Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 701 | 68.921 | sv-paradexmcp · observability | Integrates with the Paradex perpetual futures trading platform, enabling market data retrieval, account management, order placement, and position… | 9 stars · 6 forks | No one-command install · Source | |
| 702 | 68.921 | edgedelta-edgedelta-mcp-servermcp · observability | Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines. | 9 stars · 6 forks | No one-command install · Source | |
| 703 | 69.000 | coralogix-mcp-servermcp · observability | A command-line tool for monitoring and analyzing Coralogix logs using the Model Control Protocol, providing tools to query and summarize log data. | 12 stars · 3 forks | No one-command install · Source | |
| 704 | 69.000 | prajnaavidya-godot-peekmcp · observability | Bridges Godot game engine with real-time debugging capabilities including scene execution, log monitoring, stack trace analysis, and game control… | 12 stars · 3 forks | No one-command install · Source | |
| 705 | 69.349 | sunfmin-go-debuggermcp · observability | Provides a bridge to the Delve debugger for Go applications, enabling runtime debugging capabilities including breakpoints, stepping through code… | 11 stars · 4 forks | No one-command install · Source | |
| 706 | 69.392 | duolaamengweb3-solana-alpha-trackermcp · observability | Monitor Solana blockchain trading activity from key opinion leaders and custom watchlists, with entry scoring, cluster detection, and real-time… | 5 stars · 7 forks | No one-command install · Source | |
| 707 | 69.489 | xcodetracemcpmcp · observability | Enables AI assistants to record, analyze, and compare Xcode Instruments traces, detect performance bottlenecks and regressions, and provide… | 44 stars | No one-command install · Source | |
| 708 | 69.750 | cubemcp · observability | Integrates with Cube's analytics platform to enable conversational data exploration, SQL generation, and business metric analysis. | 13 stars · 3 forks | No one-command install · Source | |
| 709 | 69.932 | voidly-2mcp · observability | Global censorship intelligence for AI agents. Real-time monitoring across 126 countries with 2.2B+ measurements. 11 tools: censorship index, domain… | 7,463 installs | No commit datelisted | No one-command install · Source |
| 710 | 69.986 | gh-jonradoff-llm-optimizermcp · observability | AI brand visibility analytics with visibility scores, optimization strategies, and search rankings. | 10 stars · 6 forks | No one-command install · Source | |
| 711 | 70.060 | galileomcp · observability | Integrates with Galileo's evaluation and observability platform to enable dataset creation, prompt template management, experiment setup, log… | 6 stars · 7 forks | No one-command install · Source | |
| 712 | 70.210 | andrew-sidekiqmcp · observability | Integrates with Sidekiq background job queues to provide real-time monitoring, job management, and queue operations including… | 16 stars · 2 forks | No one-command install · Source | |
| 713 | 70.328 | djm81-log-analyzermcp · observability | Analyzes Python application logs with time-based and pattern filtering, pytest output parsing, and code coverage report generation for debugging and… | 12 stars · 4 forks | No one-command install · Source | |
| 714 | 70.328 | zw008-vmware-monitormcp · observability | Read-only VMware vCenter and ESXi monitoring with code-level enforced safety. | 12 stars · 4 forks | No one-command install · Source | |
| 715 | 70.383 | zstack-cloudmcp · observability | Dynamically query and execute ZStack Cloud platform APIs, including VM management, monitoring metrics, and infrastructure operations. | 11 stars · 5 forks | No one-command install · Source | |
| 716 | 70.579 | skobyn-dataforseomcp · observability | Connects to DataForSEO's API suite to provide access to comprehensive SEO data including search results, keyword metrics, backlinks, domain analytics… | 7 stars · 7 forks | No one-command install · Source | |
| 717 | 70.579 | shape-mcp-servermcp · observability | Provides AI assistants access to Shape's onchain data including gasback distribution, collections analytics, stack users, and network monitoring. | 7 stars · 7 forks | No one-command install · Source | |
| 718 | 70.795 | hardware-mcp-arduinomcp · observability | Wraps arduino-cli for complete Arduino development workflows including board detection, sketch compilation and upload, serial monitoring, and… | 17 stars · 2 forks | No one-command install · Source | |
| 719 | 71.020 | github-analytics-mcp-repo-trend-researchmcp · observability | Repo statistics, trending lookups, code-search queries, and dev-trend aggregation. For AI agents that need to evaluate libraries, monitor competitor… | 8,233 installs | No commit datelisted | No one-command install · Source |
| 720 | 71.025 | seitrace-insightsmcp · observability | Integrates with Sei blockchain networks to provide token analytics, balance tracking, transaction history, and holder data across ERC-20, ERC-721… | 8 stars · 7 forks | No one-command install · Source | |
| 721 | 71.077 | context-rot-detectionmcp · observability | Gives AI agents self-awareness about their cognitive state. Monitors token utilization, context quality degradation, and session fatigue. Returns… | 13 stars · 4 forks | No one-command install · Source | |
| 722 | 71.115 | waylaidwanderer-background-processmcp · observability | Provides background process management capabilities, enabling LLMs to start, stop, and monitor long-running command-line processes. | 11 stars · 6 forks | No one-command install · Source | |
| 723 | 71.115 | background-process-mcpmcp · observability | Enables LLMs to start, stop, and monitor long-running command-line processes in the background. | 11 stars · 6 forks | No one-command install · Source | |
| 724 | 71.115 | tencent-cloud-log-service-cls-mcp-servermcp · observability | Enables large language models to directly access Tencent Cloud Log Service for log search, metric queries, and alarm management without code. | 11 stars · 6 forks | No one-command install · Source | |
| 725 | 71.115 | tencent-cloud-log-servicemcp · observability | Search logs, query metrics with PromQL, and manage alarms in Tencent Cloud Log Service. | 11 stars · 6 forks | No one-command install · Source | |
| 726 | 71.363 | terilios-smartsheet-healthcare-analyticsmcp · observability | Integrates Smartsheet for healthcare analytics, enabling efficient data management and analysis in clinical research and hospital operations. | 12 stars · 5 forks | No one-command install · Source | |
| 727 | 71.363 | shipyardmcp · observability | Ephemeral environment management with lifecycle control, service logs, volume operations, and port forwarding | 12 stars · 5 forks | No one-command install · Source | |
| 728 | 71.388 | notpoiu-robloxmcp · observability | Bridges live Roblox game sessions with external systems through WebSocket or HTTP, enabling real-time Lua code execution, instance manipulation… | 60 stars | No commit datelisted | No one-command install · Source |
| 729 | 71.394 | gabogabucho-google-ads-ga4mcp · observability | Manages Google Ads campaigns and Google Analytics 4 reporting with a preview-confirm safety system for write operations. | 15 stars · 3 forks | No one-command install · Source | |
| 730 | 71.774 | kukapay-pancakeswap-poolspymcp · observability | Tracks newly created PancakeSwap liquidity pools in real-time, providing detailed metrics like token pairs, transaction counts, volume, and TVL for… | 10 stars · 7 forks | No one-command install · Source | |
| 731 | 71.774 | arjun1194-instagrammcp · observability | Integrates with Instagram's private API to provide analytics, content management, and automation capabilities including post engagement metrics… | 10 stars · 7 forks | No one-command install · Source | |
| 732 | 71.892 | agentops-ai-agentopsmcp · observability | Provides access to AgentOps observability and tracing data for debugging agent runs, enabling retrieval of project information, trace details, span… | 14 stars · 4 forks | No one-command install · Source | |
| 733 | 71.892 | netops-mcp-2mcp · observability | Provides network operations tools such as ping, traceroute, DNS queries, and nmap scans via MCP, enabling network diagnostics and monitoring through… | 14 stars · 4 forks | No one-command install · Source | |
| 734 | 71.892 | netops-mcpmcp · observability | Provides network operations tools such as ping, traceroute, DNS queries, and nmap scans via MCP, enabling network diagnostics and monitoring through… | 14 stars · 4 forks | No one-command install · Source | |
| 735 | 72.112 | andrewmusser-br-automation-studiomcp · observability | Bridges B&R Automation Studio industrial control systems with development tools for building projects, launching ARsim simulators, and reading/writing… | 13 stars · 5 forks | No one-command install · Source | |
| 736 | 72.290 | buildepicshit-wickmcp · observability | Capture Roslyn-enriched C# exception telemetry from Godot Engine games and deliver full diagnostic context to AI assistants in one call. | 20 stars · 2 forks | No one-command install · Source | |
| 737 | 72.565 | nonead-ur-control-interfacemcp · observability | Provides a bridge to Universal Robots industrial robots through TCP/IP interfaces, enabling control and monitoring of robot operations including force… | 7 stars · 8 forks | No one-command install · Source | |
| 738 | 72.702 | scout-apmmcp · observability | Integrates with Scout APM to provide real-time application performance monitoring data including N+1 queries, memory bloat, slow queries, endpoint… | 30 stars · 1 fork | No one-command install · Source | |
| 739 | 72.722 | learnmcp-xapimcp · observability | Enables AI agents to record and retrieve learning activities through xAPI-compliant Learning Record Stores, bridging AI interactions with learning… | 15 stars · 4 forks | No one-command install · Source | |
| 740 | 72.723 | logicmonitor-mcp-servermcp · observability | MCP server enabling AI assistants to interact with your LogicMonitor, providing 125 tools for comprehensive monitoring and management operations. | 12 stars · 7 forks | No one-command install · Source | |
| 741 | 72.803 | mohamedabdallah-14-prompt-to-assetmcp · observability | Generates validated, ship-ready logo, icon, and image asset bundles from text prompts using 60+ AI models. | 21 stars · 2 forks | No one-command install · Source | |
| 742 | 72.843 | azdeltaqq-reasoningmcp · observability | Provides advanced reasoning capabilities through simulated algorithms including Monte Carlo Tree Search, Beam Search, and Hybrid Reasoning, delivering… | 13 stars · 6 forks | No one-command install · Source | |
| 743 | 72.843 | kill-processmcp · observability | Provides cross-platform process management with intelligent filtering, sorting, and termination capabilities, featuring macOS-style memory reporting… | 13 stars · 6 forks | No one-command install · Source | |
| 744 | 72.926 | drdroidlab-signozmcp · observability | Integrates with SigNoz observability platform to provide dashboard management, custom metrics querying with PromQL support, and APM metrics collection… | 14 stars · 5 forks | No one-command install · Source | |
| 745 | 72.926 | victoriametrics-victoriatracesmcp · observability | Integration with VictoriaMetrics distributed tracing database for querying and analyzing trace data | 14 stars · 5 forks | No one-command install · Source | |
| 746 | 73.154 | agentlensmcp · observability | AI-agent observability server whose distinguishing feature is a SHA-256 hash-chained, tamper-evident audit log with chain verification and signed… | 22 stars · 2 forks | No one-command install · Source | |
| 747 | 73.165 | symfony-ai-matemcp · observability | Integrates with Symfony PHP applications to provide container introspection, service discovery, dependency analysis, and Monolog log analysis with… | 32 stars · 1 fork | No one-command install · Source | |
| 748 | 73.179 | ingeromcp · observability | GPU causal observability agent using eBPF to trace CUDA runtime/driver calls, kernel events, and system metrics with automated root cause analysis. | 84 stars | No commit datelisted | No one-command install · Source |
| 749 | 73.387 | klara-research-log-analyzermcp · observability | Debugging tool that retrieves, filters, and displays MCP logs from Claude desktop applications across macOS, Windows, and Linux for troubleshooting… | 16 stars · 4 forks | No one-command install · Source | |
| 750 | 73.472 | deiviidsito-packet-tracermcp · observability | Creates, configures, validates, and deploys network topologies in Cisco Packet Tracer with 22 MCP tools for automated network lab building. | 13 stars · 7 forks | No one-command install · Source | |
| 751 | 73.568 | slnmapmcp · observability | A semantic map of your .NET solution for AI coding agents. Analyzes a solution with Roslyn into a queryable code graph exposing 11 read-only tools… | 23 stars · 2 forks | No one-command install · Source | |
| 752 | 73.658 | otel-mcp-servermcp · observability | Enables natural language querying and analysis of OpenTelemetry traces, metrics, and logs stored in Elasticsearch/OpenSearch, allowing AI assistants… | 14 stars · 6 forks | No one-command install · Source | |
| 753 | 73.658 | io-github-block-model-ledgermcp · observability | Provides AI agents with a toolset to query model inventories, trace dependencies, and analyze the impact of changes across machine learning models and… | 14 stars · 6 forks | No one-command install · Source | |
| 754 | 73.713 | keenetic-mcp-2mcp · observability | Enables MCP agents to control Keenetic routers via plain language, providing network monitoring, device management, and safe configuration changes… | 19 stars · 3 forks | No one-command install · Source | |
| 755 | 73.741 | backtesting-arenamcp · observability | Quantitative crypto backtesting & Bitcoin market-regime analytics. 73 MCP tools: honest look-ahead-aware backtest validation with… | 9,340 installs | No commit datelisted | No one-command install · Source |
| 756 | 73.756 | toowiredd-chatgpt-docker-managermcp · observability | Enables natural language-driven Docker container management, including operations, log monitoring, and command execution. | 15 stars · 5 forks | No one-command install · Source | |
| 757 | 73.761 | kukapay-uniswap-poolspymcp · observability | Tracks newly created Uniswap V3 liquidity pools across nine blockchain networks, providing detailed metrics like transaction count, volume, and TVL… | 10 stars · 8 forks | No one-command install · Source | |
| 758 | 74.043 | imlewc-elasticsearch7mcp · observability | Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the… | 11 stars · 8 forks | No one-command install · Source | |
| 759 | 74.139 | appfiguresmcp · observability | Exposes Appfigures CLI commands as MCP tools for querying app metrics, reviews, and store data directly from MCP clients like Claude Desktop and… | 20 stars · 3 forks | No one-command install · Source | |
| 760 | 74.286 | lammpsmcp · observability | Integrates with LAMMPS molecular dynamics simulation engine to enable natural language control over simulation setup, execution, and analysis… | 14 stars · 7 forks | No one-command install · Source | |
| 761 | 74.288 | opslevel-developer-portalmcp · observability | Provides direct access to OpsLevel's developer portal data, enabling intelligent interactions with service catalogs, component metrics, and… | 12 stars · 8 forks | No one-command install · Source | |
| 762 | 74.422 | baserunobservability · observability | Baserun captures LLM traces via a lightweight decorator-based SDK and provides a dashboard for debugging prompt chains, testing variants, and… | 16 stars · 5 forks | Stale | No one-command install · Source |
| 763 | 74.475 | ahmad2x4-seqmcp · observability | Integrates with Seq's API for retrieving signals, events, and alert states, enabling real-time insights into application logs and system performance… | 13 stars · 8 forks | No one-command install · Source | |
| 764 | 74.488 | other-blowsnow-china-railwaymcp · observability | Integrates with the Chinese Railway (12306) system to provide train schedules, ticket availability, and travel planning information for transportation… | 15 stars · 6 forks | No one-command install · Source | |
| 765 | 74.488 | jfrog-remote-mcp-servermcp · observability | Connects AI coding assistants to the JFrog platform, enabling natural-language queries for resource management, artifact discovery, security… | 15 stars · 6 forks | No one-command install · Source | |
| 766 | 74.510 | nam0101-android-toolkitmcp · observability | Converts SVG files to Android VectorDrawables with optimization and provides ADB logcat analysis for debugging crashes, ANRs, and application state… | 18 stars · 4 forks | No one-command install · Source | |
| 767 | 74.897 | goldbergyoni-test-coveragemcp · observability | Analyze test coverage from LCOV files for token-efficient coverage monitoring | 41 stars · 1 fork | No one-command install · Source | |
| 768 | 75.006 | loglm-prometheusmcp · observability | Bridges Prometheus metrics data to enable easy retrieval and analysis of monitoring information for automated system health checks, performance… | 17 stars · 5 forks | No one-command install · Source | |
| 769 | 75.147 | logi-cmd-agent-guardrailsmcp · observability | Production guardrails for AI coding agents that validate changes before they reach production. | 28 stars · 2 forks | No one-command install · Source | |
| 770 | 75.153 | tejpalvirk-projectmcp · observability | Maintains a structured knowledge graph of project entities and relationships, enabling users to track progress, manage tasks, monitor milestones, and… | 16 stars · 6 forks | No one-command install · Source | |
| 771 | 75.153 | honeycombobservability · observability | Honeycomb's OpenTelemetry-native observability platform: a high-cardinality event store ideal for tracing LLM pipelines and debugging slow agent… | 16 stars · 6 forks | No one-command install · Source | |
| 772 | 75.155 | appcontrollabs-appcontrolmcp · observability | Provides read-only access to AppControl's Windows desktop monitoring data including CPU, GPU, RAM, disk usage, security events, and binary tracking… | 43 stars · 1 fork | No one-command install · Source | |
| 773 | 75.417 | kubernetes-romcp · observability | Provides read-only access to Kubernetes clusters for resource inspection, log retrieval, and metrics monitoring with tools for listing resources… | 23 stars · 3 forks | No one-command install · Source | |
| 774 | 75.467 | x746b-winforensicsmcp · observability | Enables Windows digital forensics analysis by parsing EVTX event logs, registry hives, and remotely collecting artifacts via WinRM for incident… | 20 stars · 4 forks | No one-command install · Source | |
| 775 | 75.932 | dynatrace-mcpmcp · observability | This remote MCP server allows interaction with the Dynatrace observability platform. Bring real-time observability data directly into your development… | 66 forks | No one-command install · Source | |
| 776 | 75.980 | ssdeanx-branch-thinkingmcp · observability | Organizes complex thought processes into structured branches with cross-references, semantic relationships, and analytics for tracking idea evolution… | 21 stars · 4 forks | No one-command install · Source | |
| 777 | 75.980 | s7-mcp-bridgemcp · observability | Connects AI agents to Siemens industrial PLCs for automatic monitoring and control of industrial equipment. | 21 stars · 4 forks | No one-command install · Source | |
| 778 | 76.055 | jsonallen-laravel-helper-toolsmcp · observability | Integrates with Laravel projects to provide log analysis, error tracking, and Artisan command execution for streamlined development workflows. | 12 stars · 9 forks | No one-command install · Source | |
| 779 | 76.275 | hive-intel-hive-crypto-mcpmcp · observability | Hive Intelligence: Ultimate cryptocurrency MCP for AI assistants with unified access to crypto, DeFi, and Web3 analytics | 18 stars · 6 forks | No one-command install · Source | |
| 780 | 76.502 | j4th-mtgmcp · observability | Unified card search, combo discovery, draft analytics, Commander metagame data, and deck analysis composing Scryfall, Commander Spellbook, 17Lands… | 20 stars · 5 forks | No one-command install · Source | |
| 781 | 76.807 | otel-instrumentation-mcpmcp · observability | Bridges AI coding assistants with the OpenTelemetry ecosystem, providing real-time access to repositories, documentation, examples, semantic… | 19 stars · 6 forks | No one-command install · Source | |
| 782 | 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 | |
| 783 | 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 | |
| 784 | 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 | |
| 785 | 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 | |
| 786 | 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 | |
| 787 | 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 | |
| 788 | 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 | |
| 789 | 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 | |
| 790 | 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 | |
| 791 | 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 | |
| 792 | 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 | |
| 793 | 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 | |
| 794 | 77.862 | hive-intel-ruby-rbenvmcp · observability | Unified access to crypto, DeFi, and Web3 analytics | 20 stars · 7 forks | No one-command install · Source | |
| 795 | 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 | |
| 796 | 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 | |
| 797 | 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 | |
| 798 | 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 | |
| 799 | 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 | |
| 800 | 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 |
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.