Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 801 | 22.557 | sap-mcp-command-centermcp · observability | Enables querying three synthetic SAP systems (ERP, S/4HANA, BW) for master data, transactions, and analytics via natural language or MCP tools, with a… | 1 star | No one-command install · Source | |
| 801 | 22.557 | rooquizmcp · observability | Create and manage quizzes, question banks, and translations; capture and manage leads, respondents, and bookings; and pull stats and funnel analytics… | 1 star | No one-command install · Source | |
| 801 | 22.557 | mcp-microsoft-adsmcp · observability | Enables AI assistants to manage Microsoft Advertising accounts, including campaigns, ad groups, keywords, audiences, and reporting, with safety-first… | 1 star | No one-command install · Source | |
| 801 | 22.557 | devhelmmcp · observability | AI coding assistant integration for DevHelm uptime monitoring, incident management, and alerting. | 1 star | No one-command install · Source | |
| 801 | 22.557 | coval-mcp-servermcp · observability | Enables AI assistants to interact with Coval's evaluation platform for launching and monitoring evaluation runs, managing agents and test sets, and… | 1 star | No one-command install · Source | |
| 801 | 22.557 | nolane-habitatmcp · observability | Provides coding agents with a durable, revision-aware project workspace for semantic context, governed source changes, verification, task checkpoints… | 1 star | No one-command install · Source | |
| 801 | 22.557 | podman-mcpmcp · observability | Enables management of Podman containers, pods, images, and compose stacks via natural language, with support for container stats, logs, exec, health… | 1 star | No one-command install · Source | |
| 801 | 22.557 | youtube-trends-mcpmcp · observability | Enables AI assistants to query YouTube search trends, including rising topics, growth metrics, and historical search demand, using natural language. | 1 star | No one-command install · Source | |
| 801 | 22.557 | mcp-google-businessmcp · observability | Enables managing Google Business Profiles through natural language: list locations, reply to reviews, create local posts, and fetch performance… | 1 star | No one-command install · Source | |
| 801 | 22.557 | actian-docs-mcpmcp · observability | Enables natural-language queries across Actian product documentation, GA4 content analytics, and Jenkins CI build status. | 1 star | No one-command install · Source | |
| 801 | 22.557 | circuitarium-mcpmcp · observability | Local electronics tools for MCP-capable assistants, enabling static analysis of CRUMB save files and Logisim-evolution projects, including net… | 1 star | No one-command install · Source | |
| 801 | 22.557 | mat-as-context-mcpmcp · observability | A thin, local, read-only MCP gateway that exposes governed context documents and producer manifests as logical resources, enabling AI clients to… | 1 star | No one-command install · Source | |
| 801 | 22.557 | claude-fleet-monitormcp · observability | Enables Claude Code sessions to query fleet status, focus terminals, and manage sessions programmatically via MCP tools. | 1 star | No one-command install · Source | |
| 801 | 22.557 | anypoint-connectmcp · observability | CLI + MCP toolkit for Anypoint Platform that enables deploying applications, tailing logs, pulling metrics, and managing API specs with production… | 1 star | No one-command install · Source | |
| 801 | 22.557 | mharnett-google-gscmcp · observability | Provides MCP access to Google Search Console for search analytics, URL inspection, and site management. | 1 star | No one-command install · Source | |
| 801 | 22.557 | 9botmcp · observability | Automate and manage WhatsApp groups, communities, and channels with scheduling, moderation, analytics, and more. | 1 star | No one-command install · Source | |
| 801 | 22.557 | traceorb-mcpmcp · observability | Enables MCP clients to query an organization's Traceorb telemetry data through the same GETs the panel uses, using a read key for authentication. | 1 star | No one-command install · Source | |
| 801 | 22.557 | windows-context-mcpmcp · observability | Enables AI agents to access real-time Windows PC context including active window, system performance, screen time, productivity analytics, and… | 1 star | No one-command install · Source | |
| 801 | 22.557 | nevent-mcpmcp · observability | Enables natural language interaction with Nevent's live-event marketing platform, including campaigns, analytics, paid ads, segments, and short URLs… | 1 star | No one-command install · Source | |
| 801 | 22.557 | claude-replaymcp · observability | Enables search, analytics, and visualization of Claude Code sessions with MCP tools for session management, recovery, and insights. | 1 star | No one-command install · Source | |
| 801 | 22.557 | korea-scholarship-mcpmcp · observability | Exposes KCI and OAK Korean bibliographic services as MCP tools for searching, harvesting, and retrieving articles, references, and journal metrics. | 1 star | No one-command install · Source | |
| 801 | 22.557 | gneyal-branch-monkeymcp · observability | Integrates with Branch Monkey Cloud for task management, team collaboration, and project tracking with automatic prompt logging | 1 star | No one-command install · Source | |
| 801 | 22.557 | rainbird-mcpmcp · observability | Enables natural-language control and monitoring of Rain Bird ESP-TM2 irrigation controllers over a local LAN, including starting zones, running… | 1 star | No one-command install · Source | |
| 801 | 22.557 | orcalayer-mcpmcp · observability | Enables smart-money whale and market analytics for Polymarket, including leaderboards, wallet profiles, positions, market clusters, and alerts… | 1 star | No one-command install · Source | |
| 801 | 22.557 | uptybotsmcp · observability | Official UptyBots integration for managing uptime monitors, incidents, and performance statistics. | 1 star | No one-command install · Source | |
| 801 | 22.557 | ai-incident-monitoring-rca-mcp-servermcp · observability | Provides telemetry tools for retrieving recent logs and system metrics to support root-cause analysis of infrastructure incidents. Enables autonomous… | 1 star | No one-command install · Source | |
| 801 | 22.557 | enzoemir1-shopopsmcp · observability | AI e-commerce operations for inventory management, pricing, segmentation, and analytics. | 1 star | No one-command install · Source | |
| 801 | 22.557 | quickbooks-desktop-mcpmcp · observability | Provides safe, structured access to a local QuickBooks Desktop company file for reading and writing transactions, with automatic undo logging. | 1 star | No one-command install · Source | |
| 801 | 22.557 | misarblog-mcpmcp · observabilityalso listed as mrgulshanyadav-misarblog | Enables AI assistants to publish and manage blog posts on Misar.Blog, including drafts, series, AI content generation, and analytics. | 1 star | No one-command install · Source | |
| 801 | 22.557 | codex-protocol-guardianmcp · observability | Validates governance evidence for Codex development tasks, enforcing requirements alignment, single-active-subject candidates, executable… | 1 star | No one-command install · Source | |
| 801 | 22.557 | logicmcp-servermcp · observability | Enables traceable requirement discovery, technical alignment, and ISO-aligned process checking through deterministic MCP tools and resources, without… | 1 star | No one-command install · Source | |
| 801 | 22.557 | enterprise-agent-labmcp · observability | Enables controlled AI-agent access to enterprise-shaped tools with a deny-by-default gated write path, human approval, dry-run execution, and… | 1 star | No one-command install · Source | |
| 801 | 22.557 | genesys-mcp-servermcp · observability | A read-only MCP server that exposes Genesys Cloud queue lookup, analytics aggregates, and conversation search tools, enabling natural language queries… | 1 star | No one-command install · Source | |
| 801 | 22.557 | mshegolev-jaegermcp · observability | Search Jaeger distributed traces, inspect spans, and map service dependencies with read-only access. | 1 star | No one-command install · Source | |
| 801 | 22.557 | mcp-jvm-diagnosticsmcp · observability | Enables AI assistants to analyze JVM thread dumps and GC logs, detecting deadlocks, lock contention, and GC pressure, without requiring a JVM runtime. | 1 star | No one-command install · Source | |
| 801 | 22.557 | ppe-compliance-mcpmcp · observability | Enables querying PPE compliance analytics from precomputed video inference results, providing tools for site summaries, worker status, violations, and… | 1 star | No one-command install · Source | |
| 801 | 22.557 | readability-claudemcp · observability | Enables Claude to analyze and improve readability of text using local deterministic metrics like Flesch Reading Ease and lexical diversity, without… | 1 star | No one-command install · Source | |
| 801 | 22.557 | vfat-metrics-mcpmcp · observability | Enables querying public vfat Metrics position data by EVM address, providing structured access to current positions, NFT lifecycle actions, historical… | 1 star | No one-command install · Source | |
| 801 | 22.557 | portalmcp · observability | Enables interaction with long-running interactive programs such as SSH, GDB, and REPLs. Provides tools to start, monitor, control, read/write I/O for… | 1 star | No one-command install · Source | |
| 801 | 22.557 | parsee-mcpmcp · observability | MCP server that enables AI assistants to interact with the PARSE app for collecting and monitoring products on Ozon and Wildberries, with tools for… | 1 star | No one-command install · Source | |
| 801 | 22.557 | trader-journal-mcpmcp · observability | Provides AI-powered trading analytics and coaching by analyzing historical trades to identify strategies, emotional patterns, and behavioral mistakes… | 1 star | No one-command install · Source | |
| 801 | 22.557 | mcp-cat-logo-bioqu-mica-clmcp · observability | Exposes the product catalog of Bioquímica.cl as an MCP tool, enabling natural language queries for product compatibility, pricing, and stock… | 1 star | No one-command install · Source | |
| 801 | 22.557 | langfuse-mcp-extendedmcp · observability | Comprehensive MCP server for Langfuse, enabling AI assistants to access and manage traces, observations, scores, datasets, and sessions for… | 1 star | No one-command install · Source | |
| 801 | 22.557 | bottrademcp · observability | BotTrade is a historical-market benchmark for autonomous trading agents, enabling backtesting and evaluation through MCP or Python with standardized… | 1 star | No one-command install · Source | |
| 801 | 22.557 | apple-podcasts-mcpmcp · observability | Owner-side Apple Podcasts analytics over the Podcasts Connect Reporter protocol: plays, unique and engaged listeners, followers, and per-episode… | 1 star | No one-command install · Source | |
| 801 | 22.557 | cursor-usage-mcpmcp · observability | Monitors your Cursor usage and provides a conserve flag to the agent, helping you manage request quota by batching questions, preferring defaults, and… | 1 star | No one-command install · Source | |
| 801 | 22.557 | ot-aiops-energymcp · observability | Governed, read-only OT data tap for substation and utility telecontrol — IEC 60870-5-104, DNP3/IEEE 1815, and IEC 61850 MMS connectors with… | 1 star | No one-command install · Source | |
| 801 | 22.557 | gh-pijusz-google-adsmcp · observability | Query Google Ads campaigns, keywords, assets, and performance metrics with 39 tools including GAQL queries and write operations. | 1 star | No one-command install · Source | |
| 801 | 22.557 | shugomcp · observability | A minimal guardrails framework for AI agents, acting as an MCP proxy to enforce policies, approvals, and audit logging on tool calls. | 1 star | No one-command install · Source | |
| 801 | 22.557 | make-com-mcp-connectormcp · observability | Enables managing Make.com scenarios through natural language, including listing, running, activating, deactivating, and monitoring. | 1 star | No one-command install · Source | |
| 801 | 22.557 | yandex-metrika-mcp-2mcp · observability | Enables AI assistants to retrieve comprehensive analytics data from Yandex Metrika accounts, including traffic, content, e-commerce, and user… | 1 star | No one-command install · Source | |
| 801 | 22.557 | shadow-monitor-mcpmcp · observability | Enables AI agents to inspect Shadow Monitor capture files locally, with tools to load bundles, find errors, search network requests, and replay user… | 1 star | No one-command install · Source | |
| 801 | 22.557 | 2051project-cryptoweathermcp · observability | Integrates with CryptoWeather's Bitcoin price prediction API to provide current trading signals, performance metrics, recommendations, and methodology… | 1 star | No one-command install · Source | |
| 801 | 22.557 | at-ris-mcpmcp · observability | Austria's legal information system (RIS): federal & state law, case law, gazettes, change monitoring. | 1 star | No one-command install · Source | |
| 801 | 22.557 | tethral-acrmcp · observability | Interaction profile registry for AI agents to log interactions and query behavioral patterns across the network. | 1 star | No one-command install · Source | |
| 801 | 22.557 | myfinance-mcpmcp · observability | Enables personal finance management through natural language: log expenses, snap receipt photos, and import bank statements. Computes budgets, trends… | 1 star | No one-command install · Source | |
| 801 | 22.557 | copamind-mcpmcp · observability | Enables interaction with the CopaMind platform via MCP, exposing read-only and write tools for querying match predictions, Monte Carlo simulations… | 1 star | No one-command install · Source | |
| 801 | 22.557 | yandex-marketing-mcpmcp · observability | MCP server for managing Yandex Direct advertising, Yandex Metrica analytics, Wordstat keyword research, and Yandex Webmaster SEO tools, with… | 1 star | No one-command install · Source | |
| 801 | 22.557 | amazfit-mcpmcp · observability | Enables Claude to analyze training data from spreadsheets and Amazfit watches, providing insights on strength progression, running metrics, recovery… | 1 star | No one-command install · Source | |
| 801 | 22.557 | leaf76-lazy-mobilemcp · observability | Local Android and iOS mobile automation with performance telemetry via ADB, simctl, devicectl, and WebDriverAgent. | 1 star | No one-command install · Source | |
| 801 | 22.557 | system-monitormcp · observability | A secure, read-only MCP server for AI-powered system monitoring. It provides real-time OS metrics, config discovery, and safe log tailing to enable… | 1 star | No one-command install · Source | |
| 801 | 22.557 | ebpf-mcp-tracermcp · observability | Enables LLMs to safely write and run bpftrace scripts against the Linux kernel for observability, with explicit probe allowlists and execution… | 1 star | No one-command install · Source | |
| 801 | 22.557 | kochava-for-advertisersmcp · observability | Mobile attribution and marketing analytics from Kochava — no prior account needed, sign up and query data within the session. | 1 star | No one-command install · Source | |
| 801 | 22.557 | system-media-control-mcpmcp · observability | Enables AI agents to monitor system resources and control media, brightness, volume, and other Windows PC functions through natural language commands. | 1 star | No one-command install · Source | |
| 801 | 22.557 | agent-vitalsmcp · observability | Local-first observability for AI agent stacks. Provides MCP tools for agents to check health, shadow configs, and burnout metrics proactively. | 1 star | No one-command install · Source | |
| 801 | 22.557 | moe-mcpmcp · observability | Enables querying a team of domain experts with automatic routing and traceable citations for accurate answers. | 1 star | No one-command install · Source | |
| 801 | 22.557 | social-media-manager-mcpmcp · observability | Enables social media account management including content calendars, posting cadence, captions, hashtags, engagement strategies, metrics… | 1 star | No one-command install · Source | |
| 801 | 22.557 | rocketchat-mcp-servermcp · observability | A FastMCP (Python) server for Rocket.Chat with 28 tools covering channels, messages, threads, DMs, files, users, and analytics, plus AI governance… | 1 star | No one-command install · Source | |
| 801 | 22.557 | us-all-mlflowmcp · observability | Community MCP integration for MLflow, enabling AI agents to access experiments, runs, registered models, and ML traces. | 1 star | No one-command install · Source | |
| 801 | 22.557 | uart-mcp-servermcp · observability | Enables reading UART logs from Windows serial ports and sending text to the UART through MCP, with an optional Tkinter UI for local monitoring. | 1 star | No one-command install · Source | |
| 801 | 22.557 | finchatmcp · observability | Enables AI agents to manage personal finances through MCP tools for transaction management, spending analytics, and goal tracking. | 1 star | No one-command install · Source | |
| 801 | 22.557 | ultramock-mcpmcp · observability | Enables AI agents to create and configure product mockups on ultramock.io using your own logged-in subscription. | 1 star | No one-command install · Source | |
| 801 | 22.557 | generic-erp-analytics-mcp-servermcp · observability | Read-only MCP server for MongoDB ERP analytics with catalog-driven collection allowlist and safe find/aggregate tools. | 1 star | No one-command install · Source | |
| 801 | 22.557 | error2fixmcp · observability | Provides coding agents with compressed failure context via MCP, reducing the need to parse full raw logs. | 1 star | No one-command install · Source | |
| 801 | 22.557 | dbt-investigatormcp · observability | Enables AI clients to automatically investigate dbt test failures, trace root cause through BigQuery lineage, and generate plain-English incident… | 1 star | No one-command install · Source | |
| 801 | 22.557 | google-ads-mcp-2mcp · observability | Enables managing Google Ads campaigns through an AI assistant with read-only reporting, recommendations, and gated write operations for bids, budgets… | 1 star | No one-command install · Source | |
| 801 | 22.557 | codinfy-agent-monitormcp · observability | Provides real-time monitoring of AI agents, context, usage limits, workflows, files, Git, tests, builds, errors, secrets, and model-economy advice for… | 1 star | No one-command install · Source | |
| 801 | 22.557 | brightsitemcp · observability | Manage BrightSite websites from AI agents — pages, blog posts, components, forms, media, and analytics via MCP. | 1 star | No one-command install · Source | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 22.557 | euleriantechnologies-eulerianmcp · observability | Access Eulerian Marketing Platform analytics, attribution, and data activation capabilities. | 1 star | No one-command install · Source | |
| 801 | 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 | |
| 801 | 22.557 | domain-monitor-mcpmcp · observabilityalso listed as jasoncbraatz-domain-monitor | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 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 | |
| 801 | 22.557 | rusty4444-changedetectionmcp · observability | Monitors websites and tracks change history via ChangeDetection.io through MCP. | 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.