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

1,142 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
1101Unrankedmcp-snowflake-servicemcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
1102Unrankedmeetlarkmcp · ai-agentsAgent-first meeting schedule polls for humans and agents. Create polls, vote, and find times.No signals yetNo commit datelisted No one-command install · Source
1103Unrankedmixpanelmcp · observabilityQuery product analytics data, funnels, retention, and session replays through natural languageNo signals yetNo commit datelisted No one-command install · Source
1104Unrankedmonte-carlo-datamcp · observabilityData observability and data quality MCP tools for monitoring, triaging, and troubleshooting data pipelines.No signals yetNo commit datelisted No one-command install · Source
1105Unrankedmyriademcp · otherAI data analyst connecting to data warehouses including Snowflake and BigQuery.No signals yetNo commit datelisted No one-command install · Source
1106Unrankednetlify-mcpmcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
1107Unrankednetlify-mcp-servermcp · github-vcsMCP server for managing Netlify sites, enabling operations such as creating sites from GitHub repositories, listing, viewing details, and deleting…No signals yetNo commit datelisted No one-command install · Source
1108Unrankednexgendata-github-scrapermcp · github-vcsRetrieve GitHub repository data and code analytics through Apify's web scraping infrastructure.No signals yetNo commit datelisted No one-command install · Source
1109Unrankednexgendata-sportsmcp · back-endRetrieve sports scores, statistics, and analytics through Apify's web scraping infrastructure.No signals yetNo commit datelisted No one-command install · Source
1110Unrankednicosommi-sac-toolsmcp · observabilityManages SAP Analytics Cloud resources including stories, data imports, users, and audit logs.No signals yetNo commit datelisted No one-command install · Source
1111Unrankednvoipmcp · observabilityAccess Nvoip VoIP platform analytics — call reports, service quality metrics, and business insights via AI.No signals yetNo commit datelisted No one-command install · Source
1112Unrankedopendatalab-mineru-ecosystemmcp · back-endOfficial MinerU document parsing MCP ([mineru-open-mcp](https://pypi.org/project/mineru-open-mcp/) on PyPI). Converts PDFs, doc/docx/ppt/pptx, images…No signals yetNo commit datelisted No one-command install · Source
1113Unrankedpipeboard-tiktok-adsmcp · observabilityManages TikTok Ads campaigns, creatives, and performance analytics through AI assistants.No signals yetNo commit datelisted No one-command install · Source
1114Unrankedportfolio-data-analytics-mcp-servermcp · back-endEnables AI assistants to load CSV datasets, compute summary statistics, filter rows, rank columns, and compute correlations through the Model Context…No signals yetNo commit datelisted No one-command install · Source
1115Unrankedposthogmcp · observabilityIntegrates with PostHog product analytics to query analytics data, manage feature flags, create insights, run experiments, and track errors.No signals yetNo commit datelisted No one-command install · Source
1116Unrankedpredictedge-data-mcpmcp · observabilityLive analytics at the edge across prediction marketsNo signals yetNo commit datelisted No one-command install · Source
1117Unrankedprelimmcp · observabilityAccess AI preliminary phone screen results, candidate scores, transcripts, and hiring analytics.No signals yetNo commit datelisted No one-command install · Source
1118Unrankedreelriftermcp · observabilityGives AI assistants access to your ReelRifter streaming watchlist, viewing history, and analytics.No signals yetNo commit datelisted No one-command install · Source
1119Unrankedringba-api-mcpmcp · observabilityEnables AI assistants to query Ringba call analytics, including running EHG insights reports and listing available metrics and dimensions.No signals yetNo commit datelisted No one-command install · Source
1120Unrankedrocketlane-mcpmcp · otherEnables AI assistants to query Rocketlane CSM data for project health, team workload, tasks, and generate weekly reviews.No signals yetNo commit datelisted No one-command install · Source
1121Unrankedrustici-mcp-servermcp · back-endMCP server for interacting with Rustici LRS via xAPI, enabling statement retrieval, analytics, and aggregation operations.No signals yetNo commit datelisted No one-command install · Source
1122Unrankedsalesforce-tableau-nextmcp · observabilityProvides access to Tableau analytics for discovering semantic models, querying KPIs, and performing data analysis.No signals yetNo commit datelisted No one-command install · Source
1123Unrankedsap-datasphere-mcpmcp · back-endMCP server for SAP Datasphere that enables AI assistants to perform data discovery, metadata exploration, analytics queries, ETL data extraction…No signals yetNo commit datelisted No one-command install · Source
1124Unrankedsnowflake-mcpmcp · otherListed on mcp.so; Armory has only its name so far.No signals yetNo commit datelisted No one-command install · Source
1125Unrankedsoftvoyagers-linkshrink-apimcp · back-endFree privacy-first URL shortener API with analytics and link management. No API key required.No signals yetNo commit datelisted No one-command install · Source
1126Unrankedsolapur-software-developers-mcp-servermcp · back-endEnables AI agents to query a verified directory of software developers in Solapur, India, including developer profiles, skills, scores, and rankings…No signals yetNo commit datelisted No one-command install · Source
1127Unrankedspeedofme-dev-speedofme-mcpmcp · observabilityOfficial SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local historyNo signals yetNo commit datelisted No one-command install · Source
1128Unrankedsscmfi-bond-analytics-mcp-servermcp · observabilityEnables AI assistants to perform high-precision Price and Yield calculations for fixed income securities, including institutional risk metrics, using…No signals yetNo commit datelisted No one-command install · Source
1129Unrankedstatsigmcp · observabilityFeature flags, experiments, and analytics platformNo signals yetNo commit datelisted No one-command install · Source
1130Unrankedsubhatta123-twilizemcp · otherProgrammatic Tableau workbook (.twb/.twbx) generation — 47 MCP tools for charts, dashboards, calculated fields, dashboard actions, workbook migration…No signals yetNo commit datelisted No one-command install · Source
1131Unrankedswapcard-mcp-servermcp · back-endEnables interaction with the Swapcard event platform API, providing tools to manage events, people, sessions, exhibitors, documents, custom fields…No signals yetNo commit datelisted No one-command install · Source
1132Unrankedtableau-audit-mcpmcp · otherAudits local Tableau workbooks for unused assets, duplicate worksheets, and dashboard weight, providing cleanup reports and health summaries.No signals yetNo commit datelisted No one-command install · Source
1133Unrankedtest-emp-database-mcp-2mcp · databaseAn employee-analytics MCP server backed by SQLite that provides hand-written SQL queries for common analytics tasks like salary ranking and department…No signals yetNo commit datelisted No one-command install · Source
1134Unrankedthenextgennexus-hr-compensationmcp · observabilityHR compensation benchmarks, salary data, and workforce analytics for AI assistants.No signals yetNo commit datelisted No one-command install · Source
1135Unrankedthenextgennexus-real-estatemcp · observabilityReal estate listings, property data, and market analytics for AI assistants.No signals yetNo commit datelisted No one-command install · Source
1136Unrankedtherealmrfunguy-github-insightsmcp · github-vcsGitHub repository analytics, trending repos, contributor statistics, and language breakdowns.No signals yetNo commit datelisted No one-command install · Source
1137Unrankedthinair-datamcp · back-endProvides data access and analytics through ThinAir's authenticated MCP endpoint.No signals yetNo commit datelisted No one-command install · Source
1138Unrankedthinkingdata-mcpmcp · databaseEnables AI to interact with ThinkingData analytics through a read-only MCP service, supporting event/property queries, event analysis, retention…No signals yetNo commit datelisted No one-command install · Source
1139Unrankedtransitionmcp · observabilityAI-powered multisport coaching with personalized workouts, adaptive training plans, and performance analytics for triathletes, runners, and cyclists.No signals yetNo commit datelisted No one-command install · Source
1140Unrankedvendiamcp · ai-agentsFully managed MCP server to run any MCP compliant AI agent (Claude, ChatGPT, Gemini etc.) on any type of data (files, tables, SaaS apps, databases…No signals yetNo commit datelisted No one-command install · Source
1141Unrankedwaitlist-kitmcp · observabilityViral waitlist management with referral tracking, leaderboards, analytics, and built-in themes.No signals yetNo commit datelisted No one-command install · Source
1142Unrankedzoho-analytics-mcp-servermcp · back-endEnables AI agents to create and edit Zoho Analytics chart reports, run SQL queries, and browse workspaces and views using natural language.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