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 | archiveworkflow · observability | Properly archive completed orchestrations while preserving valuable data, metrics, and lessons learned for future reference. | No signals yet | No commit datelisted | armory install archive --cli claude |
| 1702 | Unranked | asset-pipeline-controller-statuslinerules · observability | Asset pipeline controller monitoring texture processing, model optimization, audio compression, and platform-specific variants. Tracks asset… | No signals yet | No commit datelisted | armory install asset-pipeline-controller-statusline --cli claude |
| 1703 | Unranked | atomadic-fusemcp · observability | Polyglot compiler for the agent economy that harvests logic atoms from codebases and discovers product chains. | No signals yet | No commit datelisted | No one-command install · Source |
| 1704 | Unranked | aviman1109-garminmcp · observability | Multi-account Garmin Connect integration providing access to fitness data, activities, and health metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1705 | Unranked | avrodotter-nutrition-maxingmcp · observability | Log food intake and track daily nutrition macros using natural language input, synced to Notion. | No signals yet | No commit datelisted | No one-command install · Source |
| 1706 | Unranked | azure-log-analytics-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1707 | Unranked | beneatmcp · observability | On-chain risk enforcement and behavioral analytics for autonomous trading agents on Solana. | No signals yet | No commit datelisted | No one-command install · Source |
| 1708 | Unranked | calmseomcp · observability | SEO platform exposing Search Console data, live SERPs, keyword metrics, and on-page audits to AI agents via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 1709 | Unranked | calories-clubmcp · observability | AI-powered calorie tracking with photo recognition, barcode scanning, and voice logging. | No signals yet | No commit datelisted | No one-command install · Source |
| 1710 | Unranked | candiceaimcp · observability | Integrates with Candice AI's document intelligence platform to provide verifiable, citation-backed outputs with source-level traceability and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1711 | Unranked | casecraftmcp · observability | Enables spoken consulting case interview practice through Claude, providing real-time cases, grading on structure, analytics, judgment, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1712 | Unranked | catchintentmcp · observability | AI-native social listening for monitoring buying signals and running GTM workflows. | No signals yet | No commit datelisted | No one-command install · Source |
| 1713 | Unranked | catchmetricsmcp · observability | Real user monitoring platform for web performance analytics and Core Web Vitals tracking | No signals yet | No commit datelisted | No one-command install · Source |
| 1714 | Unranked | ccv2-logs-mcpmcp · observability | Enables AI agents to search and analyze SAP Commerce Cloud (CCv2) runtime logs via OpenSearch Dashboards using a session cookie, providing read-only… | No signals yet | No commit datelisted | No one-command install · Source |
| 1715 | Unranked | change-loggerhook · observability | Log every file mutation to CSV for demo prep. Records timestamp, tool, file path, action, and details for Edit, MultiEdit, Write, and Bash operations… | No signals yet | No commit datelisted | armory install change-logger --cli claude |
| 1716 | Unranked | change-logger-2hook · observability | Change Logger Hook Logs every file mutation (Edit, Write, Bash) to a CSV file for demo prep and session review. Output… | No signals yet | No commit datelisted | armory install change-logger-2 --cli claude |
| 1717 | Unranked | change-trackerhook · observability | Track file changes in a simple log. Records which files were modified and when for easy tracking of Claude Code activity. | No signals yet | No commit datelisted | armory install change-tracker --cli claude |
| 1718 | Unranked | cicd-automation-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 cicd-automation-devops-troubleshooter --cli claude |
| 1719 | Unranked | clausiusmcp · observability | An MCP server for monitoring and managing multi-cluster Slurm GPU jobs, enabling AI agents to execute commands, check allocations, and explore logs… | No signals yet | No commit datelisted | No one-command install · Source |
| 1720 | Unranked | clootrackmcp · observability | AI-powered customer feedback analytics platform that surfaces themes, sentiment, and business risks from reviews, surveys, and calls. | No signals yet | No commit datelisted | No one-command install · Source |
| 1721 | Unranked | cloudflare-logpushmcp · observability | Enables AI assistants to retrieve and manage Cloudflare Logpush jobs across multiple accounts, providing tools for monitoring and troubleshooting log… | No signals yet | No commit datelisted | No one-command install · Source |
| 1722 | Unranked | cloudflare-observabilitymcp · observability | MCP server — Cloudflare observability/logs. | No signals yet | No commit datelisted | No one-command install · Source |
| 1723 | Unranked | cloudflare-workers-observabilitymcp · observability | Understand how your Worker projects are performing via logs, traces, and other data sources. | No signals yet | No commit datelisted | No one-command install · Source |
| 1724 | Unranked | cloudwatch-logs-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1725 | Unranked | cloudwatch-mcp-servermcp · observability | Enables an AI assistant to read and query Amazon CloudWatch metrics, logs, and alarms through read-only MCP tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 1726 | Unranked | cochaincomplex-tractatus-thinkingmcp · observability | Applies Wittgenstein's Tractus method to break down complex concepts into logical structures, revealing hidden dependencies and multiplicative… | No signals yet | No commit datelisted | No one-command install · Source |
| 1727 | Unranked | code-archaeologistsubagent · observability | MUST BE USED to explore and document unfamiliar, legacy, or complex codebases. Use PROACTIVELY before refactors, onboarding, audits, or risk reviews… | No signals yet | No commit datelisted | armory install code-archaeologist --cli claude |
| 1728 | Unranked | codex-manager-mcpmcp · observability | Manages local Codex CLI sessions from Claude Code, enabling starting, monitoring, messaging, stopping, and adopting codex tasks. | No signals yet | No commit datelisted | No one-command install · Source |
| 1729 | Unranked | collabos-tomsfairemcp · observability | Controls Logitech CollabOS conference room hardware locally from AI coding tools. | No signals yet | No commit datelisted | No one-command install · Source |
| 1730 | Unranked | colophon-group-jobseekmcp · observability | Job posting monitoring system for company career pages. | No signals yet | No commit datelisted | No one-command install · Source |
| 1731 | Unranked | command-loggerhook · observability | Log all Claude Code commands to a file for audit and debugging purposes. Simple logging that records tool usage with timestamps. | No signals yet | No commit datelisted | armory install command-logger --cli claude |
| 1732 | Unranked | console-log-cleanerhook · observability | Warns about console.log statements when editing files on production branches (main/master). Helps prevent debug code from reaching production. | No signals yet | No commit datelisted | armory install console-log-cleaner --cli claude |
| 1733 | Unranked | context-monitorrules · observability | Real-time Claude Code context usage monitor with visual progress bars, color-coded alerts, session analytics (cost, duration, lines changed), and… | No signals yet | No commit datelisted | armory install context-monitor --cli claude |
| 1734 | Unranked | convai-analyticsmcp · observability | Analytics and telemetry access for Convai sessions, including latency, reliability, usage, and provider metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1735 | Unranked | create-pr-2skill · observability | Create pull requests following Sentry conventions. Use when opening PRs, writing PR descriptions, or preparing changes for review. Follows Sentry's… | No signals yet | No commit datelisted | armory install create-pr-2 --cli claude |
| 1736 | Unranked | cto-advisorskill · observability | Technical leadership guidance for engineering teams, architecture decisions, and technology strategy. Includes tech debt analyzer, team scaling… | No signals yet | No commit datelisted | armory install cto-advisor --cli claude |
| 1737 | Unranked | dashboard-builderskill · observability | Build monitoring dashboards that answer real operator questions for Grafana, SigNoz, and similar platforms. Use when turning metrics into a working… | No signals yet | No commit datelisted | armory install dashboard-builder --cli claude |
| 1738 | Unranked | data-analyst-2subagent · observability | Use this agent when you need quantitative analysis, statistical insights, or data-driven research. This includes analyzing numerical data, identifying… | No signals yet | No commit datelisted | armory install data-analyst-2 --cli claude |
| 1739 | Unranked | data-scientist-2skill · observability | Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data analysis, predictive modeling, and… | No signals yet | No commit datelisted | armory install data-scientist-2 --cli claude |
| 1740 | Unranked | datadog-cliskill · observability | Datadog CLI for searching logs, querying metrics, tracing requests, and managing dashboards. Use this when debugging production issues or working with… | No signals yet | No commit datelisted | armory install datadog-cli --cli claude |
| 1741 | Unranked | datadog-llm-observabilityobservability · observability | Datadog's managed LLM Observability product. It traces LLM calls, monitors prompt/completion quality, detects anomalies, and integrates with existing… | No signals yet | No commit datelisted | No one-command install · Source |
| 1742 | Unranked | dataslayermcp · observability | Reporting tool for your online PPC/SEM marketing metrics in Google Sheets and Google Data Studio from Adwords, Analytics, Facebook and Microsoft… | No signals yet | No commit datelisted | No one-command install · Source |
| 1743 | Unranked | deadline-prepskill · observability | Generate a structured demo outline from your session's change log and git history. Reads .claude/critical_log_changes.csv and git log to produce… | No signals yet | No commit datelisted | armory install deadline-prep --cli claude |
| 1744 | Unranked | debug-traceworkflow · observability | Debug and Trace Configuration | No signals yet | No commit datelisted | armory install debug-trace --cli claude |
| 1745 | Unranked | debug-trace-2workflow · observability | Debug and Trace Configuration | No signals yet | No commit datelisted | armory install debug-trace-2 --cli claude |
| 1746 | Unranked | debug-windowhook · observability | Auto Debug Log Viewer. Opens a live-tailing debug log window when Claude Code starts with --debug or -d flag. The window closes automatically on… | No signals yet | No commit datelisted | armory install debug-window --cli claude |
| 1747 | Unranked | debug-window-2hook · observability | Session Hook: Auto Debug Log Viewer | No signals yet | No commit datelisted | armory install debug-window-2 --cli claude |
| 1748 | Unranked | debuggersubagent · observability | Use this agent when you need to diagnose and fix bugs, identify root causes of failures, or analyze error logs and stack traces to resolve issues. | No signals yet | No commit datelisted | armory install debugger --cli claude |
| 1749 | Unranked | dependency-checkerhook · observability | Advanced dependency analysis and security checking. Monitors for outdated packages, security vulnerabilities, and license compatibility. | No signals yet | No commit datelisted | armory install dependency-checker --cli claude |
| 1750 | Unranked | deployment-monitoringworkflow · observability | Comprehensive deployment monitoring with observability, alerting, health checks, and performance tracking | No signals yet | No commit datelisted | armory install deployment-monitoring --cli claude |
| 1751 | Unranked | desktop-notification-on-stophook · observability | Sends a native desktop notification when Claude Code finishes responding. Uses the Stop hook event so you get a single notification per response… | No signals yet | No commit datelisted | armory install desktop-notification-on-stop --cli claude |
| 1752 | Unranked | disable-telemetryrules · observability | Disable Claude Code telemetry for privacy. | No signals yet | No commit datelisted | armory install disable-telemetry --cli claude |
| 1753 | Unranked | distributed-debugging-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 distributed-debugging-devops-troubleshooter --cli claude |
| 1754 | Unranked | distributed-debugging-error-detectivesubagent · observability | Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use… | No signals yet | No commit datelisted | armory install distributed-debugging-error-detective --cli claude |
| 1755 | Unranked | dune-analytics-mcpmcp · observability | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 1756 | Unranked | dx-optimizersubagent · observability | Use this agent when optimizing the complete developer workflow including build times, feedback loops, testing efficiency, and developer satisfaction… | No signals yet | No commit datelisted | armory install dx-optimizer --cli claude |
| 1757 | Unranked | dynatrace-expertsubagent · observability | The Dynatrace Expert Agent integrates observability and security capabilities directly into GitHub workflows, enabling development teams to… | No signals yet | No commit datelisted | armory install dynatrace-expert --cli claude |
| 1758 | Unranked | dynatrace-mcp-servermcp · observability | Manage and interact with the Dynatrace Platform for real-time observability and monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 1759 | Unranked | edholofy-eyepupmcp · observability | Agentic visitor analytics with five tools for CRO and session analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 1760 | Unranked | edit-audit-loghook · observability | Log all file edits to a project-local audit file with timestamps. Records every Edit tool usage to .claude/edit-log.txt for tracking changes across… | No signals yet | No commit datelisted | armory install edit-audit-log --cli claude |
| 1761 | Unranked | emtailabs-xray-visionmcp · observability | AI-powered codebase analysis with call graphs, security scanning, dead code detection, and complexity metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1762 | Unranked | enable-telemetryrules · observability | Enable Claude Code telemetry for usage analytics and improvements. | No signals yet | No commit datelisted | armory install enable-telemetry --cli claude |
| 1763 | Unranked | enterprise-agent-opsskill · observability | Operate long-lived agent workloads with observability, security boundaries, and lifecycle management. | No signals yet | No commit datelisted | armory install enterprise-agent-ops --cli claude |
| 1764 | Unranked | error-analysis-2workflow · observability | Analyze and resolve errors across the full application lifecycle — from stack traces to distributed tracing — using systematic root-cause analysis and… | No signals yet | No commit datelisted | armory install error-analysis-2 --cli claude |
| 1765 | Unranked | error-debugging-error-detectivesubagent · observability | Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use… | No signals yet | No commit datelisted | armory install error-debugging-error-detective --cli claude |
| 1766 | Unranked | error-diagnostics-error-detectivesubagent · observability | Search logs and codebases for error patterns, stack traces, and anomalies. Correlates errors across systems and identifies root causes. Use… | No signals yet | No commit datelisted | armory install error-diagnostics-error-detective --cli claude |
| 1767 | Unranked | error-resolverskill · observability | Systematic error diagnosis and resolution using first-principle analysis. Use when encountering any error message, stack trace, or unexpected… | No signals yet | No commit datelisted | armory install error-resolver --cli claude |
| 1768 | Unranked | error-traceworkflow · observability | Error Tracking and Monitoring | No signals yet | No commit datelisted | armory install error-trace --cli claude |
| 1769 | Unranked | error-trace-2workflow · observability | Set up error tracking and monitoring — implement structured logging, configure alerts, and integrate with error tracking services for real-time error… | No signals yet | No commit datelisted | armory install error-trace-2 --cli claude |
| 1770 | Unranked | error-trace-3workflow · observability | Error Tracking and Monitoring | No signals yet | No commit datelisted | armory install error-trace-3 --cli claude |
| 1771 | Unranked | es-mcpmcp · observability | Enables querying Elasticsearch logs from AI assistants using natural language, with optional SSH tunnel support. | No signals yet | No commit datelisted | No one-command install · Source |
| 1772 | Unranked | estimate-assistantworkflow · observability | Generate accurate task estimates using historical data, complexity analysis, and team velocity metrics | No signals yet | No commit datelisted | armory install estimate-assistant --cli claude |
| 1773 | Unranked | ethanjyx-openbrandmcp · observability | Extracts brand assets including logos, colors, backdrop images, and brand names from any website URL. | No signals yet | No commit datelisted | No one-command install · Source |
| 1774 | Unranked | evaluating-code-modelsskill · observability | Evaluates code generation models across HumanEval, MBPP, MultiPL-E, and 15+ benchmarks with pass@k metrics. Use when benchmarking code models… | No signals yet | No commit datelisted | armory install evaluating-code-models --cli claude |
| 1775 | Unranked | executing-marketing-campaignsskill · observability | Plans, creates, and optimizes marketing campaigns including content strategy, social media, email, and analytics. Helps develop go-to-market… | No signals yet | No commit datelisted | armory install executing-marketing-campaigns --cli claude |
| 1776 | Unranked | exploratory-data-analysisskill · observability | Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any… | No signals yet | No commit datelisted | armory install exploratory-data-analysis --cli claude |
| 1777 | Unranked | fabriciodf-prometheusmcp · observability | Integrates with Prometheus monitoring systems to execute PromQL queries, discover metrics, retrieve metadata, and analyze scrape targets for… | No signals yet | No commit datelisted | No one-command install · Source |
| 1778 | Unranked | fast-award-screener-mcpmcp · observability | Screens DIBBS RFQs for micro-purchase viability using deterministic logic without LLM calls. | No signals yet | No commit datelisted | No one-command install · Source |
| 1779 | Unranked | feedmob-singular-reportingmcp · observability | Enables marketers to create, monitor, and download customized Singular marketing analytics reports with campaign performance metrics across different… | No signals yet | No commit datelisted | No one-command install · Source |
| 1780 | Unranked | fiddler-aiobservability · observability | Fiddler AI Observability platform monitors LLM applications for hallucinations, toxicity, bias, and drift, with explainability and alerting for… | No signals yet | No commit datelisted | No one-command install · Source |
| 1781 | Unranked | forinvestmcp · observability | Financial data and analytics for Turkish BIST and international markets via AI agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 1782 | Unranked | foxhoundmcp · observability | AI agent observability platform providing tracing, evaluation, and debugging tools for MCP clients. | No signals yet | No commit datelisted | No one-command install · Source |
| 1783 | Unranked | full-stack-orchestration-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 full-stack-orchestration-performance-engineer --cli claude |
| 1784 | Unranked | futureagimcp · observability | Build, test, monitor, and improve AI applications with evaluation, observability, and synthetic data generation. | No signals yet | No commit datelisted | No one-command install · Source |
| 1785 | Unranked | fuzzy-semantic-audit-mcpmcp · observability | A high-precision logical vulnerability auditing tool that uses MCP and CodeGraph for automated 0-day discovery and verification in multi-language… | No signals yet | No commit datelisted | No one-command install · Source |
| 1786 | Unranked | game-analytics-integrationworkflow · observability | Use PROACTIVELY to implement game analytics systems with player behavior tracking, performance monitoring, and business intelligence integration | No signals yet | No commit datelisted | armory install game-analytics-integration --cli claude |
| 1787 | Unranked | garmin-mcp-triathlonmcp · observability | Enables triathlon coaches and athletes to interact with Garmin Connect, including retrieving health/activity data, building and uploading structured… | No signals yet | No commit datelisted | No one-command install · Source |
| 1788 | Unranked | glyphicmcp · observability | Integrates with the Glyphic sales intelligence platform to access call recordings, transcripts, deal insights, and conversational analytics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1789 | 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 |
| 1790 | Unranked | google-analyticsskill · observability | Analyze Google Analytics data, review website performance metrics, identify traffic patterns, and suggest data-driven improvements. Use when the user… | No signals yet | No commit datelisted | armory install google-analytics --cli claude |
| 1791 | 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 |
| 1792 | 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 |
| 1793 | Unranked | google-cloud-networking-observabilityskill · observability | Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs, NAT, firewall, or… | No signals yet | No commit datelisted | armory install google-cloud-networking-observability --cli claude |
| 1794 | Unranked | grafana-dashboardsskill · observability | Create and manage production-ready Grafana dashboards for comprehensive system observability. | No signals yet | No commit datelisted | armory install grafana-dashboards --cli claude |
| 1795 | 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 |
| 1796 | Unranked | gws-admin-reportsworkflow · observability | Google Workspace Admin SDK: Audit logs and usage reports. | No signals yet | No commit datelisted | armory install gws-admin-reports --cli claude |
| 1797 | 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 |
| 1798 | 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 |
| 1799 | Unranked | honeyhiveeval · observability | LLM evaluation and experimentation platform with session tracing, dataset management, and metric-based run comparison. | No signals yet | No commit datelisted | No one-command install · Source |
| 1800 | Unranked | honeyhiveobservability · observability | HoneyHive is an AI evaluation and observability platform for tracing agent pipelines, running evaluations, and debugging regressions in production. | 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.