your Surfa Analytics data using natural language through Claude Desktop, ChatGPT, or any MCP-compatible client. Turn your analytics into… | 3 stars | No one-command install · Source | |
| 31 | 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 | |
| 31 | 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 | |
| 33 | 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 | |
| 34 | 32.223 | fcp-sheetsmcp · ai-agents | MCP server for semantic spreadsheet operations that lets LLMs create and edit Excel workbooks by describing spreadsheet intent. | 2 stars | No one-command install · Source | |
| 35 | 29.013 | paragraph-mcpmcp · ai-agents | MCP server that connects AI agents to your Paragraph publication, enabling post management, subscriber analytics, and search across posts and… | 1 star · 1 fork | No one-command install · Source | |
| 36 | 23.374 | chdb-mcpmcp · ai-agents | An MCP server for chDB, the in-process SQL OLAP engine powered by ClickHouse. Lets agents query Parquet, CSV, JSON, and pandas DataFrames with one… | 1 fork | No one-command install · Source | |
| 37 | 22.557 | dragapp-mcp-servermcp · ai-agents | MCP server for Gmail shared inboxes and WhatsApp — read, reply, search, and organize your team's email from Claude, ChatGPT, or Cursor. 47 tools… | 1 star | No one-command install · Source | |
| 37 | 22.557 | ds-mcp-servermcp · ai-agents | Provides data science, plotting, statistics, system, and web tools via MCP, with interactive CLI clients for OpenAI-compatible and Anthropic… | 1 star | No one-command install · Source | |
| 37 | 22.557 | payghaam-mcp-servermcp · ai-agents | An MCP server that tells your coding agent which analytics events your Payghaam journeys are waiting for, so it can add them to your app. | 1 star | No one-command install · Source | |
| 37 | 22.557 | smallest-mcp-servermcp · ai-agents | MCP server for the Smallest AI platform that enables managing AI voice agents, debugging calls, and viewing analytics directly from your IDE. | 1 star | No one-command install · Source | |
| 37 | 22.557 | dagsmithmcp · ai-agents | MCP server providing read-only Snowflake metadata tools (schemas, tables, queries, lineage) for agentic data pipeline generation, enabling… | 1 star | No one-command install · Source | |
| 37 | 22.557 | numbers-climcp · ai-agents | Enables AI agents to create, read, view, and edit Apple Numbers spreadsheets through the Model Context Protocol, leveraging both a parser engine and… | 1 star | No one-command install · Source | |
| 37 | 22.557 | umami-mcp-servermcp · ai-agents | An MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live… | 1 star | No one-command install · Source | |
| 37 | 22.557 | streetlightmcp · ai-agents | Enables MCP-capable agents to control REAPER through safe, typed operations for game audio workflows such as creating variations and rendering WAV… | 1 star | No one-command install · Source | |
| 37 | 22.557 | crypto-options-desk-mcpmcp · ai-agents | An MCP server that gives an LLM agent a typed, audited tool surface over quant crypto-options desk analytics: gamma exposure, vanna, skew, vol… | 1 star | No one-command install · Source | |
| 37 | 22.557 | gsc-mcp-connectormcp · ai-agents | Self-hosted MCP server that exposes Google Search Console tools (list sites, query analytics, inspect URL, list sitemaps) via natural language to AI… | 1 star | No one-command install · Source | |
| 37 | 22.557 | office-mcpmcp · ai-agents | An MCP server that lets Claude control Microsoft Word and Excel on macOS via AppleScript, providing 98 tools for document and spreadsheet automation. | 1 star | No one-command install · Source | |
| 48 | Unranked | convradarmcp · ai-agents | Enables conversational analysis of Google Analytics 4 data through MCP-compatible clients like Claude and ChatGPT, providing conversion diagnostics… | No signals yet | No one-command install · Source | |
| 49 | Unranked | operator-etlmcp · ai-agents | Enables agents to perform deterministic data intake pipelines for FOIA and public comments, with medallion warehouse, PII policy enforcement, and… | No signals yet | No one-command install · Source | |
| 50 | Unranked | codeqr-remote-mcp-servermcp · ai-agents | Remote MCP server for CodeQR that lets you create and manage short links and QR codes, retrieve analytics, and more via natural language in ChatGPT… | No signals yet | No one-command install · Source | |
| 51 | Unranked | story-architect-mcpmcp · ai-agents | An MCP server for AI-assisted novel writing that manages project structure, tracks plot holes and foreshadowing, audits timeline continuity, and… | No signals yet | No one-command install · Source | |
| 52 | Unranked | ga4-mcp-workermcp · ai-agents | Enables querying Google Analytics 4 data from Claude via a secure, read-only Cloudflare Workers MCP server with per-user OAuth sign-in, requiring no… | No signals yet | No one-command install · Source | |
| 53 | Unranked | optiflow-mcpmcp · ai-agents | A Claude Code plugin that merges token optimization and compression tools into a single MCP server, enabling context-aware token management, session… | No signals yet | No one-command install · Source | |
| 54 | Unranked | pir2-academy-sheets-reader-mcpmcp · ai-agents | A read-only MCP server that lets Claude Desktop read bounded data from Google Sheets using the learner's own Google account, offering tools to check… | No signals yet | No one-command install · Source | |
| 55 | Unranked | gsc-mcp-connector-2mcp · ai-agents | Self-hosted Google Search Console MCP server deployable to Cloudflare Workers in 15 minutes. Enables querying GSC data (sites, search analytics, URL… | No signals yet | No one-command install · Source | |
| 56 | Unranked | tableau-embedmcp · ai-agents | Embeds live, interactive Tableau dashboards in ChatGPT, pushing mark selections to the model so questions about specific data points are answered with… | No signals yet | No one-command install · Source | |
| 57 | Unranked | agentic-compute-mcpmcp · ai-agents | A high-performance MCP server that connects AI agents to premium computational tools for genetic algorithm optimization and data visualization, with… | No signals yet | No one-command install · Source | |
| 58 | Unranked | vm-lab-agentmcp · ai-agents | An MCP server for managing home lab VMs and PNETLab topologies, enabling AI agents to power VMs, handle snapshots, and verify device configurations… | No signals yet | No one-command install · Source | |
| 59 | Unranked | analygamcp · ai-agents | Agent-first analytics MCP server for querying stats, funnels, and web/agent traffic, with server-side event ingestion and self-serve signup. | No signals yet | No one-command install · Source | |
| 60 | Unranked | truepath-officemcp · ai-agents | A local MCP server that lets Claude, Cursor, Codex, or any MCP client work with Office documents on your Mac: evaluate spreadsheet formulas… | No signals yet | No one-command install · Source | |
| 61 | Unranked | mobile-agent-platformmcp · ai-agents | MCP server for operating and testing Android devices with AI agents. Provides observation and action tools for interactive control and… | No signals yet | No one-command install · Source | |
| 62 | Unranked | msiomcp · ai-agents | MSIO is an MCP server that gives AI agents tools to interact with Housecall Pro (HCP), enabling job history search, business intelligence, estimate… | No signals yet | No one-command install · Source | |
| 63 | Unranked | helloaigent-dev-publishermcp · ai-agents | MCP server for running a publisher's feed, enabling agents to create feeds, publish signed updates, and read analytics. | No signals yet | No one-command install · Source | |
| 64 | Unranked | bq-agent-gatewaymcp · ai-agents | Enables safe, read-only interaction with Google BigQuery through Claude, with layered guardrails preventing dangerous or expensive queries. Exposes… | No signals yet | No one-command install · Source | |
| 65 | Unranked | sharepoint-excel-mcpmcp · ai-agents | Enables AI agents to read and query Excel files stored in SharePoint and OneDrive for Business, converting permission-matrix spreadsheets into… | No signals yet | No one-command install · Source | |
| 66 | Unranked | campaign-intelligence-toolkit-mcpmcp · ai-agents | An MCP server that orchestrates deterministic analytics, benchmarks, recommendations, and forecasting to provide AI-driven campaign analysis and… | No signals yet | No one-command install · Source | |
| 67 | Unranked | upstox-market-data-mcp-servermcp · ai-agents | Gives ChatGPT or Claude live access to Upstox option chain, OI data, market quotes, and option contracts via read-only Analytics Token. | No signals yet | No one-command install · Source | |
| 68 | Unranked | domo-mcp-readonlymcp · ai-agents | A read-only MCP server for the Domo BI platform that allows AI agents to query and list data, datasets, cards, and analytics structures without making… | No signals yet | No one-command install · Source | |
| 69 | Unranked | linkedin-claude-mcpmcp · ai-agents | LinkedIn MCP server for Claude to create posts, read profile, and get analytics. | No signals yet | No one-command install · Source | |
| 70 | Unranked | actvtmcp · ai-agents | Actvt's embedded MCP server for macOS. 25 tools for live CPU, GPU, memory and network metrics, listening ports with a guarded port_kill, and Claude… | No signals yet | No one-command install · Source | |
| 71 | Unranked | blocksnet-mcpmcp · ai-agents | Local MCP server for urban analytics that wraps BlocksNet agent, enabling natural language urban questions to be answered with structured JSON… | No signals yet | No one-command install · Source | |
| 72 | Unranked | google-play-analytics-mcpmcp · ai-agents | An MCP server that exposes Google Play Console analytics to AI agents, including store-listing acquisitions by traffic source, installs, uninstalls… | No signals yet | No one-command install · Source | |
| 73 | Unranked | spotdraft-mcpmcp · ai-agents | MCP server that gives Claude safety-gated access to SpotDraft contracts, enabling querying and managing contracts, templates, counterparties… | No signals yet | No one-command install · Source | |
| 74 | Unranked | yavdaanalytics-context-optimisermcp · ai-agents | A context window optimizer and session rotator MCP server for agentic workflows that prevents LLMs from running out of context by compacting chat… | No signals yet | No one-command install · Source | |
| 75 | Unranked | airtable-sheet-port-mcp-servermcp · ai-agents | This MCP server enables safe local access to tables and spreadsheets for AI agents, providing typed tools for reading, previewing, and committing… | No signals yet | No one-command install · Source | |
| 76 | Unranked | continental-mcp-servermcp · ai-agents | A research-only MCP server providing read-only data, analytics, and intelligence for Polymarket BTC 5-minute Up/Down markets, enabling LLM agents to… | No signals yet | No one-command install · Source | |
| 77 | Unranked | databricks-transform-mcpmcp · ai-agents | Enables AI agents to interact with Coalesce and Snowflake to perform data transformations, run operations, and manage Coalesce resources via natural… | No signals yet | No one-command install · Source | |
| 78 | Unranked | aegisquerymcp · ai-agents | A governed analytics MCP server that provides LLM agents with safe, read-only access to data warehouses through a layered safety pipeline including… | No signals yet | No one-command install · Source | |
| 79 | Unranked | mcp-tableaumcp · ai-agents | MCP server that automates the publishing and validation of Tableau workbooks and data sources on Tableau Server or Tableau Cloud, enabling an AI agent… | No signals yet | No one-command install · Source | |
| 80 | Unranked | kadam-net-mcp-servermcp · ai-agents | MCP server for Kadam ad network that enables AI agents to manage campaigns, creatives, audiences, sites, and analytics. | No signals yet | No one-command install · Source | |
| 81 | Unranked | yandex-metrika-mcpmcp · ai-agents | Read-only MCP server for Yandex Metrika analytics, enabling report retrieval via MCP clients like Claude Code or Cursor without modifying any data. | No signals yet | No one-command install · Source | |
| 82 | Unranked | cut-clarity-mcp-servermcp · ai-agents | Read-only MCP server exposing Microsoft Clarity analytics data as tools for ChatGPT Agent Builder. | No signals yet | No one-command install · Source | |
| 83 | Unranked | aacworkflow-mcpmcp · ai-agents | Enables Claude and Claude Code to manage AACWorkflow tasks, agents, projects, squads, autopilots, and analytics through natural language. | No signals yet | No one-command install · Source | |
| 84 | Unranked | bigquery-google-trends-mcpmcp · ai-agents | MCP server that exposes Google Trends data via BigQuery, enabling LLMs to query top search terms, rising terms, and compare term interest over time… | No signals yet | No one-command install · Source | |
| 85 | Unranked | tg-analytics-mcpmcp · ai-agents | Enables LLM agents to analyze Telegram channels for ad purchasing, providing insights like reach, CPM, and verdicts via MCP tools. | No signals yet | No one-command install · Source | |
| 86 | Unranked | anthropic-analytics-mcp-servermcp · ai-agents | A local MCP server that lets Claude answer plain-language questions about your Anthropic usage and spend across the developer API platform and Claude… | No signals yet | No one-command install · Source | |
| 87 | Unranked | manufacturing-defect-mcpmcp · ai-agents | MCP server for manufacturing defect investigation using knowledge graphs and graph analytics. Enables LLM agents to retrieve context, find similar… | No signals yet | No one-command install · Source | |
| 88 | Unranked | snowflake-managed-mcp-servermcp · ai-agents | Enables AI agents to securely query governed Snowflake data and use Cortex AI tools like semantic search and LLM completions, with read-only… | No signals yet | No one-command install · Source | |
| 89 | Unranked | mef-subnational-efficiency-mcp-2mcp · ai-agents | Multi-agent MCP server for auditing public spending execution of Peruvian regional and local governments, providing tools for CSV inspection, data… | No signals yet | No one-command install · Source | |
| 90 | Unranked | enkemcp · ai-agents | MCP server for en.ke link management enabling AI agents to shorten URLs, manage links, and view analytics. | No signals yet | No one-command install · Source | |
| 91 | Unranked | agent-gamma-agentgammamcp · ai-agents | Here is a brief description of what our MCP server does: Description Project Tollbooth is a real-time market microstructure and options analytics… | No signals yet | No one-command install · Source | |
| 92 | Unranked | marketlens-llm-mcpmcp · ai-agents | Enables product enrichment with sentiment analysis, category mapping, and attribute extraction; provides tools to fetch top products and cluster… | No signals yet | No one-command install · Source | |
| 93 | Unranked | lodd-mcp-servermcp · ai-agents | First-party web analytics MCP server for AI agents, providing 42 tools to query traffic, events, funnels, conversions, sources, and performance data. | No signals yet | No one-command install · Source | |
| 94 | Unranked | filoo-mcp-servermcp · ai-agents | Enables AI agents to shorten URLs, manage links, and track click analytics through 8 first-class tools, designed for use with Claude Desktop, Cursor… | No signals yet | No one-command install · Source | |
| 95 | Unranked | youfiliate-mcpmcp · ai-agents | MCP server for managing Youfiliate Smart Links from AI assistants like Claude Desktop, enabling creation of geo-targeted affiliate links, analytics… | No signals yet | No one-command install · Source | |
| 96 | Unranked | atiendo24-mcp-servermcp · ai-agents | MCP server that connects Claude Desktop to Atiendo24 platform, enabling management of appointments, customers, conversations, leads, analytics, and… | No signals yet | No one-command install · Source | |
| 97 | Unranked | greybeam-mcpmcp · ai-agents | A single MCP server that lets agents query data through the Greybeam routing layer with Snowflake-compatible tooling. | No signals yet | No one-command install · Source | |
| 98 | Unranked | data-recon-mcp-servermcp · ai-agents | An MCP server for data reconciliation between MySQL and Snowflake, enabling LLM agents to validate data integrity during migrations and ETL processes. | No signals yet | No one-command install · Source | |
| 99 | Unranked | mcp-server-ai-botmcp · ai-agents | An MCP server integrating Google Gemini LLM for intelligent customer service, providing chat, analytics, and tools for customer data interaction. | No signals yet | No one-command install · Source | |
| 100 | Unranked | mcp-server-for-etl-orchestrationmcp · ai-agents | Enables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data… | No signals yet | 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.