Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 2.721 | vlayermcp · observability | HIPAA compliance scanner for healthcare software. Automatically detect PHI exposure, encryption gaps, audit logging issues, and access control… | 368 installs | No commit datelisted | No one-command install · Source |
| 2 | 8.888 | data-wallet-verificationmcp · observability | Discover supported verification scopes and the claims they provide. Initiate and monitor data wallet verification flows to securely receive redacted… | 288 installs | No commit datelisted | No one-command install · Source |
| 3 | 10.068 | bmkg-mcpmcp · observability | Access real-time weather forecasts and climate data across Indonesia. Stay informed about recent seismic activity and natural disasters with official… | 566 installs | No commit datelisted | No one-command install · Source |
| 4 | 14.693 | domain-insightsmcp · observability | Analyze domain infrastructure by performing comprehensive DNS, WHOIS, and security audits. Identify technology stacks, track SSL validity, and verify… | 768 installs | No commit datelisted | No one-command install · Source |
| 5 | 18.503 | trustrails-uk-electronics-product-findermcp · observability | Search and compare 26,000+ UK electronics products across multiple retailers including AO. Get real-time prices, stock availability, and price… | 1,017 installs | No commit datelisted | No one-command install · Source |
| 6 | 20.136 | spain-legalmcp · observability | Spain immigration, residency, NIE/TIE, and tax MCP for agents from Legal Fournier, https://legalfournier.com/. Helps screen visa and residence routes… | 1,065 installs | No commit datelisted | No one-command install · Source |
| 7 | 21.587 | ai-compliance-monitormcp · observability | ai-compliance-monitor | 458 installs | No commit datelisted | No one-command install · Source |
| 8 | 22.557 | xkumakichi-veridictmcp · observability | Runtime verification layer that monitors tool execution and provides trust judgments based on success rate metrics. | 1 star | No commit datelisted | No one-command install · Source |
| 9 | 22.557 | sntl-depin-oracle-mcpmcp · observability | Enables access to DePIN RF telemetry, spatial heuristics, and threat intelligence through metered MCP tools with per-record spend caps and on-chain… | 1 star | No commit datelisted | No one-command install · Source |
| 10 | 22.557 | one-ea-monolith-blogmcp · observability | Manage Monolith blog platform content with 30 tools covering posts, comments, media, analytics, and backups. | 1 star | No commit datelisted | No one-command install · Source |
| 11 | 22.557 | ci1tmcp · observability | Prediction stability engine for detecting model drift, ghost predictions, and fleet monitoring. | 1 star | No commit datelisted | No one-command install · Source |
| 12 | 22.557 | doronaviguy-ethereum-address-monitormcp · observability | Provides real-time Ethereum address monitoring across multiple blockchain networks using Server-Sent Events, enabling continuous tracking of on-chain… | 1 star | No one-command install · Source | |
| 13 | 22.557 | gblack686-n8n-workflow-summarizermcp · observability | Transforms complex n8n workflow JSON files into clear markdown summaries, extracting nodes, connections, and functionality while generating conceptual… | 1 star | No one-command install · Source | |
| 14 | 22.557 | oalles-agentic-system-monitoring-ragmcp · observability | Spring Boot-based server that connects system monitoring tools with a RAG service, enabling real-time access to both system metrics and corporate… | 1 star | No one-command install · Source | |
| 15 | 22.557 | google-analytics-4-admin-mcpmcp · observability | Manages Google Analytics 4 accounts, properties, annotations, audiences, and custom dimensions through the MCP protocol. | 1 star | No one-command install · Source | |
| 16 | 22.557 | streen9-terminalmcp · observability | Provides a secure interface for executing commands, managing processes, and retrieving outputs in terminal or PowerShell environments, with robust… | 1 star | No one-command install · Source | |
| 17 | 22.557 | anurag-dhamala-os-infomcp · observability | Provides real-time system information about the host computer, including CPU, memory, operating system, disk, battery, and process details for… | 1 star | No one-command install · Source | |
| 18 | 22.557 | logscribe-mcpmcp · observability | Handles log file management and analysis with tools to list, read, search, filter, and generate analytics on log files. | 1 star | No one-command install · Source | |
| 19 | 22.557 | mashhurs-logstashmcp · observability | Integrates with Logstash instances to provide real-time monitoring, performance analysis, and debugging capabilities including JVM memory tracking… | 1 star | No one-command install · Source | |
| 20 | 22.557 | acurastmcp · observability | Provides a bridge to the Acurast decentralized computing platform for deploying scripts and monitoring processor performance metrics across… | 1 star | No one-command install · Source | |
| 21 | 22.557 | appleton-eufy-robovacmcp · observability | Integrates with Eufy RoboVac devices through local network discovery to provide complete vacuum control including cleaning operations, configuration… | 1 star | No one-command install · Source | |
| 22 | 22.557 | eunsang284-epicsmcp · observability | Provides direct access to EPICS Process Variables for monitoring and controlling scientific facilities, industrial automation, and laboratory… | 1 star | No one-command install · Source | |
| 23 | 22.557 | android-device-mcpmcp · observability | Provides comprehensive Android device management capabilities through ADB, including device management, app management, file operations, and system… | 1 star | No one-command install · Source | |
| 24 | 22.557 | fashionzzz-code-line-countermcp · observability | Tracks code line counts across different file types with persistent timestamped storage, enabling developers to monitor codebase growth and project… | 1 star | No one-command install · Source | |
| 25 | 22.557 | henrymclane09-salesforce-atlassian-supabasemcp · observability | Integrates Salesforce CRM, Atlassian Jira/Confluence, and Supabase to enable unified CRUD operations across customer data, issue tracking, knowledge… | 1 star | No one-command install · Source | |
| 26 | 22.557 | towry-commandermcp · observability | Provides background process management capabilities through PMDaemon integration, enabling execution, monitoring, and control of long-running… | 1 star | No one-command install · Source | |
| 27 | 22.557 | cornmankl-whatsapp-business-botmcp · observability | Automates WhatsApp Business messaging with AI-powered chat responses, broadcast management, scheduled messages, auto-responses, chat flows, group… | 1 star | No one-command install · Source | |
| 28 | 22.557 | mirithebest-workatomcp · observability | Integrates with Workato automation platform API to provide read-only access for retrieving and analyzing integration workflows, recipes, connections… | 1 star | No one-command install · Source | |
| 29 | 22.557 | airflow-mcpmcp · observability | Enables natural language interaction with Apache Airflow for querying DAGs, monitoring execution, and troubleshooting failures. | 1 star | No one-command install · Source | |
| 30 | 22.557 | xelber-newrelicmcp · observability | Integrates with New Relic's NerdGraph API to provide direct access to log data through custom NRQL queries, keyword-based searches, and recent log… | 1 star | No one-command install · Source | |
| 31 | 22.557 | mcp-travismcp · observability | Enables users to manage Travis CI builds, view logs, compare builds, and get insights through natural language. | 1 star | No one-command install · Source | |
| 32 | 22.557 | nothans-weights-and-measuresmcp · observability | Provides accurate unit conversions and reference tables across weight, length, and volume measurement systems including Avoirdupois, Troy… | 1 star | No one-command install · Source | |
| 33 | 22.557 | ai-analystmcp · observability | Enables natural language data queries with statistical rigor and a semantic layer, supporting 23+ analytical tools for product analytics. | 1 star | No one-command install · Source | |
| 34 | 22.557 | james116blue-journaldmcp · observability | Query systemd journal logs with natural language datetime support | 1 star | No one-command install · Source | |
| 35 | 22.557 | pulsynmcp · observability | Integrates with Pulsyn smart ring devices for health metrics. | 1 star | No one-command install · Source | |
| 36 | 22.557 | robinhood-mcpmcp · observability | Enables AI models to manage Robinhood portfolios, execute trades, and run automated trading bots with stop-loss/take-profit monitoring. | 1 star | No one-command install · Source | |
| 37 | 22.557 | aby0-reading-companionmcp · observability | A 4-stage reading companion that guides users through structured interviews to discover preferences, generates curated book recommendations with… | 1 star | No one-command install · Source | |
| 38 | 22.557 | ram-prices-mcp-servermcp · observability | Caches and serves DDR/DRAM weekly price series from memorys.com and historical memory technology data, with tools for refresh, validation, analytics… | 1 star | No one-command install · Source | |
| 39 | 22.557 | yujaeyun-learnlogmcp · observability | Logs learning prompts to help users develop metacognitive awareness of their knowledge gaps and learning patterns | 1 star | No one-command install · Source | |
| 40 | 22.557 | gh-drivenrajat-f1mcp · observability | Access Formula 1 race data, telemetry, lap times, standings, and analytics via FastF1. | 1 star | No one-command install · Source | |
| 41 | 22.557 | kaewz-manga-n8n-monitoringmcp · observability | Monitors n8n workflow automation health by analyzing execution history, tracking KPIs like success rates and timing data, and providing detailed error… | 1 star | No one-command install · Source | |
| 42 | 22.557 | deepvlab-analytics-mcp-servermcp · observability | Enables querying DeepVLab account statistics and model usage analytics, including login, user profile, usage analytics, and cost calculation. | 1 star | No one-command install · Source | |
| 43 | 22.557 | zutrixmcp · observability | SEO platform integration for rank tracking, keyword research, competitor analysis, backlink monitoring, and site audits. | 1 star | No one-command install · Source | |
| 44 | 22.557 | tommytang2414-n8nmcp · observability | Integrates with n8n workflow automation platform for secure workflow management, execution control, and health monitoring with enterprise security… | 1 star | No one-command install · Source | |
| 45 | 22.557 | kenpom-mcpmcp · observability | Provides access to KenPom basketball analytics through MCP tools. Enables querying ratings, efficiency, player stats, and more using natural language. | 1 star | No one-command install · Source | |
| 46 | 22.557 | corvusmcp · observability | Solana DeFi Intelligence MCP server enabling natural language queries for wallet analytics, DeFi positions, protocol metrics, and token prices. | 1 star | No one-command install · Source | |
| 47 | 22.557 | expense-trackermcp · observability | Enables natural language expense logging, parsing amounts, currencies, and dates, and storing entries in an Excel file. | 1 star | No one-command install · Source | |
| 48 | 22.557 | ismailkerimov-math-logicmcp · observability | Provides verified symbolic math and formal logic solvers including arithmetic evaluation, equation solving, calculus, and SAT/tautology checking with… | 1 star | No one-command install · Source | |
| 49 | 22.557 | shahraj91-log-analysismcp · observability | Analyzes log files with level aggregation, error clustering, and graph generation using deterministic signal extraction. | 1 star | No one-command install · Source | |
| 50 | 22.557 | epydios-policy-gatewaymcp · observability | Boundary-enforced policy gateway for tool execution with allow/deny rules, step-up approval workflows, and audit logging. | 1 star | No one-command install · Source | |
| 51 | 22.557 | dowangoo-trendradarmcp · observability | Monitors RSS feeds and analyzes content to generate trend reports with automated data collection, configurable scheduling, and real-time… | 1 star | No one-command install · Source | |
| 52 | 22.557 | saurabhsing21-depmapmcp · observability | Provides read-only access to DepMap gene dependency data for searching gene symbols, computing dependency metrics, and identifying top cell-line… | 1 star | No one-command install · Source | |
| 53 | 22.557 | gh-heliosarchitect-wemsmcp · observability | Real-time natural hazard monitoring: earthquakes, tsunamis, volcanoes, solar weather, and air quality. | 1 star | No one-command install · Source | |
| 54 | 22.557 | syncause-debug-mcpmcp · observability | Enables AI agents to query runtime debugging facts (stack traces, logs, function arguments) captured by Syncause, allowing them to fix root causes… | 1 star | No one-command install · Source | |
| 55 | 22.557 | 420247jake-session-forgemcp · observability | Persistent session memory with decision logging and dead-end tracking for coding assistants. | 1 star | No one-command install · Source | |
| 56 | 22.557 | mcp-log-analyzermcp · observability | Analyzes log files locally using Ollama and files structured GitHub Issues automatically, with all processing kept on your machine. | 1 star | No one-command install · Source | |
| 57 | 22.557 | juanisidoro-securecode-mcpmcp · observability | Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw… | 1 star | No one-command install · Source | |
| 58 | 22.557 | rog0x-mcp-log-toolsmcp · observability | A set of MCP tools for parsing, filtering, analyzing, formatting, and computing stats on logs in common formats (JSON, Apache/Nginx, syslog… | 1 star | No one-command install · Source | |
| 59 | 22.557 | mi25-tuning-mcpmcp · observability | Manages multi_llm-client operations for MI25/gfx900 GPUs, enabling configuration updates, inference execution, benchmarking, and performance log… | 1 star | No one-command install · Source | |
| 60 | 22.557 | tech-engageable-analyticsmcp · observability | Connects to GA4, Mixpanel, PostHog and other analytics platforms, providing 9 tools for trend analysis, anomaly detection, funnel analysis, and more… | 1 star | No one-command install · Source | |
| 61 | 22.557 | engageable-tech-analyticsmcp · observability | Unified analytics engine connecting GA4, Mixpanel, and PostHog with natural language query support. | 1 star | No one-command install · Source | |
| 62 | 22.557 | sentry-self-hosted-mcpmcp · observability | MCP server for integrating self-hosted Sentry with AI assistants, enabling project and issue listing, issue details with stack traces, and event… | 1 star | No one-command install · Source | |
| 63 | 22.557 | jeandelest-screen-capturemcp · observability | Linux screen capture with monitor detection, timeline recording, and chunked session-based transfers for reliable large image delivery. | 1 star | No one-command install · Source | |
| 64 | 22.557 | context-firstmcp · observability | Maintains AI conversation coherence through context monitoring, conflict detection, and persistent memory across long interactions. | 1 star | No one-command install · Source | |
| 65 | 22.557 | gh-rahuljava2807-claude-code-bridgemcp · observability | Bridges Claude Code sessions with Claude Chat by providing session log access and synchronization. | 1 star | No one-command install · Source | |
| 66 | 22.557 | claude-code-bridge-mcpmcp · observability | Bridges Claude Code terminal sessions with Claude Chat by exposing session logs as tools, enabling seamless context transfer and two-way communication… | 1 star | No one-command install · Source | |
| 67 | 22.557 | joeybrar-agentsealmcp · observability | Verifiable action logs for AI agents using SHA-256 hash chains to detect tampering. | 1 star | No one-command install · Source | |
| 68 | 22.557 | mcp-delonghi-ecammcp · observability | Enables LLMs to control DeLonghi ECAM espresso machines over a local network, including brewing beverages, monitoring status, and managing machine… | 1 star | No one-command install · Source | |
| 69 | 22.557 | llm-brand-monitormcp · observability | Track how 350+ AI models mention your brand — monitor visibility, sentiment, and competitor mentions. | 1 star | No one-command install · Source | |
| 70 | 22.557 | langfuse-trace-fetchermcp · observability | Fetches Langfuse observability traces directly into a VS Code coding agent's context, enabling querying and viewing trace data through natural… | 1 star | No one-command install · Source | |
| 71 | 22.557 | ai-architectmcp · observability | An autonomous software-engineering pipeline for Claude Code that runs on real evidence: codebase intelligence tools, git analytics, deterministic… | 1 star | No one-command install · Source | |
| 72 | 22.557 | frame-pulse-mcpmcp · observability | Provides AI agents with real-time system monitoring and control for creative workstations, enabling thermal management and process prioritization to… | 1 star | No one-command install · Source | |
| 73 | 22.557 | mcp-cloudwatch-explorermcp · observability | Enables AI agents to query AWS CloudWatch metrics, alarms, and logs read-only via MCP, providing rapid health snapshots and triage without console… | 1 star | No one-command install · Source | |
| 74 | 22.557 | lzfxp-java-debugmcp · observability | Enables AI agents to debug Java applications via JVM with breakpoints, variable monitoring, stepping, and thread inspection. | 1 star | No one-command install · Source | |
| 75 | 22.557 | sergical-plausible-analyticsmcp · observability | Queries traffic metrics, conversions, and time-period comparisons from Plausible Analytics. | 1 star | No one-command install · Source | |
| 76 | 22.557 | gh-ndoteddy-disaster-alert-centermcp · observability | Monitor disaster alerts and analyze incidents with real-time streaming. | 1 star | No one-command install · Source | |
| 77 | 22.557 | believe-sa-datadogmcp · observability | Integrates with Datadog's monitoring platform to provide access to metrics, logs, and observability data through API authentication for DevOps teams… | 1 star | No one-command install · Source | |
| 78 | 22.557 | wardrowbe-mcpmcp · observability | Exposes the Wardrowbe wardrobe API as MCP tools, enabling outfit suggestions, item management, wear/wash logging, and analytics via natural language. | 1 star | No one-command install · Source | |
| 79 | 22.557 | anomalyarmormcp · observability | MCP server for AnomalyArmor data observability — monitor data quality, detect schema drift, and manage alerts from your AI assistant. | 1 star | No one-command install · Source | |
| 80 | 22.557 | rusty4444-changedetectionmcp · observability | Monitors websites and tracks change history via ChangeDetection.io through MCP. | 1 star | No one-command install · Source | |
| 81 | 22.557 | flightdbmcp · observability | FlightDB aggregates flight data from ADS-B Exchange, one of the largest unfiltered ADS-B data sources, combined with official aircraft registry… | 1 star | No one-command install · Source | |
| 82 | 22.557 | usdd-analytics-mcpmcp · observability | Provides 14 read-only tools to query USDD stablecoin protocol data across TRON, Ethereum, and BSC, enabling AI agents to fetch supply, APY… | 1 star | No one-command install · Source | |
| 83 | 22.557 | equivault-equivault-mcpmcp · observability | Official [EquiVault](https://equivault.ai) MCP — AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements… | 1 star | armory install equivault-equivault-mcp --cli claude | |
| 84 | 22.557 | miller-joe-youtubemcp · observability | Manages YouTube creator operations including uploads, metadata, analytics, and AI thumbnail generation. | 1 star | No one-command install · Source | |
| 85 | 22.557 | nemeton-mcpmcp · observability | MCP bridge for Nemeton — control native macOS virtual machines (Apple Virtualization.framework) from Claude Desktop, Claude Code, or any MCP client… | 1 star | No one-command install · Source | |
| 86 | 22.557 | jasoncbraatz-domain-monitormcp · observability | Queries domain expiration data from domain-monitor.io. | 1 star | No one-command install · Source | |
| 87 | 22.557 | domain-monitor-mcpmcp · observability | Enables AI assistants to query domain expiration data from domain-monitor.io, with tools for listing domains, checking expiry, and adding new domains. | 1 star | No one-command install · Source | |
| 88 | 22.557 | routewisemcp · observability | Enables step-level routing of AI workflows by decomposing tasks, selecting the best model per step within constraints, executing steps, and providing… | 1 star | No one-command install · Source | |
| 89 | 22.557 | euleriantechnologies-eulerianmcp · observability | Access Eulerian Marketing Platform analytics, attribution, and data activation capabilities. | 1 star | No one-command install · Source | |
| 90 | 22.557 | claude-code-masterymcp · observability | Monitors 7+ sources for Claude Code updates, analyzes curriculum gaps, and auto-applies changes to keep the curriculum current. | 1 star | No one-command install · Source | |
| 91 | 22.557 | hugoles-langfuse-mcpmcp · observability | TypeScript MCP server for the Langfuse Public API. 27 read tools covering traces, observations, sessions, scores, score-configs, prompts (with… | 1 star | armory install hugoles-langfuse-mcp --cli claude | |
| 92 | 22.557 | echonetlite-mcpmcp · observability | Enables control of ECHONETLite home automation devices like air conditioners and sensors via MCP, supporting HVAC management and real-time monitoring. | 1 star | No one-command install · Source | |
| 93 | 22.557 | airflow-mcp-monitormcp · observability | Provides read-only monitoring of Apache Airflow DAGs, including listing active DAGs, fetching recent runs, and analyzing execution history and… | 1 star | No one-command install · Source | |
| 94 | 22.557 | packet-tracer-visual-mcpmcp · observability | Enables automation of Cisco Packet Tracer simulations by placing devices, connecting links, and generating IOS configurations via MCP, ideal for… | 1 star | No one-command install · Source | |
| 95 | 22.557 | swingfix-aimcp · observability | AI-powered golf swing analysis. Submit a swing image URL and receive scored metrics, flaws, and personalised drill recommendations | 1 star | No one-command install · Source | |
| 96 | 22.557 | j-link-rtt-viewer-mcpmcp · observability | Enables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory… | 1 star | No one-command install · Source | |
| 97 | 22.557 | hawksoft-mcpmcp · observability | Enables natural language interaction with HawkSoft insurance agency management data, including reading clients, policies, and claims, and writing log… | 1 star | No one-command install · Source | |
| 98 | 22.557 | sigmalineage-mcpmcp · observability | Enables context-aware EVTX hunting with process lineage tracing and rarity baselining to surface real threats from security logs, transforming raw… | 1 star | No one-command install · Source | |
| 99 | 22.557 | yt-analytics-mcpmcp · observability | MCP server for YouTube channel deep analytics, extracting transcripts and computing quantitative metrics like WPM, profanity, and humor taxonomy, with… | 1 star | No one-command install · Source | |
| 100 | 22.557 | xiaojiou176-apple-notes-snapshotmcp · observability | Local-first scheduled backup and health monitoring system for Apple Notes on macOS with a read-only MCP surface. | 1 star | 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.