Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1101 | Unranked | server-ops-mcpmcp · observability | Enables AI tools to perform server operations such as log inspection, system monitoring, code management, Nginx and certificate management, with… | No signals yet | No one-command install · Source | |
| 1102 | Unranked | oss-mcpmcp · observability | Enables cross-repository architecture discovery and dependency routing across multi-service codebases, with automated scanning and batch AST indexing… | No signals yet | No one-command install · Source | |
| 1103 | Unranked | mcp-safe-inventory-demomcp · observability | Enables AI agents to safely mutate business state by demonstrating phase-gating, validation-before-mutation, and structured audit logging in a toy… | No signals yet | No one-command install · Source | |
| 1104 | Unranked | efferent-ble-simulatormcp · observability | Enables AI agents to start, configure, and monitor simulated Bluetooth LE fitness devices such as smart trainers, power meters, speed/cadence sensors… | No signals yet | No one-command install · Source | |
| 1105 | Unranked | pleamomcp · observability | Enables MCP clients to check URLs for scam/phishing risks, get verdicts with confidence and severity, report false positives, and monitor plan usage. | No signals yet | No one-command install · Source | |
| 1106 | Unranked | turbometricsmcp · observability | Website performance monitoring with scans, Core Web Vitals, RUM data, and alerts. | No signals yet | No one-command install · Source | |
| 1107 | Unranked | loglensmcp · observability | Enables log analysis through MCP tools for searching logs, retrieving error contexts, and summarizing incidents with self-verified root-cause… | No signals yet | No one-command install · Source | |
| 1108 | Unranked | spar-agentmcp · observability | Enables developers to compare their code predictions against AI-generated implementations, log misconceptions, and receive spaced-repetition learning… | No signals yet | No one-command install · Source | |
| 1109 | Unranked | mcp-data-servicemcp · observability | Exposes data query and auto-insights (anomaly detection) as MCP tools. Enables AI agents to query metrics, list columns, and get data insights… | No signals yet | No one-command install · Source | |
| 1110 | Unranked | sales-analyticsmcp · observability | Enables LLMs to load tabular data from CSV/Excel/JSON, clean and analyze it, generate charts, and write a report with conclusions. | No signals yet | No one-command install · Source | |
| 1111 | Unranked | dsh-lookheremcp · observability | Enables interacting with lookhere.help AI knowledge-base customer service through MCP tools, including listing bots, asking questions, polling async… | No signals yet | No one-command install · Source | |
| 1112 | Unranked | telco-mcpmcp · observability | Enables governed, deterministic retention analytics over a checksum-pinned Telco customer churn snapshot, letting users ask business questions in… | No signals yet | No one-command install · Source | |
| 1113 | Unranked | cisco-pt-mcpmcp · observability | Enables AI clients like Claude Desktop and Cursor to control Cisco Packet Tracer through natural language, including generating network topologies… | No signals yet | No one-command install · Source | |
| 1114 | Unranked | ga-gsc-analyticsmcp · observability | Enables read-only access to Google Analytics 4 and Google Search Console data, allowing users to run reports, query search analytics, and generate… | No signals yet | No one-command install · Source | |
| 1115 | Unranked | limaimcp · observability | Serves as a machine perception and action hub, enabling heartbeat monitoring, screen/window/clipboard sensing, todo management, long-term memory, and… | No signals yet | No one-command install · Source | |
| 1116 | Unranked | data-compliance-classifier-mcpmcp · observability | Enables agents to validate data safety before storing, transmitting, or logging data, preventing GDPR/HIPAA/PCI-DSS violations with clear verdicts… | No signals yet | No one-command install · Source | |
| 1117 | Unranked | io-github-major-pcpmcp · observability | This server provides real-time system performance metrics via Performance Co-Pilot (PCP), enabling users to monitor CPU, memory, disk, network… | No signals yet | No one-command install · Source | |
| 1118 | Unranked | major-pcpmcp · observability | Collects, archives, and analyzes system performance metrics through Performance Co-Pilot (PCP). | No signals yet | No one-command install · Source | |
| 1119 | Unranked | cityflo-otpmcp · observability | Provides auditable Mumbai route lateness metrics, including route ranking, performance summaries, and trip-level evidence, derived from a reloadable… | No signals yet | No one-command install · Source | |
| 1120 | Unranked | crypto-market-sentinelmcp · observability | Monitors BTC, ETH, and RENDER for volatility-driven anomalies, emitting tiered P0/P1/P2 alerts with cooldown and hysteresis, and produces Feishu-ready… | No signals yet | No one-command install · Source | |
| 1121 | Unranked | entraadm-mcpmcp · observability | Enables read-only triage of Microsoft Entra ID sign-in and audit logs through fixed tools for sign-in failure analysis, user lookup, directory audits… | No signals yet | No one-command install · Source | |
| 1122 | Unranked | prometheus-safe-mcpmcp · observability | Executes constrained, read-only Prometheus queries for instant metrics, active alerts, and target health, with bounded resource usage and audit… | No signals yet | No one-command install · Source | |
| 1123 | Unranked | traceflow-compressmcp · observability | Serverless MCP connector for compressing prompts with TraceFlow metrics (tokens, cost, latency, compute, energy, carbon). Provides compression… | No signals yet | No one-command install · Source | |
| 1124 | Unranked | manufacturing-mcpmcp · observability | Enables exploration of manufacturing equipment data and analysis of failure risk, supporting monitoring, failure classification, and anomaly detection… | No signals yet | No one-command install · Source | |
| 1125 | Unranked | cymbal-kiosk-tools-apmmcp · observability | Enables smart branch kiosks to run policyholder lookups, actuarial surrender-vs-loan comparisons, VIP queue token issuance, and BigQuery APM analytics… | No signals yet | No one-command install · Source | |
| 1126 | Unranked | thefreechart-mcpmcp · observability | Enables AI assistants to connect to a trading journal, analyze performance metrics, identify psychological biases, and receive continuous trading… | No signals yet | No one-command install · Source | |
| 1127 | Unranked | airkorea-statistics-mcpmcp · observability | Enables Claude to query AirKorea's air pollution statistics, including real-time averages by province and city/county, as well as daily and monthly… | No signals yet | No one-command install · Source | |
| 1128 | Unranked | trucksim-mcpmcp · observability | Streams live Euro Truck Simulator 2 / American Truck Simulator telemetry and driving analytics to any MCP-compatible AI assistant, with read-only… | No signals yet | No one-command install · Source | |
| 1129 | Unranked | a11y-toolkitmcp · observability | Enables AI agents to perform WCAG 2.2 accessibility audits, including contrast ratio checks for color pairs and text-over-image, generate EU legal… | No signals yet | No one-command install · Source | |
| 1130 | Unranked | blender-fleetmcp · observability | Enables multiple AI agents to concurrently submit isolated 3D modeling jobs to headless Blender workers, with per-job outputs, logs, and status… | No signals yet | No one-command install · Source | |
| 1131 | Unranked | wingate-seo-mcpmcp · observability | Enables natural-language, read-only analysis of your own Google Search Console and Google Analytics 4 data, including search performance, engagement… | No signals yet | No one-command install · Source | |
| 1132 | Unranked | steam-personal-mcpmcp · observability | A read-only MCP server that enables AI assistants to access a user's Steam library, playtime, achievements, friends, wishlist, and store data for… | No signals yet | No one-command install · Source | |
| 1133 | Unranked | towerwatch-ops-agent-mcp-servermcp · observability | Exposes network-monitoring tools (query metrics, analyze windows, compare, logs, status, runbooks, speed tests) as an MCP server for agentic… | No signals yet | No one-command install · Source | |
| 1134 | Unranked | ventroxmcp · observability | Enables coding agents to log friction events (tried, failed, minutes lost) and allows reviewers to cluster, rank, and resolve these vents locally… | No signals yet | No one-command install · Source | |
| 1135 | Unranked | full-mcp-qamcp · observability | Exposes the qa_agent_status tool that reports configured integrations and the latest QA metric for the Website QA Agent. | No signals yet | No one-command install · Source | |
| 1136 | Unranked | noisefloormcp · observability | Checks whether a number is real or just noise: peek-safe A/B tests you can look at as often as you like without inflating false positives, two-sided… | No signals yet | No one-command install · Source | |
| 1137 | Unranked | roku-debug-mcpmcp · observability | Provides AI agents with Roku BrightScript debugging tools, including log reading, scene graph inspection, breakpoint management, variable inspection… | No signals yet | No one-command install · Source | |
| 1138 | Unranked | apple-health-coverage-mcpmcp · observability | Enables coverage-aware Apple Health metrics, distinguishing observed values from placeholders and providing day-level coverage and trend tools. | No signals yet | No one-command install · Source | |
| 1139 | Unranked | minecraft-paper-mcpmcp · observability | Enables control and administration of a Paper Minecraft server, including process management, in-game commands via RCON, file editing, and log… | No signals yet | No one-command install · Source | |
| 1140 | Unranked | safe-cart-aimcp · observability | Enables AI agents to browse product catalogs and make purchases through a policy engine that enforces spending limits, requires human approval for… | No signals yet | No one-command install · Source | |
| 1141 | Unranked | printdmcp · observability | Enables MCP clients to submit, slice, and start 3D prints with configurable gates, preview approval, and monitoring, via a self-hosted print daemon. | No signals yet | No one-command install · Source | |
| 1142 | Unranked | noticedso-noticedmcp · observability | Search your developer network and trace connection paths through GitHub and LinkedIn. | No signals yet | No one-command install · Source | |
| 1143 | Unranked | supergateway-promcp · observability | Provides a centralized MCP gateway with connection pooling, real-time observability dashboard, and macOS menu bar integration, enabling efficient… | No signals yet | No one-command install · Source | |
| 1144 | Unranked | workbrainmcp · observability | Gives Claude persistent, local context about how you work, your weekly agenda, and shipped work, with automatic work logging and git integration—all… | No signals yet | No one-command install · Source | |
| 1145 | Unranked | salesforce-headless-mcp-aimcp · observability | Enables users to interact with a Salesforce org through a web AI assistant powered by a configurable AI provider, supporting read-only queries and… | No signals yet | No one-command install · Source | |
| 1146 | Unranked | proxmox-monitormcp · observability | Provides read-only Proxmox cluster oversight and configuration compliance checks through MCP, covering health, inventory, storage, backups, snapshots… | No signals yet | No one-command install · Source | |
| 1147 | Unranked | questllensmcp · observability | Gives AI agents read-only access to any QuestDB instance, enabling schema discovery, time-series querying, and monitoring of partitions, WAL state… | No signals yet | No one-command install · Source | |
| 1148 | Unranked | credit-risk-mcpmcp · observability | Enables users to query financial data and compute credit-risk metrics like Altman Z-Score and loan default probability through natural language. | No signals yet | No one-command install · Source | |
| 1149 | Unranked | glasspulsemcp · observability | Enables AI agents to query and monitor service status, latency, and performance through configurable checks (HTTP, TCP, SSL, keyword, JSON-path) and… | No signals yet | No one-command install · Source | |
| 1150 | Unranked | mcp-tomticketmcp · observability | TomTicket helpdesk MCP: list, reply, log time, and finish tickets plus customers, chats, and knowledge base. | No signals yet | No one-command install · Source | |
| 1151 | Unranked | osha-recordkeeping-mcpmcp · observability | Enables deterministic evaluation of workplace injury recordability under 29 CFR Part 1904, using 11 typed triage tools to return cited determinations… | No signals yet | No one-command install · Source | |
| 1152 | Unranked | bugezymcp · observability | Voice-powered bug reporting MCP server with 13 tools. Captures console logs, network errors, DOM traces, and developer voice descriptions. AI reads… | No signals yet | No one-command install · Source | |
| 1153 | Unranked | beamtracemcp · observability | Connects AI assistants to Beamtrace's remote MCP for read-only visibility insights, offering tools to retrieve visibility scores, topic rollups… | No signals yet | No one-command install · Source | |
| 1154 | Unranked | beamtrace-mcpmcp · observability | Connects AI assistants to Beamtrace's remote MCP for read-only visibility insights, offering tools to retrieve visibility scores, topic rollups… | No signals yet | No one-command install · Source | |
| 1155 | Unranked | wechat-official-studio-mcp-servermcp · observability | A local MCP server that enables managing WeChat Official Account content through the logged-in web session, including reading published articles and… | No signals yet | No one-command install · Source | |
| 1156 | Unranked | mcp-platform-frameworkmcp · observability | A framework for building MCP servers with built-in enterprise capabilities such as authentication, authorization, telemetry, audit logging, and data… | No signals yet | No one-command install · Source | |
| 1157 | Unranked | xeniamcp · observability | Enables monitoring and analysis of agent goal achievement and failures across sessions, repos, and tools, with detailed views and tracing. | No signals yet | No one-command install · Source | |
| 1158 | Unranked | workerlane-mcp-servermcp · observability | Enables any MCP-compatible agent to manage coworker agents with task queues, human approvals, schema-validated handoffs, memory, and trace logging… | No signals yet | No one-command install · Source | |
| 1159 | Unranked | cot-widget-spikemcp · observability | Enables users to visualize and interact with Claude's chain-of-thought reasoning from extended thinking traces, turning them into interactive… | No signals yet | No one-command install · Source | |
| 1160 | Unranked | greencalculusmcp · observability | Sourced carbon emission factors + audit-traced calculations an AI can cite. | No signals yet | No one-command install · Source | |
| 1161 | Unranked | systemlink-mcpmcp · observability | Exposes NI SystemLink test-and-measurement data to AI clients via MCP, providing test-domain tools for yield by product revision, failing DUT steps… | No signals yet | No one-command install · Source | |
| 1162 | Unranked | mcp-finance-agentmcp · observability | Provides yfinance-based quant tools for stock price lookups, fundamentals, metric comparisons, price history statistics, and earnings dates, enabling… | No signals yet | No one-command install · Source | |
| 1163 | Unranked | kadenzo-mcpmcp · observability | Schedule, manage, generate, and analyze social posts across 11 networks (Instagram, TikTok, X, LinkedIn, YouTube, Facebook, Pinterest, Threads… | No signals yet | No one-command install · Source | |
| 1164 | Unranked | opsagentmcp · observability | A read-only MCP server that exposes Kubernetes cluster telemetry tools (pods, events, logs, metrics, ArgoCD syncs) with automatic redaction for… | No signals yet | No one-command install · Source | |
| 1165 | Unranked | vantage-telemetry-mcp-servermcp · observability | MCP server that captures and exposes usage, cost, productivity, and activity metrics for local-first software engineering teams, including LLM token… | No signals yet | No one-command install · Source | |
| 1166 | Unranked | maxion-gatewaymcp · observability | Enterprise MCP gateway providing unified tools for hardware telemetry/performance benchmarking, zero-trust security auditing, AES-256-GCM encrypted… | No signals yet | No one-command install · Source | |
| 1167 | Unranked | motor-telemetry-mcpmcp · observability | Exposes industrial motor telemetry data to AI agents via MCP and REST, enabling natural-language queries about motor status, health, and alerts… | No signals yet | No one-command install · Source | |
| 1168 | Unranked | oqva-marketing-mcpmcp · observability | Connect Claude to your marketing data from Google and Meta, enabling read and write operations on Search Console, Analytics, Tag Manager, Business… | No signals yet | No one-command install · Source | |
| 1169 | Unranked | sentinel-agent-systemmcp · observability | MCP server that coordinates autonomous infrastructure health monitoring agents, enabling natural-language telemetry queries and automated diagnosis… | No signals yet | No one-command install · Source | |
| 1170 | Unranked | observer-launch-mcpmcp · observability | Gives Claude live access to your Observe tenant, enabling natural language queries about errors, logs, and metrics without writing OPAL pipelines. | No signals yet | No one-command install · Source | |
| 1171 | Unranked | eventops-mcp-servermcp · observability | Enables AI assistants to query event operations data from Humanitix/MQIS exports, including metrics, sales curves, attendee lookups, and loyalty… | No signals yet | No one-command install · Source | |
| 1172 | Unranked | sixty-sh-mcpmcp · observability | Enables coding agents to read performance findings from sixty, get detailed evidence for each finding, and close or resolve them with descriptions… | No signals yet | No one-command install · Source | |
| 1173 | Unranked | linkednav-mcpmcp · observability | Connects AI assistants to LinkedIn outreach, enabling lead finding, campaign management, messaging, and analytics through natural language. | No signals yet | No one-command install · Source | |
| 1174 | Unranked | ringcentral-mcpmcp · observability | Enables interaction with RingCentral phone system data, including account info, extensions, presence, call queues, contacts, and call logs/recordings… | No signals yet | No one-command install · Source | |
| 1175 | Unranked | netmon-mcpdmcp · observability | Bridge that connects AI assistants to a Netmon appliance, enabling read-only access to devices, interfaces, logs, alerts, and Windows-agent data via… | No signals yet | No one-command install · Source | |
| 1176 | Unranked | schoolbridgemcp · observability | Connects Canvas LMS (and other school platforms) to AI agents, enabling them to monitor assignments, grades, announcements, and changes, then rank… | No signals yet | No one-command install · Source | |
| 1177 | Unranked | formastymcp · observability | Enables AI agents to build and operate production-ready forms, quizzes, surveys, and workflows, including creation, publishing, submission management… | No signals yet | No one-command install · Source | |
| 1178 | Unranked | feedbug-mcpmcp · observability | Read visual bug reports from Feedbug in your AI coding agent: screenshot, console logs, failed network requests, session replay and the DOM context of… | No signals yet | No one-command install · Source | |
| 1179 | Unranked | dts-mcpmcp · observability | Enables uploading source data, queuing Windows DTS Engine publishing jobs, monitoring them, and downloading hash-verified 3DT results. | No signals yet | No one-command install · Source | |
| 1180 | Unranked | balancelabmcp · observability | Runaway loop detector for AI token economies — monitors token usage and cost ratios to catch runaway agent loops early. | No signals yet | No one-command install · Source | |
| 1181 | Unranked | disk-space-monitormcp · observability | Enables AI assistants to check disk usage on the host machine, providing real-time reports on partition health, warnings, and critical alerts across… | No signals yet | No one-command install · Source | |
| 1182 | Unranked | local-worker-mcpmcp · observability | Delegates heavy, repetitive, and verifiable tasks like PDF extraction, code analysis, and log processing to a local LLM to reduce token consumption… | No signals yet | No one-command install · Source | |
| 1183 | Unranked | adelaidasofia-rescuetimemcp · observability | Query RescueTime productivity analytics — daily summaries, productivity scores, and time-usage reports. | No signals yet | No one-command install · Source | |
| 1184 | Unranked | personal-cronometer-mcpmcp · observability | Enables MCP clients like Codex and Claude Code to securely read and manage a personal Cronometer account, including food logs, nutrient summaries with… | No signals yet | No one-command install · Source | |
| 1185 | Unranked | blast-radius-mcpmcp · observability | An AI-powered dependency decision engine that lets agents analyze blast radius, simulate upgrades, trace security attack paths, and visualize… | No signals yet | No one-command install · Source | |
| 1186 | Unranked | gq-insight-mcpmcp · observability | Enables semantic search and grounded answering over customer-research interviews, with every answer traceable to source quotes. | No signals yet | No one-command install · Source | |
| 1187 | Unranked | enterprise-operations-hubmcp · observability | An MCP-native enterprise operations platform that unifies team management, product catalog, order processing, knowledge base, location intelligence… | No signals yet | No one-command install · Source | |
| 1188 | Unranked | multi-container-log-correlator-mcp-servermcp · observability | Enables debugging of distributed transactions by continuously ingesting Docker container logs, indexing them by trace/request ID, and exposing MCP… | No signals yet | No one-command install · Source | |
| 1189 | Unranked | g2-product-analytics-mcpmcp · observability | Provides a governed analytics layer over synthetic product data, exposing MCP tools for investigating product metrics, slicing by dimensions, and… | No signals yet | No one-command install · Source | |
| 1190 | Unranked | apexvol-mcp-servermcp · observability | Provides natural language access to ApexVol's options analytics platform, enabling queries on options chains, volatility metrics, Greeks, flow… | No signals yet | No one-command install · Source | |
| 1191 | Unranked | unitree-go2-mcp-servermcp · observability | Enables LLM agents to control and monitor a Unitree Go2 robot through MCP tools, including live telemetry, navigation, camera feeds, and waypoint… | No signals yet | No one-command install · Source | |
| 1192 | Unranked | make-audit-mcpmcp · observability | Audits Make.com scenario blueprints before import, checking for hardcoded secrets, dangling references, plain-HTTP URLs, and other issues. Provides… | No signals yet | No one-command install · Source | |
| 1193 | Unranked | namesniper-username-domain-monitoringmcp · observability | Monitor taken usernames and get alerted the moment they free up or drop, so you can claim a handle before anyone else. Also checks live username… | No signals yet | No one-command install · Source | |
| 1194 | Unranked | trade-analytics-mcpmcp · observability | Enables AI to analyze trade quality by fetching real price action around fills, generating annotated candlestick charts, and computing metrics like… | No signals yet | No one-command install · Source | |
| 1195 | Unranked | plzebo-mcpmcp · observability | Enables cost-parity benchmarking of agent loops by starting, extending, and monitoring paired trials, and retrieving receipts with statistical… | No signals yet | No one-command install · Source | |
| 1196 | Unranked | sci-host-mcpmcp · observability | A materials science literature research service that extracts structured knowledge, generates traceable research hypotheses, and validates them… | No signals yet | No one-command install · Source | |
| 1197 | Unranked | secops-agent-triagemcp · observability | Enables AI agents to perform security alert triage by ingesting raw logs, extracting IOCs, querying threat intelligence sources, and generating… | No signals yet | No one-command install · Source | |
| 1198 | Unranked | omniwatchguard-mcpmcp · observability | Enables users to manage OmniWatchGuard website monitors and alerts via natural language. Supports listing, creating, updating, pausing, resuming, and… | No signals yet | No one-command install · Source | |
| 1199 | Unranked | agent-chokepointmcp · observability | A security checkpoint for AI agents that intercepts and polices tool calls with allow/block/ask verdicts, taint tracking, and audit logging. | No signals yet | No one-command install · Source | |
| 1200 | Unranked | filingrail-mcpmcp · observability | Give your AI agent live SEC EDGAR data: company financials, insider trades, 8-K events, 13F holdings, and the raw filings stream — all normalized to… | No signals yet | 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.