Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1701 | Unranked | gomarblemcp · observability | Unified access to marketing data from Meta Ads, Google Ads, Google Analytics 4, and Shopify | No signals yet | No commit datelisted | No one-command install · Source |
| 1702 | Unranked | google-analytics-unofficialmcp · observability | Connects Google Analytics 4 to AI assistants for natural language querying of website traffic, user behavior, and marketing performance data. | No signals yet | No commit datelisted | No one-command install · Source |
| 1703 | Unranked | google-cloud-monitoringmcp · observability | Google Cloud Monitoring MCP server for AI-assisted infrastructure observability, alerting, and metrics management. | No signals yet | No commit datelisted | No one-command install · Source |
| 1704 | Unranked | gridstampmcp · observability | Cryptographic proof-of-presence for autonomous vehicles, logistics fleets, and AR systems. | No signals yet | No commit datelisted | No one-command install · Source |
| 1705 | Unranked | hermes-mcp-bridgemcp · observability | Read-only MCP bridge exposing Hermes gateway monitoring tools (status, mission control, channels, approvals) to ChatGPT via HTTP/SSE. | No signals yet | No commit datelisted | No one-command install · Source |
| 1706 | Unranked | holstermcp · observability | Local-first secret scanning, rotation, vault, and audit log tools for AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1707 | Unranked | huntertech-vendor-insightsmcp · observability | Vendor incident status monitoring with public active incidents and plan-scoped history. | No signals yet | No commit datelisted | No one-command install · Source |
| 1708 | Unranked | incident-mcpmcp · observability | An incident management MCP server for on-call engineers, providing tools to search incidents, review deploys, query logs, analyze latency metrics, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1709 | Unranked | jeptomcp · observability | Marketing analytics and client knowledgebase access | No signals yet | No commit datelisted | No one-command install · Source |
| 1710 | Unranked | johannesgerer-backstage-tech-insightsmcp · observability | Exposes Backstage Tech Insights scorecards and checks as queryable tools for software catalog health monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 1711 | Unranked | juicebox-mcpmcp · observability | Lets Claude read your Juicebox saved searches and scored candidate results using your own logged-in session, entirely on your machine. | No signals yet | No commit datelisted | No one-command install · Source |
| 1712 | Unranked | lanlanmcp · observability | Build and manage hosted websites through chat with snapshots, forms, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1713 | Unranked | last9mcp · observability | Seamlessly bring real-time production context - logs, metrics, and traces - into your local environment to auto-fix code faster. | No signals yet | No commit datelisted | No one-command install · Source |
| 1714 | Unranked | lightdashmcp · observability | Query metrics, dimensions, and execute analytics queries through Lightdash's semantic layer. | No signals yet | No commit datelisted | No one-command install · Source |
| 1715 | Unranked | linkguardmcp · observability | Backlink health tools for AI assistants with redirect checking, Google index verification, and backlink monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 1716 | Unranked | liveplex-fibermcp · observability | Optical operations platform for AI data centers covering gNMI telemetry, predictive maintenance, and Digital Twin management. | No signals yet | No commit datelisted | No one-command install · Source |
| 1717 | Unranked | log-analyzer-with-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1718 | Unranked | log-extractor-mcp-servermcp · observability | Exposes read-only Order Orchestrator diagnostics, including search_order_failure_logs backed by live telemetry from Render. | No signals yet | No commit datelisted | No one-command install · Source |
| 1719 | Unranked | logfiremcp · observability | Provides access to OpenTelemetry traces and metrics through Logfire. | No signals yet | No commit datelisted | No one-command install · Source |
| 1720 | Unranked | logfire-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1721 | Unranked | logotype-fixparsermcp · observability | 🎖 📇 ☁️ 🏠 📟 - FIX Protocol (send orders, market data, etc.) written in TypeScript. | No signals yet | No commit datelisted | No one-command install · Source |
| 1722 | Unranked | logseq-mcp-apw124mcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1723 | Unranked | logseq-mcp-toolsmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1724 | Unranked | lotusmcp · observability | GEO intelligence platform for B2B with AI bot monitoring, competitor analysis, revenue risk quantification, and defense code generation. | No signals yet | No commit datelisted | No one-command install · Source |
| 1725 | Unranked | mac-monitor-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1726 | Unranked | maha-osmcp · observability | Biological and metabolic telemetry tools for the Maha OS health platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 1727 | Unranked | maxion-mcp-gatewaymcp · observability | Enterprise MCP gateway suite providing 22 unified tools across hardware telemetry, security auditing, AES-256-GCM encrypted storage, HMAC… | No signals yet | No commit datelisted | No one-command install · Source |
| 1728 | Unranked | mcp-agent-tracemcp · observability | Enables recording and analyzing AI agent execution traces, including event logging, metric computation, loop detection, and JSON export for debugging… | No signals yet | No commit datelisted | No one-command install · Source |
| 1729 | Unranked | mcp-analytics-middlewaremcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1730 | Unranked | mcp-log-proxymcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1731 | Unranked | mcp-logicmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1732 | Unranked | mcp-monitormcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1733 | Unranked | mcp-sumologicmcp · observability | MCP server that integrates with Sumo Logic's API to perform log searches, data discovery, metrics queries, and monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 1734 | Unranked | mcps-loggermcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1735 | Unranked | metrifyrmcp · observability | Natural language access to Google Analytics 4, Search Console, Google Tag Manager, and AdSense through 69 marketing tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 1736 | Unranked | milemakermcp · observability | Provides commercial truck routing, mileage calculation, and mapping services for transportation logistics across North America. | No signals yet | No commit datelisted | No one-command install · Source |
| 1737 | Unranked | misarmailmcp · observability | Email marketing platform for campaigns, automation, contacts, templates, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1738 | Unranked | mixpanelmcp · observability | Query product analytics data, funnels, retention, and session replays through natural language | No signals yet | No commit datelisted | No one-command install · Source |
| 1739 | Unranked | modelcontextprotocol-sentrymcp · observability | Retrieve and analyze application error reports for debugging support. | No signals yet | No commit datelisted | No one-command install · Source |
| 1740 | Unranked | monte-carlo-datamcp · observability | Data observability and data quality MCP tools for monitoring, triaging, and troubleshooting data pipelines. | No signals yet | No commit datelisted | No one-command install · Source |
| 1741 | Unranked | mt5-multi-account-mcpmcp · observability | Enables read and execution access to multiple MetaTrader 5 accounts, allowing an AI assistant to manage positions, P&L, prices, indicators, history… | No signals yet | No commit datelisted | No one-command install · Source |
| 1742 | Unranked | myrouteonlinemcp · observability | Multi-stop route optimization, navigation links, and email delivery for logistics workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 1743 | Unranked | nansenmcp · observability | Blockchain analytics with Smart Money signals, wallet profiling, and token analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1744 | Unranked | netdata-netdata-netdatamcp · observability | Discovery, exploration, reporting and root cause analysis using all observability data, including metrics, logs, systems, containers, processes, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1745 | Unranked | newrelicmcp · observability | Access observability data including metrics, logs, traces, and entities | No signals yet | No commit datelisted | No one-command install · Source |
| 1746 | Unranked | nicosommi-sac-toolsmcp · observability | Manages SAP Analytics Cloud resources including stories, data imports, users, and audit logs. | No signals yet | No commit datelisted | No one-command install · Source |
| 1747 | Unranked | nitrosendmcp · observability | AI-native email marketing platform with MCP-first architecture for campaigns, automations, transactional email, contacts, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1748 | Unranked | nvoipmcp · observability | Access Nvoip VoIP platform analytics — call reports, service quality metrics, and business insights via AI. | No signals yet | No commit datelisted | No one-command install · Source |
| 1749 | Unranked | okahumcp · observability | Manage genAI trace data from Okahu's AI observability platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 1750 | Unranked | olyport-cms-medicaremcp · observability | Medicare provider data, hospital comparisons, and healthcare quality metrics from CMS. | No signals yet | No commit datelisted | No one-command install · Source |
| 1751 | Unranked | openclaw-cost-tracker-mcpmcp · observability | Token-cost telemetry for AI agents across providers: per-agent attribution, anomaly detection, and routing optimization. | No signals yet | No commit datelisted | No one-command install · Source |
| 1752 | Unranked | openfoam-mcp-2mcp · observability | Turns an AI assistant into an OpenFOAM setup and debugging co-pilot, enabling case scaffolding, dictionary edits, mesh sizing, turbulence… | No signals yet | No commit datelisted | No one-command install · Source |
| 1753 | Unranked | orttomcp · observability | Connect to Ortto marketing automation platform for campaigns, contacts, audiences, and analytics | No signals yet | No commit datelisted | No one-command install · Source |
| 1754 | Unranked | ovrseamcp · observability | Freight visibility and operations platform for logistics teams. | No signals yet | No commit datelisted | No one-command install · Source |
| 1755 | Unranked | paid-media-mcpmcp · observability | Enables Claude to access and analyze your paid media campaign data, team structure, performance metrics, and reporting templates, so it can answer… | No signals yet | No commit datelisted | No one-command install · Source |
| 1756 | Unranked | pipeboard-tiktok-adsmcp · observability | Manages TikTok Ads campaigns, creatives, and performance analytics through AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1757 | Unranked | plaidmcp · observability | Integrates with Plaid's developer tools to provide personalized financial data integration insights, monitor API usage metrics, optimize Link… | No signals yet | No commit datelisted | No one-command install · Source |
| 1758 | Unranked | pleachmcp · observability | Provides Claude with the session graph, enabling it to log, show, grep, export, summarize, branch, name, and merge Claude Code sessions. | No signals yet | No commit datelisted | No one-command install · Source |
| 1759 | Unranked | poly-observability-mcpmcp · observability | Unified MCP server for observability and monitoring, providing tools to query metrics, logs, and traces through Prometheus, Grafana, Loki, and Jaeger. | No signals yet | No commit datelisted | No one-command install · Source |
| 1760 | Unranked | posthogmcp · observability | Integrates with PostHog product analytics to query analytics data, manage feature flags, create insights, run experiments, and track errors. | No signals yet | No commit datelisted | No one-command install · Source |
| 1761 | Unranked | ppc-prophetmcp · observability | Integrates with Amazon Advertising accounts to provide campaign analytics, wasted spend analysis, performance diagnostics, and automation through PPC… | No signals yet | No commit datelisted | No one-command install · Source |
| 1762 | Unranked | predictedge-data-mcpmcp · observability | Live analytics at the edge across prediction markets | No signals yet | No commit datelisted | No one-command install · Source |
| 1763 | Unranked | prelimmcp · observability | Access AI preliminary phone screen results, candidate scores, transcripts, and hiring analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1764 | Unranked | pulsemcp-appsignalmcp · observability | Integrates with AppSignal's monitoring platform to provide incident tracking, anomaly detection, performance monitoring, and log analysis with… | No signals yet | No commit datelisted | No one-command install · Source |
| 1765 | Unranked | re-leak-scanmcp · observability | MCP server for detecting publisher telemetry pipeline leaks in binary artifacts by scanning for sensitive strings like Sentry DSNs, Slack tokens, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1766 | Unranked | reading-coachmcp · observability | An AI reading companion that curates next books based on the Chicago Plan curriculum and tracks user reading progress with personal tokens. It offers… | No signals yet | No commit datelisted | No one-command install · Source |
| 1767 | Unranked | reelriftermcp · observability | Gives AI assistants access to your ReelRifter streaming watchlist, viewing history, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1768 | Unranked | ringba-api-mcpmcp · observability | Enables AI assistants to query Ringba call analytics, including running EHG insights reports and listing available metrics and dimensions. | No signals yet | No commit datelisted | No one-command install · Source |
| 1769 | Unranked | roo-loggermcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1770 | Unranked | runrevealmcp · observability | Security log management and threat detection platform with AI-powered investigations | No signals yet | No commit datelisted | No one-command install · Source |
| 1771 | Unranked | saas-browsermcp · observability | Search and filter a database of over 400,000 SaaS products by category, technology, country, pricing, and growth metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1772 | Unranked | salesforce-invocable-actionsmcp · observability | Exposes Apex @InvocableMethod classes as callable tools for running custom Salesforce business logic from AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1773 | Unranked | salesforce-tableau-nextmcp · observability | Provides access to Tableau analytics for discovering semantic models, querying KPIs, and performing data analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 1774 | Unranked | sentry-selfhosted-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1775 | Unranked | seolinkmapmcp · observability | Transforms SEO analytics into conversational queries, providing SERP correlation analysis, PageRank calculations, competitor backlink profiles, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1776 | Unranked | serankingmcp · observability | SEO analytics platform providing keyword rankings, site audits, backlink data, and competitor research for AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1777 | Unranked | serpstatmcp · observability | Automate daily SEO tasks including keyword research, competitor analysis, rank tracking, and site audits using Serpstat's analytics platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 1778 | Unranked | sigparsermcp · observability | Query contacts, companies, relationships, and communication metrics from SigParser. | No signals yet | No commit datelisted | No one-command install · Source |
| 1779 | Unranked | sikbik-flux-cloudmcp · observability | Integrates with Flux Cloud and FluxOS node APIs to manage decentralized application lifecycles, monitor performance metrics, handle file operations… | No signals yet | No commit datelisted | No one-command install · Source |
| 1780 | Unranked | speedofme-dev-speedofme-mcpmcp · observability | Official SpeedOf.Me server for accurate internet speed tests via 129 global Fastly edge servers with analytics dashboard and local history | No signals yet | No commit datelisted | No one-command install · Source |
| 1781 | Unranked | sscmfi-bond-analytics-mcp-servermcp · observability | Enables AI assistants to perform high-precision Price and Yield calculations for fixed income securities, including institutional risk metrics, using… | No signals yet | No commit datelisted | No one-command install · Source |
| 1782 | Unranked | staticapkauditor-mcpmcp · observability | Enables Android APK security auditing through natural language by decompiling APKs with Apktool and running static analysis heuristics for attack… | No signals yet | No commit datelisted | No one-command install · Source |
| 1783 | Unranked | statsigmcp · observability | Feature flags, experiments, and analytics platform | No signals yet | No commit datelisted | No one-command install · Source |
| 1784 | Unranked | suprawallmcp · observability | Zero-trust runtime security layer for AI agents with policy enforcement, human approval workflows, and audit logging. | No signals yet | No commit datelisted | No one-command install · Source |
| 1785 | Unranked | system-monitor-mcp-servermcp · observability | Gives AI agents real-time access to system metrics, process management, and container orchestration. | No signals yet | No commit datelisted | No one-command install · Source |
| 1786 | Unranked | talkix-mcpmcp · observability | Provides read-only access to Talkix dashboard indicators (conversations, response times, SLA, CSAT, funnel metrics) via MCP, supporting stdio and HTTP… | No signals yet | No commit datelisted | No one-command install · Source |
| 1787 | Unranked | tenderlymcp · observability | Simulate transactions, create Virtual TestNets, trace execution, and inspect contracts across 100+ EVM networks. | No signals yet | No commit datelisted | No one-command install · Source |
| 1788 | Unranked | the-studio5000-ai-assistant-v35mcp · observability | Converts natural language specifications into working ladder logic and complete Studio 5000 projects, enabling AI-powered PLC programming with L5X and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1789 | Unranked | thenextgennexus-hr-compensationmcp · observability | HR compensation benchmarks, salary data, and workforce analytics for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1790 | Unranked | thenextgennexus-newsmcp · observability | News articles, media coverage, and content monitoring data for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1791 | Unranked | thenextgennexus-real-estatemcp · observability | Real estate listings, property data, and market analytics for AI assistants. | No signals yet | No commit datelisted | No one-command install · Source |
| 1792 | Unranked | therealmrfunguy-uptime-probemcp · observability | HTTP health checks, SSL expiry monitoring, TCP port scanning, and batch URL testing. | No signals yet | No commit datelisted | No one-command install · Source |
| 1793 | Unranked | thinkchainai-uk-air-qualitymcp · observability | Access UK air quality monitoring data from the DEFRA AURN sensor network. | No signals yet | No commit datelisted | No one-command install · Source |
| 1794 | Unranked | ticket-forgemcp · observability | MCP server that parses stack traces and logs to generate deduplicated issue drafts with severity, repro steps, and owner guesses. | No signals yet | No commit datelisted | No one-command install · Source |
| 1795 | Unranked | trace-mcpmcp · observability | Framework-aware code intelligence — semantic navigation, impact analysis, and refactoring across 60 framework integrations and 81 languages with up to… | No signals yet | No commit datelisted | No one-command install · Source |
| 1796 | Unranked | transformseomcp · observability | SEO analysis with tools for keyword research, competitor analysis, backlink monitoring, and more. | No signals yet | No commit datelisted | No one-command install · Source |
| 1797 | Unranked | transitionmcp · observability | AI-powered multisport coaching with personalized workouts, adaptive training plans, and performance analytics for triathletes, runners, and cyclists. | No signals yet | No commit datelisted | No one-command install · Source |
| 1798 | Unranked | unifi-mcpmcp · observability | Enables management of a local UniFi controller, including devices, clients, network configuration, and monitoring through a single action tool. | No signals yet | No commit datelisted | No one-command install · Source |
| 1799 | Unranked | valorlens-2mcp · observability | Provides structured Valorant esports analytics data and metrics through MCP, including match analysis, player profiling, scouting reports, and ad-hoc… | No signals yet | No commit datelisted | No one-command install · Source |
| 1800 | Unranked | velvoite-compliancemcp · observability | EU financial regulatory compliance monitoring across DORA, MiCA, MiFID II, AML, and Solvency II. | No signals yet | No 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.