Armory
Source

Leaderboard

Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
Sort
ScoreUsageTestedMentionsStarsName
Highest FirstRows50100250Export

Needs the armory CLI · not on npm yet, build it from cli/ in the repository

107 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
195.424sylvianai-excel-agentmcp · ai-agentsEnables natural language manipulation of Excel spreadsheets including cell operations, formula management, formatting, data validation, and pivot…303 stars · 38 forksNo one-command install · Source
287.718cornmcpmcp · ai-agentsEnables 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 forksNo one-command install · Source
385.226psu3d0-spreadsheet-kitmcp · ai-agentsAgent-safe Excel workbook analysis, editing, formula recalculation, and verification tools with dry-run previews and stateful sessions.54 stars · 7 forksNo one-command install · Source
484.201data-product-mcpmcp · ai-agentsEnables AI agents to discover, request access to, and query data products in Data Mesh Manager, enforcing governance policies while retrieving…46 stars · 7 forksNo one-command install · Source
582.383bigquery-mcp-server-2mcp · ai-agentsAn MCP server for BigQuery that lets Claude answer questions about your search and analytics data, providing real analysis with verdicts and…43 stars · 5 forksNo one-command install · Source
681.518kestra-workflow-orchestrationmcp · ai-agentsIntegrates with Kestra workflow orchestration platform to enable natural language control of data pipelines, execution management, namespace…31 stars · 7 forksNo one-command install · Source
781.125universal-netlist-mcp-servermcp · ai-agentsThis MCP server enables AI agents to understand and analyze electrical schematics from Cadence and Altium for comprehensive design reviews through…32 stars · 6 forksNo one-command install · Source
878.612mammothgrowth-dbt-climcp · ai-agentsBridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within…18 stars · 10 forksNo one-command install · Source
977.932claude-google-sheets-mcp-servermcp · ai-agentsA comprehensive MCP server for Google Sheets integration with Claude, enabling spreadsheet discovery, data manipulation, and formatting through…19 stars · 8 forksNo one-command install · Source
1076.751netlogo-mcpmcp · ai-agentsalso listed as razee4315-netlogoThe first MCP server for NetLogo, enabling AI assistants to create, run, and analyze agent-based models through natural conversation.27 stars · 3 forksNo one-command install · Source
1276.055gitintelmcp · ai-agentsA local Git intelligence MCP server that provides deep repository analytics including hotspots, temporal coupling, knowledge maps, churn analysis, and…12 stars · 9 forksNo one-command install · Source
1373.821taliviamcp · ai-agentsRevenue-first website analytics that your AI agent can install, connect, and verify for you. Talivia shows founders which referrers, campaigns, pages…35 stars · 1 forkNo one-command install · Source
1469.545naja-scopemcp · ai-agentsMCP server for elaborated SystemVerilog and gate-level netlists. Agents query design structure against a real elaboration - what drives this net, what…15 stars · 2 forksNo one-command install · Source
1563.952ac-infinity-mcpmcp · ai-agentsac-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 forksNo one-command install · Source
1662.046ofershap-cursor-usagemcp · ai-agentsEnterprise AI coding usage analytics — track spend, model usage, and costs across Cursor/Claude Code sessions via MCP server8 stars · 2 forksNo one-command install · Source
1760.677explorium-agentsource-dxt-extensionmcp · ai-agentsEnables access to live company and contact data from Explorium's AgentSource platform for business intelligence and enrichment within Claude Desktop.9 stars · 1 forkNo one-command install · Source
1850.895pnetlab-mcp-servermcp · ai-agentsEnables programmatic control of a PNETLab network-emulation lab via natural language, allowing users to build topologies, wire links, push device…2 stars · 3 forksNo one-command install · Source
1949.118pocketlanternmcp · ai-agentsBlocker-aware decision layer for coding agents, grounded in source-linked, time-sensitive facts.4 stars · 1 forkNo one-command install · Source
1949.118overture-maps-mcp-servermcp · ai-agentsAn MCP server that provides AI agents with geospatial analytics by querying Overture Maps data directly from S3, enabling place analytics, building…4 stars · 1 forkNo one-command install · Source
2146.654xlsx-for-aimcp · ai-agents50 tools and 400 functions for working with Excel/.xlsx spreadsheets — read/write, recalculate formulas, diff, repair broken references, and audit…5 starsNo one-command install · Source
2146.654ironcalc-mcpmcp · ai-agentsEnables AI agents to directly create, read, edit, and save Excel (.xlsx) spreadsheets using natural language through the Model Context Protocol…5 starsNo one-command install · Source
2344.256wqaetly-memosmcp · ai-agentsMCP server for MemOS local memory management, providing tools to add, search, delete, and manage memory entries and user profiles.3 stars · 1 forkNo one-command install · Source
2344.256localdata-mcp-servermcp · ai-agentsGives 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 forkNo one-command install · Source
2543.275netlab-mcpmcp · ai-agentsWraps ipspace/netlab as an engine to give LLMs access to validated, lab-tested network device configurations instead of hallucinated ones.4 starsNo one-command install · Source
2641.082stratamcp · ai-agentsEnables 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 forksNo one-command install · Source
2641.082entia-entity-verificationmcp · ai-agentsVerified business intelligence for AI agents, covering 5.5M+ entities across 34 countries.1 star · 2 forksNo one-command install · Source
2838.412gretl-mcpmcp · ai-agentsEnables AI agents to run Gretl/Hansl scripts, execute Gretl commands, manage packages, and interact with the Gretl GUI for econometric analysis and…3 starsNo one-command install · Source
2838.412surfa-mcp-servermcp · ai-agentsQuery your Surfa Analytics data using natural language through Claude Desktop, ChatGPT, or any MCP-compatible client. Turn your analytics into…3 starsNo one-command install · Source
3038.066cachly-dev-cachly-mcpmcp · ai-agentsPersistent AI memory brain for Claude Code, Cursor, Copilot, Windsurf, Cline & Zed. `session_start()` briefs your AI on last session, lessons, and…2 stars · 1 forkNo one-command install · Source
3038.066aplaceforallmystuff-pickaxemcp · ai-agentsAutomates Pickaxe platform management by enabling natural language control of AI agents, knowledge bases, user access, and analytics across multiple…2 stars · 1 forkNo one-command install · Source
3235.443erpnext-mcp-servermcp · ai-agentsThis MCP server connects ChatGPT to ERPNext, enabling AI-powered business analytics, report generation, and document management.2 forksNo one-command install · Source
3332.223fcp-sheetsmcp · ai-agentsMCP server for semantic spreadsheet operations that lets LLMs create and edit Excel workbooks by describing spreadsheet intent.2 starsNo one-command install · Source
3429.013paragraph-mcpmcp · ai-agentsMCP server that connects AI agents to your Paragraph publication, enabling post management, subscriber analytics, and search across posts and…1 star · 1 forkNo one-command install · Source
3523.374chdb-mcpmcp · ai-agentsAn 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 forkNo one-command install · Source
3622.557dragapp-mcp-servermcp · ai-agentsMCP server for Gmail shared inboxes and WhatsApp — read, reply, search, and organize your team's email from Claude, ChatGPT, or Cursor. 47 tools…1 starNo one-command install · Source
3622.557ds-mcp-servermcp · ai-agentsProvides data science, plotting, statistics, system, and web tools via MCP, with interactive CLI clients for OpenAI-compatible and Anthropic…1 starNo one-command install · Source
3622.557payghaam-mcp-servermcp · ai-agentsAn 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 starNo one-command install · Source
3622.557smallest-mcp-servermcp · ai-agentsMCP server for the Smallest AI platform that enables managing AI voice agents, debugging calls, and viewing analytics directly from your IDE.1 starNo one-command install · Source
3622.557dagsmithmcp · ai-agentsMCP server providing read-only Snowflake metadata tools (schemas, tables, queries, lineage) for agentic data pipeline generation, enabling…1 starNo one-command install · Source
3622.557numbers-climcp · ai-agentsEnables AI agents to create, read, view, and edit Apple Numbers spreadsheets through the Model Context Protocol, leveraging both a parser engine and…1 starNo one-command install · Source
3622.557umami-mcp-servermcp · ai-agentsAn MCP server that gives Claude read access to Umami web analytics, allowing natural language queries for stats, breakdowns, pageview trends, live…1 starNo one-command install · Source
3622.557streetlightmcp · ai-agentsEnables MCP-capable agents to control REAPER through safe, typed operations for game audio workflows such as creating variations and rendering WAV…1 starNo one-command install · Source
3622.557crypto-options-desk-mcpmcp · ai-agentsAn MCP server that gives an LLM agent a typed, audited tool surface over quant crypto-options desk analytics: gamma exposure, vanna, skew, vol…1 starNo one-command install · Source
3622.557gsc-mcp-connectormcp · ai-agentsSelf-hosted MCP server that exposes Google Search Console tools (list sites, query analytics, inspect URL, list sitemaps) via natural language to AI…1 starNo one-command install · Source
3622.557office-mcpmcp · ai-agentsAn MCP server that lets Claude control Microsoft Word and Excel on macOS via AppleScript, providing 98 tools for document and spreadsheet automation.1 starNo one-command install · Source
47Unrankedconvradarmcp · ai-agentsEnables conversational analysis of Google Analytics 4 data through MCP-compatible clients like Claude and ChatGPT, providing conversion diagnostics…No signals yetNo one-command install · Source
48Unrankedoperator-etlmcp · ai-agentsEnables agents to perform deterministic data intake pipelines for FOIA and public comments, with medallion warehouse, PII policy enforcement, and…No signals yetNo one-command install · Source
49Unrankedcodeqr-remote-mcp-servermcp · ai-agentsRemote 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 yetNo one-command install · Source
50Unrankedstory-architect-mcpmcp · ai-agentsAn MCP server for AI-assisted novel writing that manages project structure, tracks plot holes and foreshadowing, audits timeline continuity, and…No signals yetNo one-command install · Source
51Unrankedga4-mcp-workermcp · ai-agentsEnables 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 yetNo one-command install · Source
52Unrankedoptiflow-mcpmcp · ai-agentsA Claude Code plugin that merges token optimization and compression tools into a single MCP server, enabling context-aware token management, session…No signals yetNo one-command install · Source
53Unrankedpir2-academy-sheets-reader-mcpmcp · ai-agentsA 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 yetNo one-command install · Source
54Unrankedgsc-mcp-connector-2mcp · ai-agentsSelf-hosted Google Search Console MCP server deployable to Cloudflare Workers in 15 minutes. Enables querying GSC data (sites, search analytics, URL…No signals yetNo one-command install · Source
55Unrankedtableau-embedmcp · ai-agentsEmbeds live, interactive Tableau dashboards in ChatGPT, pushing mark selections to the model so questions about specific data points are answered with…No signals yetNo one-command install · Source
56Unrankedagentic-compute-mcpmcp · ai-agentsA high-performance MCP server that connects AI agents to premium computational tools for genetic algorithm optimization and data visualization, with…No signals yetNo one-command install · Source
57Unrankedvm-lab-agentmcp · ai-agentsAn MCP server for managing home lab VMs and PNETLab topologies, enabling AI agents to power VMs, handle snapshots, and verify device configurations…No signals yetNo one-command install · Source
58Unrankedanalygamcp · ai-agentsAgent-first analytics MCP server for querying stats, funnels, and web/agent traffic, with server-side event ingestion and self-serve signup.No signals yetNo one-command install · Source
59Unrankedtruepath-officemcp · ai-agentsA local MCP server that lets Claude, Cursor, Codex, or any MCP client work with Office documents on your Mac: evaluate spreadsheet formulas…No signals yetNo one-command install · Source
60Unrankedmobile-agent-platformmcp · ai-agentsMCP server for operating and testing Android devices with AI agents. Provides observation and action tools for interactive control and…No signals yetNo one-command install · Source
61Unrankedmsiomcp · ai-agentsMSIO is an MCP server that gives AI agents tools to interact with Housecall Pro (HCP), enabling job history search, business intelligence, estimate…No signals yetNo one-command install · Source
62Unrankedhelloaigent-dev-publishermcp · ai-agentsMCP server for running a publisher's feed, enabling agents to create feeds, publish signed updates, and read analytics.No signals yetNo one-command install · Source
63Unrankedbq-agent-gatewaymcp · ai-agentsEnables safe, read-only interaction with Google BigQuery through Claude, with layered guardrails preventing dangerous or expensive queries. Exposes…No signals yetNo one-command install · Source
64Unrankedsharepoint-excel-mcpmcp · ai-agentsEnables AI agents to read and query Excel files stored in SharePoint and OneDrive for Business, converting permission-matrix spreadsheets into…No signals yetNo one-command install · Source
65Unrankedcampaign-intelligence-toolkit-mcpmcp · ai-agentsAn MCP server that orchestrates deterministic analytics, benchmarks, recommendations, and forecasting to provide AI-driven campaign analysis and…No signals yetNo one-command install · Source
66Unrankedupstox-market-data-mcp-servermcp · ai-agentsGives ChatGPT or Claude live access to Upstox option chain, OI data, market quotes, and option contracts via read-only Analytics Token.No signals yetNo one-command install · Source
67Unrankeddomo-mcp-readonlymcp · ai-agentsA 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 yetNo one-command install · Source
68Unrankedlinkedin-claude-mcpmcp · ai-agentsLinkedIn MCP server for Claude to create posts, read profile, and get analytics.No signals yetNo one-command install · Source
69Unrankedactvtmcp · ai-agentsActvt'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 yetNo one-command install · Source
70Unrankedblocksnet-mcpmcp · ai-agentsLocal MCP server for urban analytics that wraps BlocksNet agent, enabling natural language urban questions to be answered with structured JSON…No signals yetNo one-command install · Source
71Unrankedgoogle-play-analytics-mcpmcp · ai-agentsAn MCP server that exposes Google Play Console analytics to AI agents, including store-listing acquisitions by traffic source, installs, uninstalls…No signals yetNo one-command install · Source
72Unrankedspotdraft-mcpmcp · ai-agentsMCP server that gives Claude safety-gated access to SpotDraft contracts, enabling querying and managing contracts, templates, counterparties…No signals yetNo one-command install · Source
73Unrankedyavdaanalytics-context-optimisermcp · ai-agentsA context window optimizer and session rotator MCP server for agentic workflows that prevents LLMs from running out of context by compacting chat…No signals yetNo one-command install · Source
74Unrankedairtable-sheet-port-mcp-servermcp · ai-agentsThis MCP server enables safe local access to tables and spreadsheets for AI agents, providing typed tools for reading, previewing, and committing…No signals yetNo one-command install · Source
75Unrankedcontinental-mcp-servermcp · ai-agentsA 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 yetNo one-command install · Source
76Unrankeddatabricks-transform-mcpmcp · ai-agentsEnables AI agents to interact with Coalesce and Snowflake to perform data transformations, run operations, and manage Coalesce resources via natural…No signals yetNo one-command install · Source
77Unrankedaegisquerymcp · ai-agentsA governed analytics MCP server that provides LLM agents with safe, read-only access to data warehouses through a layered safety pipeline including…No signals yetNo one-command install · Source
78Unrankedmcp-tableaumcp · ai-agentsMCP 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 yetNo one-command install · Source
79Unrankedkadam-net-mcp-servermcp · ai-agentsMCP server for Kadam ad network that enables AI agents to manage campaigns, creatives, audiences, sites, and analytics.No signals yetNo one-command install · Source
80Unrankedyandex-metrika-mcpmcp · ai-agentsRead-only MCP server for Yandex Metrika analytics, enabling report retrieval via MCP clients like Claude Code or Cursor without modifying any data.No signals yetNo one-command install · Source
81Unrankedcut-clarity-mcp-servermcp · ai-agentsRead-only MCP server exposing Microsoft Clarity analytics data as tools for ChatGPT Agent Builder.No signals yetNo one-command install · Source
82Unrankedaacworkflow-mcpmcp · ai-agentsEnables Claude and Claude Code to manage AACWorkflow tasks, agents, projects, squads, autopilots, and analytics through natural language.No signals yetNo one-command install · Source
83Unrankedbigquery-google-trends-mcpmcp · ai-agentsMCP 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 yetNo one-command install · Source
84Unrankedtg-analytics-mcpmcp · ai-agentsEnables LLM agents to analyze Telegram channels for ad purchasing, providing insights like reach, CPM, and verdicts via MCP tools.No signals yetNo one-command install · Source
85Unrankedanthropic-analytics-mcp-servermcp · ai-agentsA 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 yetNo one-command install · Source
86Unrankedmanufacturing-defect-mcpmcp · ai-agentsMCP server for manufacturing defect investigation using knowledge graphs and graph analytics. Enables LLM agents to retrieve context, find similar…No signals yetNo one-command install · Source
87Unrankedsnowflake-managed-mcp-servermcp · ai-agentsEnables AI agents to securely query governed Snowflake data and use Cortex AI tools like semantic search and LLM completions, with read-only…No signals yetNo one-command install · Source
88Unrankedmef-subnational-efficiency-mcp-2mcp · ai-agentsMulti-agent MCP server for auditing public spending execution of Peruvian regional and local governments, providing tools for CSV inspection, data…No signals yetNo one-command install · Source
89Unrankedenkemcp · ai-agentsMCP server for en.ke link management enabling AI agents to shorten URLs, manage links, and view analytics.No signals yetNo one-command install · Source
90Unrankedagent-gamma-agentgammamcp · ai-agentsHere is a brief description of what our MCP server does: Description Project Tollbooth is a real-time market microstructure and options analytics…No signals yetNo one-command install · Source
91Unrankedmarketlens-llm-mcpmcp · ai-agentsEnables product enrichment with sentiment analysis, category mapping, and attribute extraction; provides tools to fetch top products and cluster…No signals yetNo one-command install · Source
92Unrankedlodd-mcp-servermcp · ai-agentsFirst-party web analytics MCP server for AI agents, providing 42 tools to query traffic, events, funnels, conversions, sources, and performance data.No signals yetNo one-command install · Source
93Unrankedfiloo-mcp-servermcp · ai-agentsEnables 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 yetNo one-command install · Source
94Unrankedyoufiliate-mcpmcp · ai-agentsMCP server for managing Youfiliate Smart Links from AI assistants like Claude Desktop, enabling creation of geo-targeted affiliate links, analytics…No signals yetNo one-command install · Source
95Unrankedatiendo24-mcp-servermcp · ai-agentsMCP server that connects Claude Desktop to Atiendo24 platform, enabling management of appointments, customers, conversations, leads, analytics, and…No signals yetNo one-command install · Source
96Unrankedgreybeam-mcpmcp · ai-agentsA single MCP server that lets agents query data through the Greybeam routing layer with Snowflake-compatible tooling.No signals yetNo one-command install · Source
97Unrankeddata-recon-mcp-servermcp · ai-agentsAn MCP server for data reconciliation between MySQL and Snowflake, enabling LLM agents to validate data integrity during migrations and ETL processes.No signals yetNo one-command install · Source
98Unrankedmcp-server-ai-botmcp · ai-agentsAn MCP server integrating Google Gemini LLM for intelligent customer service, providing chat, analytics, and tools for customer data interaction.No signals yetNo one-command install · Source
99Unrankedmcp-server-for-etl-orchestrationmcp · ai-agentsEnables natural language-powered ETL workflows using Airflow, AWS Glue, Athena, and S3, allowing LLM agents to control and monitor data…No signals yetNo one-command install · Source
100Unrankedagentmemorymcp · ai-agentsPersistent memory for AI coding agents with hybrid retrieval, analytics, and governance controls.No signals yetNo commit datelisted 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.

Leaderboard · Armory