Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 87.128 | umeiko-umeko-serialmcp · observability | Connects AI assistants to microcontrollers and embedded devices via serial port with a built-in web monitoring dashboard. | 57 stars · 11 forks | No one-command install · Source | |
| 102 | 86.959 | metoro-mcp-servermcp · observability | MCP server enabling AI assistants to query and analyze Kubernetes telemetry data collected via eBPF instrumentation for observability and… | 51 stars · 13 forks | No one-command install · Source | |
| 103 | 86.932 | hrs-asano-trellomcp · observability | Integrates with Trello to enable task management operations like retrieving cards, managing lists, and monitoring board activity for project planning… | 35 stars · 20 forks | No one-command install · Source | |
| 104 | 86.842 | cactusinhand-notifymcp · observability | Provides a cross-platform notification service that displays alerts and plays sounds when triggered by HTTP requests, enabling applications to send… | 54 stars · 11 forks | No one-command install · Source | |
| 105 | 86.733 | call518-airflow-apimcp · observability | Integrates with Apache Airflow clusters through REST API to provide complete workflow management including DAG operations, task monitoring, pool and… | 51 stars · 12 forks | No one-command install · Source | |
| 106 | 86.577 | polymarketmcp · observability | Integrates with Polymarket to provide real-time prediction market data, price tracking, and trading analytics across active betting markets with… | 48 stars · 13 forks | No one-command install · Source | |
| 107 | 86.447 | gh-sz8887031-bot-kol-clawmcp · observability | Evaluates KOL (influencer) performance metrics, generates outreach scripts, and manages campaign tracking. | 34 stars · 19 forks | No one-command install · Source | |
| 108 | 86.324 | austinlparker-honeycombmcp · observability | Integrates with the Honeycomb API to enable direct querying and analysis of observability data for automated performance monitoring and… | 43 stars · 16 forks | No one-command install · Source | |
| 109 | 86.217 | stackloklabs-kubernetesmcp · observability | Integrates with Kubernetes clusters to manage resources, retrieve pod logs, execute commands in containers, and apply YAML manifests with configurable… | 59 stars · 8 forks | No one-command install · Source | |
| 110 | 86.027 | procmon-mcpmcp · observability | An MCP server that provides AI assistants with real-time access to Windows internals including processes, kernel traces, event logs, services… | 80 stars · 5 forks | No one-command install · Source | |
| 111 | 85.998 | pazuzu1w-ubuntu-system-controlmcp · observability | Provides secure Ubuntu system control with safe file operations, command execution, and system information gathering through configurable security… | 40 stars · 17 forks | No one-command install · Source | |
| 112 | 85.984 | wandbmcp · observability | Integrates with Weights & Biases machine learning platform for querying Weave traces and evaluations, retrieving experiment data, creating reports… | 69 stars · 6 forks | No one-command install · Source | |
| 113 | 85.940 | logclawmcp · observability | AI-powered log intelligence with real-time anomaly detection and incident ticketing. | 79 stars · 5 forks | No one-command install · Source | |
| 114 | 85.683 | sailingcoder-grafana-analyzermcp · observability | Connects to Grafana instances via API to enable natural language querying of metrics and dashboard data with intelligent analysis, monitoring… | 45 stars · 11 forks | No one-command install · Source | |
| 115 | 85.517 | angrysky56-logicmcp · observability | Integrates Prover9/Mace4 for automated reasoning, theorem proving, and logical analysis. | 46 stars · 10 forks | No one-command install · Source | |
| 116 | 85.513 | kordless-evolvemcp · observability | Extends Claude Desktop with custom tools for mathematical calculations, system monitoring, and enhanced functionality through an automated… | 57 stars · 7 forks | No one-command install · Source | |
| 117 | 85.241 | brandu-mos-konquest-meta-adsmcp · observability | Supervised Meta advertising campaign management with safety tiers, bulk analytics, and creative workflows for Facebook and Instagram ads. | 42 stars · 11 forks | No one-command install · Source | |
| 118 | 84.902 | arian-gogani-nobulexmcp · observability | Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get… | 40 stars · 11 forks | No one-command install · Source | |
| 119 | 84.748 | zephyrdeng-go-pprof-analyzermcp · observability | Analyzes Go performance profiles to extract key metrics and generate flame graphs for diagnosing bottlenecks, memory issues, and concurrency problems… | 50 stars · 7 forks | No one-command install · Source | |
| 120 | 84.603 | gerred-minecraft-bot-controlmcp · observability | Integrates Mineflayer to enable AI control of Minecraft bots for navigation, block manipulation, inventory management, and real-time game state… | 40 stars · 10 forks | No one-command install · Source | |
| 121 | 84.595 | hexastrike-eventwhispermcp · observability | Provides access to Windows Event Log files for querying events with time range, event ID, and text filters to enable security investigations, system… | 49 stars · 7 forks | No one-command install · Source | |
| 122 | 84.560 | leadmagic-smartleadmcp · observability | Integrates with SmartLead's cold email outreach platform to manage campaigns, leads, email accounts, and analytics with smart tool loading that… | 21 stars · 17 forks | No one-command install · Source | |
| 123 | 84.455 | brutus-gr-osint-templatemcp · observability | Real-time OSINT intelligence platform for global security monitoring. | 72 stars · 4 forks | No one-command install · Source | |
| 124 | 84.424 | xunmint-cisco-climcp · observability | Manages Cisco network devices through Telnet connections for configuration, monitoring, and troubleshooting tasks. | 41 stars · 9 forks | No one-command install · Source | |
| 125 | 84.417 | kkb0318-kubernetesmcp · observability | Integrates with Kubernetes clusters to provide resource management, monitoring, and troubleshooting capabilities across multiple contexts with pod log… | 44 stars · 8 forks | No one-command install · Source | |
| 126 | 84.073 | akutishevsky-withingsmcp · observability | Integrates with Withings health devices for sleep metrics, body measurements, workouts, ECG recordings, and activity tracking | 39 stars · 9 forks | No one-command install · Source | |
| 127 | 84.060 | codex-specialized-subagentsmcp · observability | Artifact-first sub-agent delegation for Codex CLI, enabling multi-step parallel work with durable logging via specialized sub-agents. | 67 stars · 4 forks | No one-command install · Source | |
| 128 | 84.013 | ivlad003-newrelic-logsmcp · observability | Bridges New Relic's log querying capabilities with a Python-based server, enabling execution of NRQL queries for performance monitoring and log… | 28 stars · 15 forks | No one-command install · Source | |
| 129 | 83.292 | pilotymcp · observability | PiloTY is an MCP server that provides AI agents with a persistent, interactive terminal, enabling long-running commands, log monitoring, and stateful… | 44 stars · 6 forks | No one-command install · Source | |
| 130 | 83.288 | cursor-chat-historymcp · observability | Analyzes local Cursor chat history to extract development patterns, usage insights, and coding best practices with tools for searching conversations… | 33 stars · 10 forks | No one-command install · Source | |
| 131 | 83.230 | lapfelix-xcodemcp · observability | Automates Xcode build processes and project management through JavaScript for Automation scripts, enabling project opening, building with specific… | 58 stars · 4 forks | No one-command install · Source | |
| 132 | 83.134 | makingchatbots-genesys-cloudmcp · observability | Provides a bridge between contact center analytics and routing data in Genesys Cloud, enabling conversational business intelligence through queue… | 31 stars · 11 forks | No one-command install · Source | |
| 133 | 83.128 | caesaryangs-prometheusmcp · observability | Integrates with Prometheus to query and analyze time-series metrics data for real-time system monitoring and performance insights. | 34 stars · 9 forks | No one-command install · Source | |
| 134 | 83.115 | logly-mureomcp · observability | Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md… | 43 stars · 6 forks | No one-command install · Source | |
| 135 | 82.902 | lumino-mcp-servermcp · observability | An open source MCP server empowering SREs with intelligent observability, predictive analytics, and AI-driven automation across Kubernetes, OpenShift… | 11 stars · 17 forks | No one-command install · Source | |
| 136 | 82.840 | gh-ralfbecher-orionbelt-analyticsmcp · observability | Ontology-based database schema analysis and RDF/OWL ontology generation. | 46 stars · 5 forks | No one-command install · Source | |
| 137 | 82.834 | variflightmcp · observability | Integrates with Variflight API to provide real-time flight information, schedules, aircraft tracking, airport weather forecasts, and comfort metrics… | 31 stars · 10 forks | No one-command install · Source | |
| 137 | 82.834 | carlosazaustre-advocumcp · observability | Integrates with the Advocu platform to streamline activity reporting for Google Developer Experts, enabling submission of content creation, speaking… | 31 stars · 10 forks | No one-command install · Source | |
| 139 | 82.790 | dynatrace-managedmcp · observability | Integrates with self-hosted Dynatrace Managed environments to access logs, events, metrics, problems, and entity data. | 28 stars · 13 forks | No one-command install · Source | |
| 139 | 82.790 | logisheets-mcpmcp · observability | Enables AI agents to work with a real Excel-compatible spreadsheet engine, allowing them to create and manipulate structured data blocks, write and… | 28 stars · 13 forks | No one-command install · Source | |
| 141 | 82.692 | lotus-wisdommcp · observability | Lotus Wisdom is a contemplative reasoning tool inspired by the Lotus Sutra. It guides AI through structured wisdom journeys for complex problems where… | 32 stars · 9 forks | No one-command install · Source | |
| 142 | 82.655 | composer-trade-mcpmcp · observability | Enables MCP-enabled LLMs to create, backtest, and trade automated investing strategies (symphonies) on Composer, with tools for monitoring performance… | 2 stars · 45 forks | No one-command install · Source | |
| 143 | 82.564 | kukapay-opcuamcp · observability | Integrates with OPC UA industrial automation systems to enable reading and writing node values for monitoring and controlling connected devices | 28 stars · 12 forks | No one-command install · Source | |
| 144 | 82.544 | gh-akougkas-zulipchatmcp · observability | Connect AI to Zulip with 60+ tools for messaging, streams, events, and analytics. | 27 stars · 13 forks | No one-command install · Source | |
| 145 | 82.319 | cluic-wxauto-wechat-desktopmcp · observability | Automates WeChat desktop application on Windows for messaging, contact management, file transfers, friend requests, and session monitoring through the… | 27 stars · 12 forks | No one-command install · Source | |
| 145 | 82.319 | syucream-lightdashmcp · observability | Integrates with Lightdash to enable automated reporting, data exploration, and analytics-driven decision making. | 27 stars · 12 forks | No one-command install · Source | |
| 147 | 82.251 | zellerhaus-batchdata-real-estate62b6mcp · observability | Provides real estate data management through batch processing operations for handling property listings, market analytics, and property management… | 32 stars · 8 forks | No one-command install · Source | |
| 148 | 82.202 | jedpatterson-whoopmcp · observability | Integrates with Whoop fitness trackers to provide access to biometric data including daily metrics, sleep analysis, recovery tracking with HRV trends… | 13 stars · 15 forks | No one-command install · Source | |
| 149 | 82.035 | taurgis-sfcc-devmcp · observability | Connects to Salesforce B2C Commerce Cloud instances via WebDAV for real-time log monitoring, debugging, and comprehensive SFCC API documentation… | 28 stars · 10 forks | No one-command install · Source | |
| 150 | 81.946 | shimayuz-note-commcp · observability | Integrates with note.com Japanese blogging platform for article search, user profiles, and engagement analytics | 29 stars · 9 forks | No one-command install · Source | |
| 151 | 81.790 | deslicer-splunkmcp · observability | Integrates with Splunk Enterprise through the Splunk SDK to provide search execution, health monitoring, user management, and alert analysis with… | 27 stars · 10 forks | No one-command install · Source | |
| 152 | 81.781 | macawls-umami-analyticsmcp · observability | Integrates with Umami Analytics to provide website statistics, visitor metrics, page views, traffic sources, and real-time active user monitoring with… | 35 stars · 6 forks | No one-command install · Source | |
| 153 | 81.657 | xiaohongshumcp · observability | Integrates with Xiaohongshu (Red Note) using web automation to search and extract detailed note content, author information, engagement metrics, tags… | 28 stars · 9 forks | No one-command install · Source | |
| 154 | 81.498 | gh-cphoskins-cronometermcp · observability | Access Cronometer nutrition data including food logs, macros, fasting, biometrics, and recurring foods. | 17 stars · 13 forks | No one-command install · Source | |
| 155 | 81.312 | mottibec-otelcolmcp · observability | Provides a configuration interface for OpenTelemetry Collectors, enabling dynamic management of telemetry components with complete schema definitions… | 52 stars · 3 forks | No one-command install · Source | |
| 156 | 81.184 | mindscapehq-raygunmcp · observability | Monitor crash reports and performance metrics for application stability. | 22 stars · 12 forks | No one-command install · Source | |
| 157 | 81.091 | instagram-mcpmcp · observability | Provides Instagram analytics, media downloads, and search capabilities through an MCP interface for use with Claude and other MCP clients. | 41 stars · 4 forks | No one-command install · Source | |
| 158 | 81.056 | samwang0723-sumologicmcp · observability | Integrates with the Sumo Logic API to perform log searches, enabling custom queries and analysis of log data for troubleshooting, monitoring, and… | 11 stars · 14 forks | No one-command install · Source | |
| 159 | 80.729 | gomarble-ai-google-analytics-4mcp · observability | Integrates with Google Analytics 4 to provide property management, page views, user metrics, events, traffic sources, device analytics, and custom… | 18 stars · 12 forks | No one-command install · Source | |
| 160 | 80.662 | benniu-emqxmcp · observability | Integrates with EMQX MQTT broker to enable real-time IoT device management, client monitoring, and message publishing for MQTT-enabled systems. | 26 stars · 8 forks | No one-command install · Source | |
| 161 | 80.621 | m-pineapple-claude-project-coordinatormcp · observability | Provides Xcode and Swift project management with lifecycle tracking, task management, technology stack detection, analytics including activity heat… | 47 stars · 3 forks | No one-command install · Source | |
| 162 | 80.611 | stefanoamorelli-hyprlandmcp · observability | Provides direct control over Hyprland window manager functionality, enabling natural language commands for managing monitors, workspaces, windows, and… | 33 stars · 5 forks | No one-command install · Source | |
| 163 | 80.456 | hesreallyhim-file-observermcp · observability | Monitors file system changes and sends real-time notifications when watched files or directories are modified, enabling live document editing and… | 23 stars · 10 forks | No one-command install · Source | |
| 164 | 80.199 | datadogmcp · observability | Connects AI agents to Datadog's unified observability platform for querying logs, metrics, traces, dashboards, monitors, incidents, and more in real… | 44 stars · 3 forks | No one-command install · Source | |
| 165 | 80.000 | sentry-mcpmcp · observability | Enables interaction with Sentry organizations, projects, and issues directly from MCP clients like Claude Code. | passed install test | No one-command install · Source | |
| 166 | 79.943 | audienseco-audiense-insightsmcp · observability | Integrates with Audiense's audience insights platform, enabling retrieval of audience data and analytics for targeted marketing and social media… | 19 stars · 11 forks | No one-command install · Source | |
| 167 | 79.931 | d4n-sec-jdi-debuggermcp · observability | Connects to running Java applications via JDWP for real-time debugging with breakpoint management, variable inspection, step execution control, and… | 30 stars · 5 forks | No one-command install · Source | |
| 168 | 79.844 | prometheusmcp · observability | Integrates with Prometheus monitoring systems to provide direct access to time-series metrics through specialized tools for discovering available… | 27 stars · 6 forks | No one-command install · Source | |
| 169 | 79.727 | ko-financial-datamcp · observability | Real SEC, 13F, insider, congress & macro data your AI agent can cite. 24 tools — institutional 13F holdings (85M+ rows), insider & congress trades… | 40,620 installs | No commit datelisted | No one-command install · Source |
| 170 | 79.676 | startreedata-pinotmcp · observability | Integrates with Apache Pinot to enable real-time analytics queries through SQL execution, table schema inspection, segment analysis, and cluster… | 17 stars · 11 forks | No one-command install · Source | |
| 171 | 79.636 | undoom-douyin-data-analysismcp · observability | Enables to search, analyze, and export Douyin (TikTok China) video and user data, including interaction metrics, content length, and keyword trends. | 23 stars · 8 forks | No one-command install · Source | |
| 171 | 79.636 | snoglobe-prologmcp · observability | Bridges AI systems with Prolog's logical programming capabilities through tools for executing programs, running time-limited queries, and exploring… | 23 stars · 8 forks | No one-command install · Source | |
| 173 | 79.455 | polymarket-data-by-polymarketscanmcp · observability | Real-time Polymarket analytics for AI agents. Query live prediction market data including whale trades, market odds, trader profiles, and… | 39,483 installs | No commit datelisted | No one-command install · Source |
| 174 | 79.313 | jacck-ortoolsmcp · observability | Integrates Google's OR-Tools to solve constraint satisfaction and optimization problems for decision-making in logistics and operations research. | 21 stars · 9 forks | No one-command install · Source | |
| 175 | 79.223 | qianniuspace-sentrymcp · observability | Integrates with Sentry.io for retrieving and analyzing error reports, stacktraces, and debugging information, enabling developers and support teams to… | 22 stars · 8 forks | No one-command install · Source | |
| 176 | 79.139 | songpengfei1111-dot-trace-searchmcp · observability | Provides efficient searching and text extraction capabilities for large text files with line-based retrieval and search functionality for analyzing… | 23 stars · 7 forks | No one-command install · Source | |
| 177 | 79.113 | nirholas-repo-intelmcp · observability | Analyze repositories of any size with deep code analysis, security scanning, complexity metrics, and AI-powered semantic search. | 27 stars · 5 forks | No one-command install · Source | |
| 178 | 78.871 | twitter-searchmcp · observability | Enables Claude to search Twitter with natural language queries, filtering by keywords, users, dates, and engagement metrics with formatted markdown… | 21 stars · 8 forks | No one-command install · Source | |
| 179 | 78.819 | kukapay-thegraphmcp · observability | Enables access to indexed blockchain data through The Graph's decentralized network for analyzing token trading volumes, monitoring liquidity pools… | 9 stars · 12 forks | No one-command install · Source | |
| 180 | 78.800 | nodeblue-studio-5000mcp · observability | Parse and reason over Rockwell Allen-Bradley Studio 5000 L5X PLC files with AI, converting ladder logic to compact NeutralText format. | 20 stars · 9 forks | No one-command install · Source | |
| 181 | 78.613 | roku-dev-studio-mcp-servermcp · observability | All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging… | 29 stars · 4 forks | No one-command install · Source | |
| 182 | 78.510 | pratyay-mac-monitor-mcpmcp · observability | Identifies resource-intensive processes on macOS and provides performance improvement suggestions. | 23 stars · 6 forks | No one-command install · Source | |
| 182 | 78.510 | esnark-blowbackmcp · observability | Integrates with frontend development environments to provide real-time feedback and debugging capabilities through browser automation, capturing… | 23 stars · 6 forks | No one-command install · Source | |
| 184 | 78.375 | imatza-rh-zuul-cimcp · observability | Zuul CI build failure analysis, log search, pipeline status monitoring, and job configuration inspection. | 21 stars · 7 forks | No one-command install · Source | |
| 185 | 78.177 | mcp-dagstermcp · observability | Enables AI agents to interact with Dagster instances, explore data pipelines, monitor runs, and manage assets. | 24 stars · 5 forks | No one-command install · Source | |
| 186 | 78.097 | l-margiela-olxmcp · observability | Integrates with OLX marketplaces across five European domains using web scraping to search listings with filters and retrieve detailed property… | 22 stars · 6 forks | No one-command install · Source | |
| 187 | 77.961 | thedtvn-mbbankmcp · observability | Provides read-only access to MBBank accounts for retrieving balances, transaction histories, savings account details, and current date information to… | 7 stars · 12 forks | No one-command install · Source | |
| 188 | 77.862 | hive-intel-ruby-rbenvmcp · observability | Unified access to crypto, DeFi, and Web3 analytics | 20 stars · 7 forks | No one-command install · Source | |
| 189 | 77.842 | cyanheads-toolkitmcp · observability | Provides system utilities and tools for network diagnostics, monitoring, cryptography, and QR code generation. | 18 stars · 9 forks | No one-command install · Source | |
| 189 | 77.842 | dstreefkerk-ms-sentinelmcp · observability | Integrates with Microsoft Sentinel to enable security analysts to execute KQL queries, manage analytics rules, investigate incidents, and perform… | 18 stars · 9 forks | No one-command install · Source | |
| 191 | 77.779 | lucianotonet-laravel-telescopemcp · observability | Extends Laravel Telescope by exposing application telemetry data for natural language querying of logs, slow queries, HTTP requests, exceptions, and… | 23 stars · 5 forks | No one-command install · Source | |
| 192 | 77.771 | amsavarthan-android-toolsmcp · observability | Provides Android development tools including ADB device management, app installation, and logcat access. | 26 stars · 4 forks | No one-command install · Source | |
| 193 | 77.233 | pumpfun-claims-botmcp · observability | Monitors Solana PumpFun on-chain activity and broadcasts rich, intelligence-enriched Telegram cards for GitHub social fee claims and token… | 20 stars · 6 forks | No one-command install · Source | |
| 194 | 77.014 | bsmi021-file-operationsmcp · observability | Enhances file and directory management with streaming, patching, and change tracking for advanced manipulation, real-time monitoring, and integration… | 21 stars · 5 forks | No one-command install · Source | |
| 194 | 77.014 | sentrymcp · observability | Integrates with Sentry's error tracking platform to enable detailed issue analysis, project management, and user session replay for enhanced debugging… | 21 stars · 5 forks | No one-command install · Source | |
| 196 | 76.996 | fiveohhwon-workflowsmcp · observability | Provides workflow management and automation through step-by-step execution with branching logic, conditional operations, template variables, and state… | 28 stars · 3 forks | No one-command install · Source | |
| 197 | 76.904 | vibeforge1111-xmcpmcp · observability | X/Twitter integration with 70+ tools across research, engagement, publishing, social actions, lists, and DMs using permission-based profiles and rate… | 18 stars · 7 forks | No one-command install · Source | |
| 197 | 76.904 | streen9-azure-resource-managementmcp · observability | Integrates with Azure services to enable cloud resource management, including provisioning virtual machines, configuring networks, and monitoring… | 18 stars · 7 forks | No one-command install · Source | |
| 199 | 76.819 | vibemkmcp · observability | Enables complete management of CheckMK monitoring environments through natural language, including live monitoring, downtime scheduling, problem… | 16 stars · 9 forks | No one-command install · Source | |
| 199 | 76.819 | corootmcp · observability | Integrates with the Coroot observability platform to monitor applications in real-time, analyze logs and distributed traces, manage custom dashboards… | 16 stars · 9 forks | 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.