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

320 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
301Unrankednvoipmcp · 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
302Unrankedpipeboard-tiktok-adsmcp · observabilityManages TikTok Ads campaigns, creatives, and performance analytics through AI assistants.No signals yetNo commit datelisted No one-command install · Source
303Unrankedposthogmcp · 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
304Unrankedpredictedge-data-mcpmcp · observabilityLive analytics at the edge across prediction marketsNo signals yetNo commit datelisted No one-command install · Source
305Unrankedprelimmcp · observabilityAccess AI preliminary phone screen results, candidate scores, transcripts, and hiring analytics.No signals yetNo commit datelisted No one-command install · Source
306Unrankedpytorch-lightning-2skill · observabilityDeep learning framework (PyTorch Lightning). Organize PyTorch code into LightningModules, configure Trainers for multi-GPU/TPU, implement data…No signals yetNo commit datelisted armory install pytorch-lightning-2 --cli claude
307Unrankedrecipe-log-deal-updateworkflow · observabilityAppend a deal status update to a Google Sheets sales tracking spreadsheet.No signals yetNo commit datelisted armory install recipe-log-deal-update --cli claude
308Unrankedreelriftermcp · observabilityGives AI assistants access to your ReelRifter streaming watchlist, viewing history, and analytics.No signals yetNo commit datelisted No one-command install · Source
309Unrankedresource-monitorsubagent · observabilityPROACTIVELY USE this agent when you need to monitor Claude Code resource usage, analyze API consumption patterns, track token usage and costs…No signals yetNo commit datelisted armory install resource-monitor --cli claude
310Unrankedringba-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
311Unrankedsalesforce-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
312Unrankedskill-healthworkflow · observabilityShow skill portfolio health dashboard with charts and analyticsNo signals yetNo commit datelisted armory install skill-health --cli claude
313Unrankedspeedofme-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
314Unrankedsscmfi-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
315Unrankedstatsigmcp · observabilityFeature flags, experiments, and analytics platformNo signals yetNo commit datelisted No one-command install · Source
316Unrankedsync-health-monitorworkflow · observabilityMonitor and diagnose GitHub-Linear sync health with performance analytics and automated troubleshootingNo signals yetNo commit datelisted armory install sync-health-monitor --cli claude
317Unrankedthenextgennexus-hr-compensationmcp · observabilityHR compensation benchmarks, salary data, and workforce analytics for AI assistants.No signals yetNo commit datelisted No one-command install · Source
318Unrankedthenextgennexus-real-estatemcp · observabilityReal estate listings, property data, and market analytics for AI assistants.No signals yetNo commit datelisted No one-command install · Source
319Unrankedtransitionmcp · 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
320Unrankedwaitlist-kitmcp · observabilityViral waitlist management with referral tracking, leaderboards, analytics, and built-in themes.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