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 | 32.223 | easypanel-mcp-servermcp · observability | MCP Server for full Easypanel control via Claude Code, Cursor, and Claude Desktop. Provides 37 tools for deploy, logs, env vars, domains, databases… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | geiserx-duplicacymcp · observability | Monitor Duplicacy backup status and Prometheus metrics via MCP. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | sequenzymcp · observability | Manage subscribers, campaigns, sequences, templates, and analytics for email marketing automation. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | marktplaats-mcpmcp · observability | Enables AI agents to search and monitor Dutch and Belgian classifieds (Marktplaats and 2dehands) for listings, seller profiles, and categories. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | berserk-mcpmcp · observability | Enables LLMs to answer Berserk observability questions by calling verified KQL tools instead of hand-authoring queries, with role-based tool filtering… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | logic-analyzer-mcpmcp · observability | AI-driven USB logic analyzer control via FastMCP. Captures digital traces, decodes UART/I2C/SPI, and exports VCD for PulseView, supporting sigrok… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | codecanvas-mcpmcp · observability | Provides local static-analysis tools for Python that let coding agents trace call paths, branch guards, side effects, and change impact, producing… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | statearkmcp · observability | Saves the current state of a project — decisions, rejected approaches, open questions and the actual files — and hands it to any new chat, so you… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | solarnetworkmcp · observability | Enables AI agents to query live solar telemetry from public SolarNetwork sites, detect dated equipment faults with peer-relative analysis, and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | lanchumcp · observability | A control panel and coordination system for AI agents, enabling scope control, real-time monitoring, and audit trails without requiring programming… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | humblebeeai-hubstaffmcp · observability | Access to Hubstaff time tracking, activity logs, and task management for teams. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | warrantedmcp · observability | Makes AI research agents accountable by giving every conclusion a traceable argument graph. Provides a persistent argument graph where claims require… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | mavlink-mcpmcp · observability | Connects AI agents to MAVLink drones (PX4, ArduPilot) via a capability layer with safety guardrails, enabling telemetry, flight control, and mission… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | rollimcp · observability | Social media search, expert discovery, and analytics across X, Reddit, YouTube, and more. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | selinemcp · observability | Privacy-focused website and product analytics with visitor journeys, funnels, revenue attribution, and churn detection. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | mcp-telemetrymcp · observability | Streams live progress from long-running MCP tool calls to any connected client. Instrument a tool call with mcp-telemetry-sdk, and telemetry_subscribe… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | visor-mcpmcp · observability | Enables Claude Code to see and control a Meta Quest headset via ADB, providing tools for screenshots, logs, performance monitoring, app management… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | agentaudit-mcpmcp · observability | Provides an immutable, tamper-evident audit trail for AI agents, enabling event logging with cryptographic chaining, search, verification, and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | code-wheel-drupal-toolsmcp · observability | Drupal module providing read-only analysis tools for site health monitoring, content management, configuration inspection, user administration, and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | cceniam-robot-framework-logmcp · observability | Analyze Robot Framework test results from output.xml and output.json files with structured views. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | search-analyticsmcp · observability | Integrates Google Search Console and Google Analytics 4 data through unified tools for search analytics, traffic overviews, page performance analysis… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | huawei-lts-skillmcp · observability | Enables interaction with Huawei Cloud Log Tank Service (LTS) through natural language, supporting log group listing, log search, and other LTS… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | confirm-mcpmcp · observability | Provides a human-approval tool for MCP-compatible agents, pausing execution until a human approves or edits the action, with every decision logged. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | devops-agent-networkingmcp · observability | Enables DevOps Agent to troubleshoot VPC networking problems by running live probes (dig, nc, ping, traceroute) via SSM and querying VPC Flow Logs via… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | english-tutor-mcpmcp · observability | Enables English language practice by silently logging messages and providing reports on recurring grammar patterns without interrupting conversation. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | patrickheneise-rivianmcp · observability | Integrates with Rivian's electric vehicle platform to monitor battery levels, track location, and control remote operations like door locks and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | price-watchmcp · observability | A dated log of SaaS price changes across 494 tools: old price, new price and verification date for every move, plus category-level pulse and the… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | us-all-datadogmcp · observability | Community MCP integration for Datadog, giving AI agents access to metrics, monitors, logs, APM, RUM, incidents, and CI/CD data. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | us-all-airflowmcp · observability | Apache Airflow integration for listing DAGs, monitoring tasks, and triggering runs. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | scouter-mcpmcp · observability | A stdio MCP server that connects directly to a Scouter Collector over TCP and queries XLogs, counters, and objects. Its purpose is to let an AI… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | polyrank-mcpmcp · observability | Provides AI agents with direct access to Polyrank's skill analytics for Polymarket, including leaderboards, trader skill metrics, calibration, market… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | clamp-sh-mcpmcp · observability | AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | bandiradar-mcpmcp · observability | Enables monitoring Italian public funding opportunities, normalizing them into a canonical model, and ranking them against a company profile with a… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | quant-research-assistantmcp · observability | A comprehensive quantitative finance MCP server providing live financial analysis, including price/risk metrics, HMM market regime detection… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | logic-pro-mcpmcp · observability | Enables an AI assistant to control Apple Logic Pro DAW including transport, mixing, playhead positioning, MIDI region read/write, and more, via MCP. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | emublog2mlv-mcpmcp · observability | Converts ECU Master EMU Black binary logs to MegaLogViewer HD format. Allows AI assistants to inspect channel summaries and perform analysis. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | allstacksmcp · observability | AI-ready access to engineering intelligence and analytics | 2 stars | No one-command install · Source | |
| 701 | 32.223 | timebookmcp · observability | Track time on usetimebook.com: start and stop timers, log entries, and manage projects and clients. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | bash-command-mcpmcp · observabilityalso listed as mrorigo-bash-command | Enables executing bash commands with foreground/background support, timeouts, environment control, and OpenTelemetry observability. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | doganaybalaban-wealthguardmcp · observability | Manage personal finances through natural language by connecting Claude to a Google Sheets spreadsheet for budget tracking, forecasting, and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | grovsmcp · observability | Manage deep links, attribution, analytics, and campaigns on Grovs — open-source Branch alternative. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | all-the-new-trustaddmcp · observability | Queries the TrustAdd AI agent trust oracle for trust scoring, MPP ecosystem data, and cross-chain analytics across 9 EVM chains and Tempo via stdio. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | dontsovcmc-yandex-metrikamcp · observability | Accesses Yandex Metrika analytics data including visit statistics, counter management, and log exports. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | xanthermcp · observability | Delivers architectural context to coding agents via semantic code search, impact analysis, traceability, and codebase queries using the Xanther… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | teefloo-asuswrtmcp · observability | Manage AsusWRT routers via SSH from AI assistants with 42 read-only monitoring functions and mutation capabilities for DHCP, port forwarding, and VPN… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | melisasvr-devops-hubmcp · observability | Integrate GitHub issue management, Kubernetes pod logs, Prometheus metrics, and Groq AI incident analysis into a single MCP interface. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | langfuse-mcp-servermcp · observability | Model Context Protocol server for Langfuse observability. Query traces, analyze accuracy, detect failures, track costs, debug latency, manage prompts… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | shipbook-mcpmcp · observability | Connects AI coding assistants to Shipbook for investigating issues using real application logs with error classification, log search, and session… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | corpetty-logos-plugin-bridgemcp · observability | Exposes Logos modular plugin architecture methods as MCP tools, enabling AI assistants to interact with C++ Logos modules via a generated bridge. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | raj-sharma-git-aks-incidentmcp · observability | Monitors Azure Kubernetes Service pod logs for errors, detects incidents using LLM analysis, and automatically creates routed Jira tickets. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | websitebutlers-cleanroommcp · observability | Enforces architectural separation for clean-room software reimplementation with role-gated tool access and audit logging. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | odigo-elastic-s2l-mcpmcp · observability | Connects LLMs to Elasticsearch with a Semantic-to-Lexical layer that translates technical field names into business knowledge, enabling autonomous… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | inansen-hangfiremcp · observability | Monitor Hangfire background job queues, retry failed jobs, manage recurring tasks, and view real-time statistics. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | lodordev-mcp-teslamate-fleetmcp · observability | Combined TeslaMate analytics + Fleet API commands — 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | guck-mcp-servermcp · observability | Guck is a tiny, MCP-first telemetry store for agentic debugging. It provides token-efficient log analytics by capturing JSONL telemetry events and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | mender-iotmcp · observability | Integrates with Mender IoT device management platform to provide secure access to device fleets, deployments, artifacts, releases, and audit logs with… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | gh-amaterous-picolimcp · observability | URL shortening and click analytics for AI agents via picoli.site. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | chemcpmcp · observability | Renders interactive 2D molecular structure diagrams from SMILES notation and computes molecular properties like molecular weight, LogP, and TPSA… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | walkertexas-coder-folkmcp · observability | Integrates with Folk CRM to provide contact management, deal tracking, note-taking with markdown support, reminder scheduling with iCalendar… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | wlst-mcp-servermcp · observability | Enables management of Oracle WebLogic Server domains using WLST, including server lifecycle, application deployment, monitoring, and diagnostics. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | yimingyan-fivetranmcp · observability | Manages Fivetran data pipelines including connections, syncs, schemas, and status monitoring. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | markcoleman-opconmcp · observability | Integrates with SMA Technologies' OpCon workload automation platform with 257 auto-generated tools for job scheduling and monitoring | 2 stars | No one-command install · Source | |
| 701 | 32.223 | otel-mcpmcp · observability | MCP server that gives AI agents access to your application's OpenTelemetry traces for querying, analysis, and debugging. | 2 stars | No one-command install · Source | |
| 701 | 32.223 | polyglot-k-prometheusmcp · observability | Query Prometheus metrics and alerts using natural language without PromQL expertise | 2 stars | No one-command install · Source | |
| 701 | 32.223 | final0920-worklogmcp · observability | Automatically tracks and logs development work sessions by collecting activity data from various coding tools, generating detailed productivity… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | fitodomik-gitlabmcp · observability | Integrates with GitLab projects to provide merge request management, code review workflows, and CI/CD pipeline monitoring with tools for accessing… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | y0zg-elasticsearchmcp · observability | Connects to Elasticsearch clusters for natural language log querying, error pattern analysis with root cause identification, performance bottleneck… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | ryuichi1208-mackerelmcp · observability | Integrates with Mackerel server monitoring platform to retrieve host information, service details, metrics, and manage monitoring configurations… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | sespinosa-jira-cloudmcp · observability | Integrates with Jira Cloud instances to enable secure issue management, project operations, sprint handling, board configuration, user management, and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | gigapipemcp · observability | Integrates with Gigapipe's observability platform to query Prometheus metrics with PromQL, search Loki logs with LogQL, and retrieve Tempo traces by… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | cgoolsby-prometheusmcp · observability | Enables querying and analyzing Prometheus metrics data with tools for executing PromQL queries, retrieving series data, accessing metadata, and… | 2 stars | No one-command install · Source | |
| 701 | 32.223 | sungongtai-stock-market-datamcp · observability | Provides real-time stock market data and company information for financial analysis, investment research, and market monitoring applications | 2 stars | No one-command install · Source | |
| 701 | 32.223 | faure-alexis-sentrymcp · observability | Connects AI to Sentry error tracking platform for retrieving and analyzing application errors, including stacktraces, error types, and occurrence… | 2 stars | No one-command install · Source | |
| 775 | 31.564 | kinescope-mcp-servermcp · observability | Kinescope MCP Server — Integrates Kinescope's video platform with AI assistants via the Model Context Protocol. Manage videos, access analytics… | 1,712 installs | No commit datelisted | No one-command install · Source |
| 776 | 31.020 | metricsignmcp · observability | Monitor and troubleshoot your Power BI refreshes. Get refresh status, incidents, fix suggestions, and data lineage — all from your AI assistant. Tells… | 1,651 installs | No commit datelisted | No one-command install · Source |
| 777 | 29.013 | verygoodplugins-pirschmcp · observability | Access Pirsch Analytics data including pageviews, sessions, and events with natural language queries. | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | mcp-monte-carlomcp · observability | Enables AI agents to forecast asset price paths using Monte Carlo simulation with EGARCH volatility and skewed-t shocks, providing risk metrics and… | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | cordonmcp · observability | Security proxy that enforces granular policies and audit logging for AI agent tool access. | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | overlord-mcp-servermcp · observability | MCP server for the Overlord C2 framework that gives AI agents 66+ tools for management, monitoring, debugging, and plugin development across clients… | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | souzix76-n8n-workflow-tester-safemcp · observability | Test, score, and inspect n8n workflows via MCP. Config-driven test suites with two-tier scoring, lightweight execution traces, and a built-in node… | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | jacobsd32-cpu-djd-agent-scoremcp · observability | Agent performance scoring and benchmarking with task completion metrics. | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | clumsynonono-aave-liquidationmcp · observability | Analyzes Aave V3 liquidation opportunities on Ethereum mainnet by monitoring user health factors, identifying at-risk positions, and calculating… | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | purpleax-fastly-ngwafmcp · observability | Integrates with Fastly's Next-Gen Web Application Firewall API to manage security configurations, monitor attack patterns, handle IP lists, configure… | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | kukapay-dex-metricsmcp · observability | Integrates with Dune Analytics APIs to retrieve and format trading volume data across DEX platforms, blockchain networks, aggregators, frontends, and… | 1 star · 1 fork | No one-command install · Source | |
| 777 | 29.013 | northbeam-mcp-servermcp · observability | Provides access to Northbeam marketing analytics data, enabling querying of metrics, dimensions, channel performance, cohort analysis, and attribution… | 1 star · 1 fork | No one-command install · Source | |
| 787 | 26.666 | nextcutmcp · observability | Automate video creation and editing workflows by rendering scenes, templates, and slideshows programmatically. Edit media quickly with features for… | 615 installs | No commit datelisted | No one-command install · Source |
| 788 | 26.031 | zuplo-weather-2mcp · observability | Access U.S. National Weather Service alerts, forecasts, observations, radar, and aviation data. Query by coordinates, zones, stations, or product… | 596 installs | No commit datelisted | No one-command install · Source |
| 789 | 23.374 | ados-mcpmcp · observability | Enables AI clients to read live drone status, telemetry, and parameters, and to control drone operations with scoped permissions, confirmation steps… | 1 fork | No one-command install · Source | |
| 789 | 23.374 | vanthmcp · observability | Enables AI agents to launch, monitor, and manage background shell jobs with durable event tracking, live progress dashboards, and wake-on-attention… | 1 fork | No one-command install · Source | |
| 789 | 23.374 | wyre-technology-liongardmcp · observability | Enables AI assistants to manage inspectors, systems, metrics, alerts, and users in the Liongard platform. | 1 fork | No one-command install · Source | |
| 789 | 23.374 | velodb-mcp-servermcp · observability | An MCP server that exposes VeloDB analytics data to AI clients through a governed semantic metrics layer (MetricFlow) and raw SQL fallback, with… | 1 fork | No one-command install · Source | |
| 789 | 23.374 | xrpl-utilities-mcpmcp · observability | Exposes 17 read-only tools from six XRPL-Utilities services so AI agents can access XRPL wallet analysis, signal feeds, macro telemetry, permissioned… | 1 fork | No one-command install · Source | |
| 789 | 23.374 | aistatusdashboardmcp · observability | Read-only access to AI provider status, incidents, metrics, and fallback recommendations. | 1 fork | No one-command install · Source | |
| 789 | 23.374 | qwed-mcpmcp · observability | Enables deterministic verification for AI assistants by executing Python code that uses symbolic engines like SymPy and Z3 for math, logic, and code… | 1 fork | No one-command install · Source | |
| 789 | 23.374 | monitoring-aiopsmcp · observability | Governs and automates network monitoring across SolarWinds Orion and Paessler PRTG platforms with a unified MCP server, enabling querying, alert… | 1 fork | No one-command install · Source | |
| 789 | 23.374 | mcp-ga4mcp · observability | Enables natural language querying of Google Analytics 4, including reports, realtime data, custom dimensions, and property management. | 1 fork | No one-command install · Source | |
| 789 | 23.374 | podcast-guest-crmmcp · observability | Manage podcast guest pipeline, outreach drafts, and analytics via 5 MCP tools. | 1 fork | No one-command install · Source | |
| 789 | 23.374 | kcp-harnessmcp · observability | An MCP compliance proxy that enforces deterministic knowledge governance for AI agents, routing tool calls through a 14-gate planner and generating… | 1 fork | No one-command install · Source | |
| 789 | 23.374 | mcp-ontology-layermcp · observability | Enables local, deterministic semantic operations on OWL/RDF ontologies, including Description Logic reasoning, SPARQL querying, TBox/ABox mutation… | 1 fork | 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.