Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | 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 |
| 1802 | 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 |
| 1803 | Unranked | incident-responder-3skill · observability | Expert SRE incident responder specializing in rapid problem resolution, modern observability, and comprehensive incident management. | No signals yet | No commit datelisted | armory install incident-responder-3 --cli claude |
| 1804 | Unranked | incident-response-devops-troubleshootersubagent · observability | Expert DevOps troubleshooter specializing in rapid incident response, advanced debugging, and modern observability. Masters log analysis, distributed… | No signals yet | No commit datelisted | armory install incident-response-devops-troubleshooter --cli claude |
| 1805 | Unranked | incident-response-error-detectivesubagent · observability | Analyzes error traces, logs, and observability data to identify error signatures, reproduction steps, user impact, and timeline context for production… | No signals yet | No commit datelisted | armory install incident-response-error-detective --cli claude |
| 1806 | Unranked | it-operationsskill · observability | Manages IT infrastructure, monitoring, incident response, and service reliability. Provides frameworks for ITIL service management, observability… | No signals yet | No commit datelisted | armory install it-operations --cli claude |
| 1807 | Unranked | jeptomcp · observability | Marketing analytics and client knowledgebase access | No signals yet | No commit datelisted | No one-command install · Source |
| 1808 | 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 |
| 1809 | 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 |
| 1810 | Unranked | lamindbskill · observability | This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and… | No signals yet | No commit datelisted | armory install lamindb --cli claude |
| 1811 | Unranked | langsmith-observabilityskill · observability | LLM observability platform for tracing, evaluation, and monitoring. Use when debugging LLM applications, evaluating model outputs against datasets… | No signals yet | No commit datelisted | armory install langsmith-observability --cli claude |
| 1812 | Unranked | langsmith-tracinghook · observability | Automatically send Claude Code conversation traces to LangSmith for monitoring and analysis. Prerequisites: jq (brew install jq on macOS or sudo… | No signals yet | No commit datelisted | armory install langsmith-tracing --cli claude |
| 1813 | Unranked | langsmith-tracing-2hook · observability | # | No signals yet | No commit datelisted | armory install langsmith-tracing-2 --cli claude |
| 1814 | Unranked | langsmith-tracing-3rules · observability | Configure LangSmith tracing environment variables for Claude Code observability. Sends conversation traces to LangSmith for monitoring and analysis… | No signals yet | No commit datelisted | armory install langsmith-tracing-3 --cli claude |
| 1815 | Unranked | langtraceobservability · observability | Open-source, OpenTelemetry-compliant LLM observability tool by Scale3Labs. It traces calls to all major LLM providers and frameworks with a… | No signals yet | No commit datelisted | No one-command install · Source |
| 1816 | 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 |
| 1817 | 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 |
| 1818 | 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 |
| 1819 | 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 |
| 1820 | Unranked | linux-production-shell-scriptsskill · observability | This skill should be used when the user asks to "create bash scripts", "automate Linux tasks", "monitor system resources", "backup files", "manage… | No signals yet | No commit datelisted | armory install linux-production-shell-scripts --cli claude |
| 1821 | Unranked | literal-aiobservability · observability | Literal AI is an observability and evaluation platform for conversational AI. It captures multi-step threads, scores responses, and integrates with… | No signals yet | No commit datelisted | No one-command install · Source |
| 1822 | Unranked | literature-reviewskill · observability | Systematic literature-review workflow for academic, biomedical, technical, and scientific topics, including search planning, source screening… | No signals yet | No commit datelisted | armory install literature-review --cli claude |
| 1823 | 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 |
| 1824 | Unranked | llm-evaluationskill · observability | Master comprehensive evaluation strategies for LLM applications, from automated metrics to human evaluation and A/B testing. | No signals yet | No commit datelisted | armory install llm-evaluation --cli claude |
| 1825 | Unranked | logworkflow · observability | Log work from orchestrated tasks to external project management tools like Linear, Obsidian, Jira, or GitHub Issues. | No signals yet | No commit datelisted | armory install log --cli claude |
| 1826 | 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 |
| 1827 | 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 |
| 1828 | Unranked | logfiremcp · observability | Provides access to OpenTelemetry traces and metrics through Logfire. | No signals yet | No commit datelisted | No one-command install · Source |
| 1829 | 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 |
| 1830 | Unranked | logistics-exception-managementskill · observability | Codified expertise for handling freight exceptions, shipment delays, damages, losses, and carrier disputes. Informed by logistics professionals with… | No signals yet | No commit datelisted | armory install logistics-exception-management --cli claude |
| 1831 | 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 |
| 1832 | 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 |
| 1833 | 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 |
| 1834 | Unranked | loop-operatorsubagent · observability | Operate autonomous agent loops, monitor progress, and intervene safely when loops stall. | No signals yet | No commit datelisted | armory install loop-operator --cli claude |
| 1835 | 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 |
| 1836 | Unranked | lunaryobservability · observability | Open-source LLM observability and prompt management platform. It tracks conversations, errors, costs, and user feedback for production AI… | No signals yet | No commit datelisted | No one-command install · Source |
| 1837 | 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 |
| 1838 | 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 |
| 1839 | Unranked | maxim-aiobservability · observability | Maxim AI is an evaluation and observability platform for AI agents. It supports multi-step trace analysis, prompt testing, and production quality… | No signals yet | No commit datelisted | No one-command install · Source |
| 1840 | 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 |
| 1841 | 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 |
| 1842 | 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 |
| 1843 | 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 |
| 1844 | 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 |
| 1845 | 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 |
| 1846 | 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 |
| 1847 | 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 |
| 1848 | Unranked | medchemskill · observability | Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound… | No signals yet | No commit datelisted | armory install medchem --cli claude |
| 1849 | 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 |
| 1850 | Unranked | migration-observabilityworkflow · observability | Migration monitoring, CDC, and observability infrastructure | No signals yet | No commit datelisted | armory install migration-observability --cli claude |
| 1851 | 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 |
| 1852 | Unranked | milestone-trackerworkflow · observability | Track and analyze project milestone progress with predictive analytics | No signals yet | No commit datelisted | armory install milestone-tracker --cli claude |
| 1853 | Unranked | misarmailmcp · observability | Email marketing platform for campaigns, automation, contacts, templates, and analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1854 | 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 |
| 1855 | Unranked | ml-engineer-2skill · observability | Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature engineering, A/B testing, and… | No signals yet | No commit datelisted | armory install ml-engineer-2 --cli claude |
| 1856 | Unranked | mle-reviewersubagent · observability | Production machine-learning engineering reviewer for data contracts, feature pipelines, training reproducibility, offline/online evaluation, model… | No signals yet | No commit datelisted | armory install mle-reviewer --cli claude |
| 1857 | Unranked | modelcontextprotocol-sentrymcp · observability | Retrieve and analyze application error reports for debugging support. | No signals yet | No commit datelisted | No one-command install · Source |
| 1858 | Unranked | monitor-setupworkflow · observability | Monitoring and Observability Setup | No signals yet | No commit datelisted | armory install monitor-setup --cli claude |
| 1859 | Unranked | monitor-setup-2workflow · observability | Monitoring and Observability Setup | No signals yet | No commit datelisted | armory install monitor-setup-2 --cli claude |
| 1860 | Unranked | monitoring-specialistsubagent · observability | Monitoring and observability infrastructure specialist. Use PROACTIVELY for metrics collection, alerting systems, log aggregation, distributed… | No signals yet | No commit datelisted | armory install monitoring-specialist --cli claude |
| 1861 | 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 |
| 1862 | 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 |
| 1863 | 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 |
| 1864 | 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 |
| 1865 | 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 |
| 1866 | Unranked | neuropixels-analysisskill · observability | Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics… | No signals yet | No commit datelisted | armory install neuropixels-analysis --cli claude |
| 1867 | Unranked | new-relic-ai-monitoringobservability · observability | New Relic AI Monitoring instruments LLM calls end-to-end. It traces model invocations, measures token costs, and surfaces anomalies via the New Relic… | No signals yet | No commit datelisted | No one-command install · Source |
| 1868 | Unranked | newrelicmcp · observability | Access observability data including metrics, logs, traces, and entities | No signals yet | No commit datelisted | No one-command install · Source |
| 1869 | 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 |
| 1870 | 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 |
| 1871 | Unranked | notify-before-bashhook · observability | Show notification before any Bash command execution for security awareness. This hook displays a simple echo message '🔔 About to run bash command...'… | No signals yet | No commit datelisted | armory install notify-before-bash --cli claude |
| 1872 | 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 |
| 1873 | Unranked | observability-engineerskill · observability | Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident… | No signals yet | No commit datelisted | armory install observability-engineer --cli claude |
| 1874 | Unranked | observability-monitoring-database-optimizersubagent · observability | Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures. Masters advanced indexing, N+1… | No signals yet | No commit datelisted | armory install observability-monitoring-database-optimizer --cli claude |
| 1875 | Unranked | observability-monitoring-network-engineersubagent · observability | Expert network engineer specializing in modern cloud networking, security architectures, and performance optimization. Masters multi-cloud… | No signals yet | No commit datelisted | armory install observability-monitoring-network-engineer --cli claude |
| 1876 | Unranked | observability-monitoring-observability-engineersubagent · observability | Build production-ready monitoring, logging, and tracing systems. Implements comprehensive observability strategies, SLI/SLO management, and incident… | No signals yet | No commit datelisted | armory install observability-monitoring-observability-engineer --cli claude |
| 1877 | Unranked | observability-monitoring-performance-engineersubagent · observability | Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry… | No signals yet | No commit datelisted | armory install observability-monitoring-performance-engineer --cli claude |
| 1878 | Unranked | okahumcp · observability | Manage genAI trace data from Okahu's AI observability platform. | No signals yet | No commit datelisted | No one-command install · Source |
| 1879 | 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 |
| 1880 | 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 |
| 1881 | 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 |
| 1882 | 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 |
| 1883 | Unranked | ovrseamcp · observability | Freight visibility and operations platform for logistics teams. | No signals yet | No commit datelisted | No one-command install · Source |
| 1884 | 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 |
| 1885 | Unranked | performance-auditworkflow · observability | Comprehensive performance audit with metrics, bottleneck identification, and optimization recommendations | No signals yet | No commit datelisted | armory install performance-audit --cli claude |
| 1886 | Unranked | performance-budget-guardhook · observability | Monitor bundle size and Core Web Vitals metrics during development, blocking deployments that exceed performance budgets with detailed reports… | No signals yet | No commit datelisted | armory install performance-budget-guard --cli claude |
| 1887 | Unranked | performance-monitorsubagent · observability | Use when establishing observability infrastructure to track system metrics, detect performance anomalies, and optimize resource usage across… | No signals yet | No commit datelisted | armory install performance-monitor --cli claude |
| 1888 | Unranked | performance-testing-review-performance-engineersubagent · observability | Expert performance engineer specializing in modern observability, application optimization, and scalable system performance. Masters OpenTelemetry… | No signals yet | No commit datelisted | armory install performance-testing-review-performance-engineer --cli claude |
| 1889 | Unranked | persona-event-coordinatorworkflow · observability | Plan and manage events — scheduling, invitations, and logistics. | No signals yet | No commit datelisted | armory install persona-event-coordinator --cli claude |
| 1890 | Unranked | persona-it-adminworkflow · observability | Administer IT — manage users, monitor security, configure Workspace. | No signals yet | No commit datelisted | armory install persona-it-admin --cli claude |
| 1891 | Unranked | phoenix-observabilityskill · observability | Open-source AI observability platform for LLM tracing, evaluation, and monitoring. Use when debugging LLM applications with detailed traces, running… | No signals yet | No commit datelisted | armory install phoenix-observability --cli claude |
| 1892 | 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 |
| 1893 | 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 |
| 1894 | 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 |
| 1895 | 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 |
| 1896 | Unranked | post-bash-dispatcherhook · observability | PostToolUse hook: Consolidated Bash postflight dispatcher for logging, PR, and build notifications (matcher: Bash). | No signals yet | No commit datelisted | armory install post-bash-dispatcher --cli claude |
| 1897 | Unranked | post-context-monitorhook · observability | PostToolUse hook: Inject agent warnings on context exhaustion, high cost, scope creep, or tool loops (matcher: *). | No signals yet | No commit datelisted | armory install post-context-monitor --cli claude |
| 1898 | Unranked | post-edit-console-warnhook · observability | PostToolUse hook: Warn about console.log statements after edits (matcher: Edit). | No signals yet | No commit datelisted | armory install post-edit-console-warn --cli claude |
| 1899 | Unranked | post-metrics-bridgehook · observability | PostToolUse hook: Maintain running session metrics aggregate for statusline and context monitor (matcher: *). | No signals yet | No commit datelisted | armory install post-metrics-bridge --cli claude |
| 1900 | Unranked | post-session-activity-trackerhook · observability | PostToolUse hook: Track per-session tool calls and file activity for ECC2 metrics (matcher: *). | No signals yet | No commit datelisted | armory install post-session-activity-tracker --cli claude |
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.