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 | 23.374 | adelaidasofia-substackmcp · observability | Substack MCP for publishing Notes and posts, pulling analytics, and managing drafts. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | mshegolev-kibanamcp · observability | Search logs, run aggregations, discover indices, and browse dashboards in Kibana and Elasticsearch via MCP. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | duckstation-mcpmcp · observability | Enables debugging of PlayStation games through DuckStation by providing MCP tools for execution control, register access, memory inspection… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | contract-sentinelmcp · observability | Enables LLMs to ingest and analyze legal agreements, compute risk scores, and monitor non-compliant clauses through MCP tools like ingest… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | mcp-azurelandmcp · observability | Enables AI agents to manage AzurLaneAutoScript (ALAS) automation: start/stop processes, read/write configs, monitor runtime status, and schedule tasks… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | rybbit-mcpmcp · observability | Exposes Rybbit Analytics as MCP tools for querying site traffic, page views, visitor sessions, and live visitor counts through natural language. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | gh-ionis-ai-ionismcp · observability | HF radio propagation analytics with WSPR, RBN, and solar correlation data. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | gh-dbsectrainer-agent-trace-inspectormcp · observability | Local-first observability for agent workflows with tool call tracing, token cost estimation, trace comparison, and exportable HTML dashboards. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | mlintangmz2765-scholarmcp · observability | Provides structured access to Scopus, OpenAlex, and Unpaywall for AI-driven academic paper discovery, citation tracking, author analytics, and PDF… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | mesutoezdil-gpumcp · observability | Monitors GPU metrics via nvidia-smi including VRAM usage, utilization, and temperature. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | agentic-observability-mcpmcp · observability | Provides unified AI agent observability including tracing, cost tracking, performance monitoring, anomaly detection, and audit trails via MCP. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | thrivestackmcp · observability | PLG CRM analytics with account engagement, MAU/MTU, and sales lead data. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | icici-mcpmcp · observability | Enables trading Indian stocks on ICICI Direct through natural conversation with any MCP-compatible AI assistant, featuring automated TOTP login and… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | mcp-rpmcp · observability | Enables AI assistants to interact with ReportPortal, covering launches, test items, logs, dashboards, widgets, filters, projects, users, and… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | eruditepay-blockchain-intelligencemcp · observability | Blockchain analytics tools covering token prices, whale tracking, DeFi, and wallets across multiple networks. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | strava-claudemcp · observability | Exposes a single tool for Claude to fetch recent Strava activities, including detailed metrics and lap breakdowns, for automatic training summaries. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | chu2bard-termlinkmcp · observability | Secure terminal and filesystem access with configurable command filtering, file operations, and system monitoring. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | asklokesh-tableaumcp · observability | Integrates with Tableau for data visualization and analytics platform connectivity. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | google-cloud-mcpmcp · observability | Enables management of Google Cloud services including BigQuery, Cloud Logging, Cloud Storage, and Compute Engine via MCP tools. | 1 fork | No one-command install · Source | |
| 801 | 23.374 | ignissionmcp · observability | TikTok video analytics and content strategy tools | 1 fork | No one-command install · Source | |
| 801 | 23.374 | georgeck-hn-companionmcp · observability | Analyzes and processes Hacker News discussions, extracting key insights from comment hierarchies based on engagement metrics for efficient thread… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | abhinav-system-resource-monitormcp · observability | Provides real-time system monitoring metrics including CPU, memory, disk, network, battery, and internet speed through both comprehensive snapshots… | 1 fork | No one-command install · Source | |
| 801 | 23.374 | tokikokoko-uuid-genmcp · observability | Generates unique UUIDs through a lightweight Deno-based tool interface with comprehensive logging and error handling capabilities | 1 fork | No one-command install · Source | |
| 801 | 23.374 | macrat-aydmcp · observability | Integrates with Ayd to enable service monitoring, status checks, and log retrieval for enhanced operational visibility and incident response. | 1 fork | No one-command install · Source | |
| 825 | 22.557 | chaining-mcp-servermcp · observability | A unified MCP server for enterprise tool chaining, route optimization, sequential thinking, time management, monitoring, analytics, security, and… | 1 star | No one-command install · Source | |
| 825 | 22.557 | mcp-debeziummcp · observability | Enables monitoring and managing Debezium/Kafka Connect CDC connectors, including status, configuration, lifecycle operations, and security controls… | 1 star | No one-command install · Source | |
| 825 | 22.557 | your-ko-k8s-romcp · observability | Read-only Kubernetes cluster access with resource inspection, logs, events, metrics, and secret masking. | 1 star | No one-command install · Source | |
| 825 | 22.557 | sequentum-mcpmcp · observability | Connects AI assistants to Sequentum for managing web scraping agents, including agent creation, run automation, scheduling, and analytics. Provides… | 1 star | No one-command install · Source | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 22.557 | devhelmmcp · observability | AI coding assistant integration for DevHelm uptime monitoring, incident management, and alerting. | 1 star | No one-command install · Source | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 22.557 | uptybotsmcp · observability | Official UptyBots integration for managing uptime monitors, incidents, and performance statistics. | 1 star | No one-command install · Source | |
| 825 | 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 | |
| 825 | 22.557 | enzoemir1-shopopsmcp · observability | AI e-commerce operations for inventory management, pricing, segmentation, and analytics. | 1 star | No one-command install · Source | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 | |
| 825 | 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 |
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.