Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1601 | Unranked | vexlymcp · observability | Cross-service business analytics across Shopify, Meta Ads, Google Ads, and more. | No signals yet | No one-command install · Source | |
| 1602 | Unranked | gh-aguantar-kafka-dataopsmcp · observability | DataOps-focused Kafka monitoring with consumer lag diagnosis based on real operational experience. | No signals yet | No one-command install · Source | |
| 1603 | Unranked | kafka-dataops-mcpmcp · observability | A DataOps-focused Kafka MCP server with consumer lag diagnosis and broker health monitoring, featuring incident-based diagnosis logic derived from… | No signals yet | No one-command install · Source | |
| 1604 | Unranked | karrito-mcpmcp · observability | MCP server for Karrito - the digital catalog builder for WhatsApp sellers in LATAM, enabling AI assistants to manage store operations like products… | No signals yet | No one-command install · Source | |
| 1605 | Unranked | mcp-lazy-proxymcp · observability | Reduces MCP tool schema token overhead by lazy-loading and caching schemas, with response compression and verifiable savings metrics. | No signals yet | No one-command install · Source | |
| 1606 | Unranked | observability-mcpmcp · observability | MCP server that enables AI assistants to query Grafana/Loki logs and Thanos/Prometheus metrics directly from MCP-compatible clients like Cursor or… | No signals yet | No one-command install · Source | |
| 1607 | Unranked | observe-instrument-mcpmcp · observability | An MCP server that automatically instruments Python AI agents with the ioa-observe-sdk, adding OpenTelemetry-based tracing, metrics, and logs with… | No signals yet | No one-command install · Source | |
| 1608 | Unranked | gstreamer-logs-mcpmcp · observability | Enables agents to efficiently explore and query GStreamer debug logs by loading files, applying filters (path, category, time range, level, object… | No signals yet | No one-command install · Source | |
| 1609 | Unranked | yarikyar-hulymcp · observability | Huly project management integration with issue tracking, time logging, and custom fields. | No signals yet | No one-command install · Source | |
| 1610 | Unranked | f1-mcpmcp · observability | An MCP server that provides 118+ Formula 1 analytics tools, enabling race analysis, driver comparisons, telemetry exploration, and strategy simulation… | No signals yet | No one-command install · Source | |
| 1611 | Unranked | poco-mcp-servicemcp · observability | Independent MCP service module for Poco, providing analytics and management tools such as daily usage analysis and service introspection. | No signals yet | No one-command install · Source | |
| 1612 | Unranked | log-reducermcp · observability | Reduces log files to remove noise and duplicate information, cutting tokens by 70-90% for AI agents, preserving only errors, warnings, and unique… | No signals yet | No one-command install · Source | |
| 1613 | Unranked | sentinel-mcpmcp · observability | Turns Claude into an autonomous SOC analyst by ingesting security logs, detecting anomalies with ML, correlating events, mapping to MITRE ATT&CK, and… | No signals yet | No one-command install · Source | |
| 1614 | Unranked | blocklensmcp · observability | Bitcoin on-chain analytics with 127 metrics covering valuation, profitability, coin days, ETF flows, and cycle performance. | No signals yet | No one-command install · Source | |
| 1615 | Unranked | blocklens-mcp-servermcp · observability | MCP server for Blocklens Bitcoin on-chain analytics, providing AI agents access to 127 on-chain metrics and chart rendering. | No signals yet | No one-command install · Source | |
| 1616 | Unranked | verse-diagnostics-mcpmcp · observability | Parses UEFN Verse build diagnostics from UnrealEditorFortnite.log and exposes structured error data to MCP clients. | No signals yet | No one-command install · Source | |
| 1617 | Unranked | writiomcp · observability | LinkedIn-native content creation, scheduling, and analytics. | No signals yet | No one-command install · Source | |
| 1618 | Unranked | anvil-mcp-servermcp · observability | Enables AI assistants to manage Sable AI voice agents, journeys, knowledge bases, deployments, and analytics through natural language, plus… | No signals yet | No one-command install · Source | |
| 1619 | Unranked | unreal-editor-mcpmcp · observability | Provides build diagnostics and editor log tools for Unreal Engine AI development, enabling Live Coding builds, parsing compile errors… | No signals yet | No one-command install · Source | |
| 1620 | Unranked | pensiatamcp · observability | Bulgarian pension fund analytics with NAV data, performance metrics, rankings, and benchmarks. | No signals yet | No one-command install · Source | |
| 1621 | Unranked | ai-usage-metrics-mcpmcp · observability | A MCP server for tracking AI usage metrics and structured logs across applications. Monitor model calls, analyze usage patterns, track costs, and… | No signals yet | No one-command install · Source | |
| 1622 | Unranked | vc-replan-mcpmcp · observability | Enables multi-dimensional architecture review of technical solutions with web intelligence and knowledge base auto-sedimentation, acting as a logical… | No signals yet | No one-command install · Source | |
| 1623 | Unranked | launchd-mcpmcp · observability | Manage macOS launchd jobs from MCP tools with support for Python-script tasks, scheduling, logs, and lifecycle management. | No signals yet | No one-command install · Source | |
| 1624 | Unranked | computer-use-enginemcp · observability | Safety middleware for AI computer use agents that monitors, enforces policies, and provides guardrails to enable safe desktop interaction. | No signals yet | No one-command install · Source | |
| 1625 | Unranked | used-temponmcp · observability | Enables logging time to Tempo (Jira time tracker) via natural language in Claude Desktop or OpenCode. | No signals yet | No one-command install · Source | |
| 1626 | Unranked | incident-timeline-mcp-servermcp · observability | Extracts structured incident analysis from raw communication logs, classifying events by NIST SP 800-61 phases with severity assessment and responder… | No signals yet | No one-command install · Source | |
| 1627 | Unranked | connectivity-diagnosticsmcp · observability | Enables AI assistants to perform real network diagnostics on the local machine, including ping, traceroute, DNS lookups, TLS checks, and more. | No signals yet | No one-command install · Source | |
| 1628 | Unranked | mcp-log-collectormcp · observability | Enables remote log collection from Linux machines via HTTP/HTTPS, allowing clients like Claude Desktop to access and analyze system logs securely. | No signals yet | No one-command install · Source | |
| 1629 | Unranked | christerso-celestial-nodemcp · observability | Provides real-time space data including ISS tracking, rocket launches, crew in space, Mars weather, star catalogs, and near-Earth asteroid monitoring. | No signals yet | No one-command install · Source | |
| 1630 | Unranked | jafforgehq-google-analyticsmcp · observability | Integrates Google Analytics 4 and Google Search Console for unified SEO and traffic analysis with natural language querying. | No signals yet | No one-command install · Source | |
| 1631 | Unranked | ghostintheshell-mcpmcp · observability | A sandboxed, read-only MCP server that safely exposes system metrics, container diagnostics, and logs to AI agents with intelligent context… | No signals yet | No one-command install · Source | |
| 1632 | Unranked | screen-mcp-servermcp · observability | Gives AI coding assistants real-time screen capture capabilities with multi-monitor support, PDF text extraction, and answer logging. | No signals yet | No one-command install · Source | |
| 1633 | Unranked | mcp-product-decision-copilotmcp · observability | Provides Claude with tools to make Ship/Delay/Kill recommendations on feature requests using product metrics, roadmap, and OKRs. | No signals yet | No one-command install · Source | |
| 1634 | Unranked | warpmetricsmcp · observability | Query agent runs, API calls, costs, latency, and outcome statistics from Warpmetrics observability data. | No signals yet | No one-command install · Source | |
| 1635 | Unranked | shopify-mcp-managermcp · observability | Enables AI assistants like Cursor or Claude Desktop to fully manage a Shopify store using the Model Context Protocol, with tools for products, orders… | No signals yet | No one-command install · Source | |
| 1636 | Unranked | mcp-logseqmcp · observability | Connects MCP-compatible AI assistants to Logseq graphs, enabling block-first operations, block references, and context graph building. | No signals yet | No one-command install · Source | |
| 1637 | Unranked | reqlogmcp · observability | Provides AI coding agents with tools to query, search, and analyze persisted HTTP request logs, enabling efficient debugging without terminal noise. | No signals yet | No one-command install · Source | |
| 1638 | Unranked | logic-analyzer-ai-mcpmcp · observability | Enables AI assistants to control Saleae Logic analyzers, capture and analyze digital/analog signals, and export data via MCP. | No signals yet | No one-command install · Source | |
| 1639 | Unranked | ikoskela-precision-desktopmcp · observability | Fixes DPI coordinate scaling for Windows desktop automation by calibrating and converting between physical and logical coordinate systems. | No signals yet | No one-command install · Source | |
| 1640 | Unranked | fusionreactor-mcp-servermcp · observability | Enables AI assistants to query FusionReactor Cloud metrics, logs, and alerts via MCP tools. | No signals yet | No one-command install · Source | |
| 1641 | Unranked | robotframework-mcpmcp · observability | Enables generating Robot Framework test cases with SeleniumLibrary, creating page object models, and performing performance monitoring through natural… | No signals yet | No one-command install · Source | |
| 1642 | Unranked | transition-mcpmcp · observability | AI-powered coaching for runners, cyclists, swimmers, and triathletes, enabling personalized workouts, training plan adaptation, performance analytics… | No signals yet | No one-command install · Source | |
| 1643 | Unranked | xiaozhi-mcp-aggregatemcp · observability | Aggregates MCP tools for remote control, email, system monitoring, and web search, enabling AI to interact with external systems. | No signals yet | No one-command install · Source | |
| 1644 | Unranked | mcp-log-analyticsmcp · observability | Exposes Azure Log Analytics workspace data with tools for querying AuditLogs and AzureActivity tables, supporting custom KQL queries, time range… | No signals yet | No one-command install · Source | |
| 1645 | Unranked | mintlinemcp · observability | Connect to Mintline receipts, transactions, and spending analytics. | No signals yet | No one-command install · Source | |
| 1646 | Unranked | ga4-vizmcp · observability | Enables interactive Google Analytics 4 visualizations inside Claude conversations, supporting ad-hoc queries with line, bar, pie charts and data… | No signals yet | No one-command install · Source | |
| 1647 | Unranked | husain-zaidi-ros2mcp · observability | Control ROS 2 robotic systems by publishing messages, calling services, and monitoring topics. | No signals yet | No one-command install · Source | |
| 1648 | Unranked | repack-logs-mcpmcp · observability | An MCP server for tailing Re.Pack/Rspack dev server logs. Enables AI assistants to query build logs, find errors, and monitor compilation status. | No signals yet | No one-command install · Source | |
| 1649 | Unranked | devops-mcp-servermcp · observability | Enables read-only integration with GitHub, Jenkins, and Artifactory for DevOps monitoring, analysis, and troubleshooting. Provides repository… | No signals yet | No one-command install · Source | |
| 1650 | Unranked | otel-analyzer-mcpmcp · observability | MCP server for analyzing OpenTelemetry traces with performance and error diagnosis, supporting loading from files, AWS X-Ray, and CloudWatch. | No signals yet | No one-command install · Source | |
| 1651 | Unranked | mcp-ml-monitormcp · observability | Monitors ML models in production for data drift and performance degradation, providing automated alerts and retraining recommendations. | No signals yet | No one-command install · Source | |
| 1652 | Unranked | mcp-sentrymcp · observability | A Model Context Protocol server that enables retrieving and analyzing Sentry issues, including stacktraces and debugging information. | No signals yet | No one-command install · Source | |
| 1653 | Unranked | newrelic-mcp-servermcp · observability | Provides New Relic observability tools for AI assistants, enabling discovery, data access, alerting, incident response, and performance analytics via… | No signals yet | No one-command install · Source | |
| 1654 | Unranked | asklokesh-powerbimcp · observability | Integrates with Power BI for business analytics and data visualization. | No signals yet | No one-command install · Source | |
| 1655 | Unranked | btrfs-snapper-mcpmcp · observability | Enables management of BTRFS snapshots via Snapper and monitoring of BTRFS filesystem health through the Model Context Protocol. | No signals yet | No one-command install · Source | |
| 1656 | Unranked | pm-kitmcp · observability | Integrates AI assistants with product management tools like Linear and Slack, providing specialized agents for discovery, strategy, prioritization… | No signals yet | No one-command install · Source | |
| 1657 | Unranked | sentry-investigatormcp · observability | Automatically reads Sentry issues, investigates them by analyzing your Ruby codebase, explains why issues happened, and provides fix suggestions. | No signals yet | No one-command install · Source | |
| 1658 | Unranked | toutiao-mcp-servermcp · observability | Enables automated content management for Toutiao (今日头条), including login, article/micro-post publishing, analytics, and multi-platform compatibility… | No signals yet | No one-command install · Source | |
| 1659 | Unranked | minecraft-server-mcpmcp · observability | Enables AI assistants to interact with and manage Minecraft servers through a standardized interface, supporting server monitoring, player management… | No signals yet | No one-command install · Source | |
| 1660 | Unranked | metricduckmcp · observability | Financial data platform providing AI-native access to SEC filing metrics, company financials, and DCF analysis tools. | No signals yet | No one-command install · Source | |
| 1661 | Unranked | session-logger-mcpmcp · observability | Enables saving LLM chat conversations to JSONL log files and querying them by session ID, user ID, keyword, or date range. | No signals yet | No one-command install · Source | |
| 1662 | Unranked | mcp-o11ymcp · observability | An MCP server that demonstrates comprehensive observability with Sentry, OpenTelemetry, and Braintrust, providing tools for file, data, and HTTP… | No signals yet | No one-command install · Source | |
| 1663 | Unranked | notification-testmcp · observability | Enables testing real-time MCP notifications that appear as VS Code popups, demonstrating standalone log messages. | No signals yet | No one-command install · Source | |
| 1664 | Unranked | baseball-stats-mcp-servermcp · observability | Provides comprehensive baseball analytics through 32 tools covering pitching, batting, defensive metrics, and visualizations via the Model Context… | No signals yet | No one-command install · Source | |
| 1665 | Unranked | claudecode-session-notes-mcp-servermcp · observability | Enables comprehensive collection and analysis of ClaudeCode development sessions, including agent tracking, tool usage analytics, and performance… | No signals yet | No one-command install · Source | |
| 1666 | Unranked | josh-mantel-f1mcp · observability | Integrates with Formula 1 data through the FastF1 Python package to provide race schedules, session results, driver standings, constructor standings… | No signals yet | No one-command install · Source | |
| 1667 | Unranked | logictreemcp · observability | Enables hierarchical problem analysis using logic trees with MECE validation, hypothesis generation, and feasibility assessment for structured… | No signals yet | No one-command install · Source | |
| 1668 | Unranked | context-overflow-mcpmcp · observability | Integrates the Context Overflow Q\&A platform with Claude Code, enabling question posting, answering, voting, and platform health monitoring. | No signals yet | No one-command install · Source | |
| 1669 | Unranked | tigo-energy-mcp-servermcp · observability | A Model Context Protocol (MCP) server that provides comprehensive access to Tigo Energy solar system data and analytics. It enables AI assistants to… | No signals yet | No one-command install · Source | |
| 1670 | Unranked | mcp-daily-change-logmcp · observability | Enables managing daily change logs with automatic formatting, intelligent monitoring, and client-ready output, helping developers document work and… | No signals yet | No one-command install · Source | |
| 1671 | Unranked | logtime-summarizermcp · observability | Enables AI assistants to analyze log time data from various sources to summarize project health, employee performance, and client status. | No signals yet | No one-command install · Source | |
| 1672 | Unranked | posthog-universal-mcp-servermcp · observability | Enables interaction with Posthog through a standardized MCP interface, providing access to Posthog's tools and services for analytics and product… | No signals yet | No one-command install · Source | |
| 1673 | Unranked | pbandreddy-blazemetermcp · observability | Integrates with BlazeMeter's performance testing platform to manage test runs, analyze performance data, and monitor application metrics across… | No signals yet | No one-command install · Source | |
| 1674 | Unranked | lifejwang11-alphavantagemcp · observability | Bridges AlphaVantage's financial data ecosystem by providing real-time access to stock market, forex, cryptocurrency, and fundamental financial… | No signals yet | No one-command install · Source | |
| 1675 | Unranked | i524-datadogmcp · observability | Provides a bridge to the Datadog API, enabling metrics and logs retrieval for monitoring and observability workflows using TypeScript and Bun runtime. | No signals yet | No one-command install · Source | |
| 1676 | Unranked | zzzccs123-sentrymcp · observability | Connects AI models to Sentry error tracking service, enabling detailed retrieval and analysis of error reports including stack traces, event counts… | No signals yet | No one-command install · Source | |
| 1677 | Unranked | activity-log-mcp-servermcp · observability | A persistent activity log server that allows MCP-compatible AI assistants to log events, decisions, and system logs over HTTP, with a built-in web… | No signals yet | No commit datelisted | No one-command install · Source |
| 1678 | Unranked | adadvisormcp · observability | Query Meta Ads performance data including accounts, campaigns, ad sets, ads, metrics, and settings. | No signals yet | No commit datelisted | No one-command install · Source |
| 1679 | Unranked | add-performance-monitoringworkflow · observability | Setup comprehensive application performance monitoring with metrics, alerting, and observability | No signals yet | No commit datelisted | armory install add-performance-monitoring --cli claude |
| 1680 | Unranked | adweave-meta-adsmcp · observability | Meta Ads management platform with 47 tools for campaigns, creatives, audiences, and performance analytics via AdWeave. | No signals yet | No commit datelisted | No one-command install · Source |
| 1681 | Unranked | agent-evaluationskill · observability | Testing and benchmarking LLM agents including behavioral testing, capability assessment, reliability metrics, and production monitoring—where even top… | No signals yet | No commit datelisted | armory install agent-evaluation --cli claude |
| 1682 | Unranked | agent-manager-skillskill · observability | Manage multiple local CLI agents via tmux sessions (start/stop/monitor/assign) with cron-friendly scheduling. | No signals yet | No commit datelisted | armory install agent-manager-skill --cli claude |
| 1683 | Unranked | agent-storemcp · observability | Minimal agent telemetry store with OTLP/HTTP ingestion to Postgres and MCP streamable-http tools for querying logs, traces, and metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 1684 | Unranked | agentlens-mcp-servermcp · observability | Enables AI agents to access observability and evaluation data, including run history, span traces, LLM-as-judge evaluation results, and regression… | No signals yet | No commit datelisted | No one-command install · Source |
| 1685 | Unranked | airopsmcp · observability | Provides programmatic access to AirOps's AEO platform for monitoring brand visibility across AI search, analyzing competitors, generating reports, and… | No signals yet | No commit datelisted | No one-command install · Source |
| 1686 | Unranked | albermm-phos-analyticsmcp · observability | Sales analytics with ML forecasting, customer segmentation, and trend analysis. | No signals yet | No commit datelisted | No one-command install · Source |
| 1687 | Unranked | albermm-piranha-visionmcp · observability | Real-time market surveillance with news scanning, risk alerts, and economic monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 1688 | Unranked | alphafold-databaseskill · observability | Access AlphaFold's 200M+ AI-predicted protein structures. Retrieve structures by UniProt ID, download PDB/mmCIF files, analyze confidence metrics… | No signals yet | No commit datelisted | armory install alphafold-database --cli claude |
| 1689 | Unranked | altavizmcp · observability | Enables monitoring and managing multi-platform media buying accounts via natural language, detecting anomalies like creative fatigue and spend spikes… | No signals yet | No commit datelisted | No one-command install · Source |
| 1690 | Unranked | amplitudemcp · observability | Integrates with Amplitude analytics platform to provide direct access to product data, experiments, user behavior metrics, dashboards, and feature… | No signals yet | No commit datelisted | No one-command install · Source |
| 1691 | Unranked | analytics-trackingskill · observability | When the user wants to set up, improve, or audit analytics tracking and measurement. Also use when the user mentions "set up tracking," "GA4," "Google… | No signals yet | No commit datelisted | armory install analytics-tracking --cli claude |
| 1692 | Unranked | analyzing-financial-statementsskill · observability | This skill calculates key financial ratios and metrics from financial statement data for investment analysis | No signals yet | No commit datelisted | armory install analyzing-financial-statements --cli claude |
| 1693 | Unranked | antren-r-mcpmcp · observability | Enables interaction with simulated fitness data (activity history, wellness, pain logging, coaching rules) via MCP protocol, allowing Claude Desktop… | No signals yet | No commit datelisted | No one-command install · Source |
| 1694 | Unranked | apex-500-mcp-cloudmcp · observability | Hosted platform providing 25 tools covering crypto, web search, text processing, math, and monitoring with tiered pricing. | No signals yet | No commit datelisted | No one-command install · Source |
| 1695 | Unranked | appinsights-instrumentationworkflow · observability | Instrument a webapp to send useful telemetry data to Azure App Insights | No signals yet | No commit datelisted | armory install appinsights-instrumentation --cli claude |
| 1696 | Unranked | apple-search-ads-mcpmcp · observability | Campaign analytics and bid management for Apple Search Ads. | No signals yet | No commit datelisted | No one-command install · Source |
| 1697 | Unranked | application-performance-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 application-performance-observability-engineer --cli claude |
| 1698 | Unranked | application-performance-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 application-performance-performance-engineer --cli claude |
| 1699 | Unranked | appsflyermcp · observability | Marketing attribution and campaign analytics platform | No signals yet | No commit datelisted | No one-command install · Source |
| 1700 | Unranked | architecture-decision-recordsskill · observability | Capture architectural decisions made during Claude Code sessions as structured ADRs. Auto-detects decision moments, records context, alternatives… | No signals yet | No commit datelisted | armory install architecture-decision-records --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.