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 | 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 | |
| 1102 | 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 | |
| 1103 | 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 | |
| 1104 | 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 | |
| 1105 | 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 | |
| 1106 | 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 | |
| 1107 | 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 | |
| 1108 | 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 | |
| 1109 | 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 | |
| 1110 | 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 | |
| 1111 | 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 | |
| 1112 | 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 | |
| 1113 | 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 | |
| 1114 | Unranked | noticedso-noticedmcp · observability | Search your developer network and trace connection paths through GitHub and LinkedIn. | No signals yet | No one-command install · Source | |
| 1115 | 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 | |
| 1116 | 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 | |
| 1117 | 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 | |
| 1118 | 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 | |
| 1119 | 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 | |
| 1120 | 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 | |
| 1121 | 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 | |
| 1122 | 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 | |
| 1123 | 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 | |
| 1124 | 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 | |
| 1125 | 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 | |
| 1126 | 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 | |
| 1127 | 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 | |
| 1128 | 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 | |
| 1129 | 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 | |
| 1130 | 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 | |
| 1131 | 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 | |
| 1132 | Unranked | greencalculusmcp · observability | Sourced carbon emission factors + audit-traced calculations an AI can cite. | No signals yet | No one-command install · Source | |
| 1133 | 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 | |
| 1134 | 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 | |
| 1135 | 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 | |
| 1136 | 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 | |
| 1137 | 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 | |
| 1138 | 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 | |
| 1139 | 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 | |
| 1140 | 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 | |
| 1141 | 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 | |
| 1142 | 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 | |
| 1143 | 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 | |
| 1144 | 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 | |
| 1145 | 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 | |
| 1146 | 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 | |
| 1147 | 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 | |
| 1148 | 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 | |
| 1149 | 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 | |
| 1150 | 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 | |
| 1151 | 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 | |
| 1152 | 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 | |
| 1153 | 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 | |
| 1154 | 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 | |
| 1155 | Unranked | adelaidasofia-rescuetimemcp · observability | Query RescueTime productivity analytics — daily summaries, productivity scores, and time-usage reports. | No signals yet | No one-command install · Source | |
| 1156 | 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 | |
| 1157 | 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 | |
| 1158 | 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 | |
| 1159 | 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 | |
| 1160 | 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 | |
| 1161 | 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 | |
| 1162 | 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 | |
| 1163 | 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 | |
| 1164 | 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 | |
| 1165 | 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 | |
| 1166 | 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 | |
| 1167 | 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 | |
| 1168 | 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 | |
| 1169 | 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 | |
| 1170 | 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 | |
| 1171 | 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 | |
| 1172 | 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 | |
| 1173 | Unranked | basesentinelmcp · observability | AI DeFi risk monitor for Base L2 that exposes MCP tools for real-time protocol health checks, anomaly detection, risk reporting, and threshold alerts. | No signals yet | No one-command install · Source | |
| 1174 | Unranked | quantanalyticsmcpmcp · observability | Provides quantitative analytics and statistical inference for financial data, including Monte Carlo DCF valuation, risk metrics, and trend regression… | No signals yet | No one-command install · Source | |
| 1175 | Unranked | claimbasemcp · observability | Provides a compiled knowledge substrate, extracting atomic claims from an append-only capture log and querying a bitemporal claim graph over MCP… | No signals yet | No one-command install · Source | |
| 1176 | Unranked | churn-solution-mcp-servermcp · observability | Provides read-only access to Churn Solution retention analytics, including cancellation-flow metrics, save rates, recovered revenue, offer… | No signals yet | No one-command install · Source | |
| 1177 | Unranked | next-dns-mcpmcp · observability | MCP server for NextDNS that enables managing profiles, blocklists, analytics, DNS logs, and parental controls through natural language. | No signals yet | No one-command install · Source | |
| 1178 | Unranked | marketpulse-mcpmcp · observability | 95 free financial intelligence tools for AI agents covering Indian and global markets, options analytics, AI-driven stock debates, portfolio analysis… | No signals yet | No one-command install · Source | |
| 1179 | Unranked | mcp-easycompliancemcp · observability | Enables AI agents to screen business partners against EU/US/HADDEX sanctions and PEP lists, and maintain the easycompliance daily monitoring list. | No signals yet | No one-command install · Source | |
| 1180 | Unranked | mcp-incident-copilotmcp · observability | MCP server that provides guarded, audited, read-only access to ops tooling (alerts, metrics, logs, deploys, runbooks) and a triage agent that… | No signals yet | No one-command install · Source | |
| 1181 | Unranked | mshegolev-sonarqubemcp · observability | Query SonarQube projects, metrics, quality gates, and issues, with cross-project worst-metric ranking. | No signals yet | No one-command install · Source | |
| 1182 | Unranked | stu-management-mcpmcp · observability | Local stdio MCP server that provides tools for calculating averages, evaluating scores into grades, and retrieving student names by student ID. It… | No signals yet | No one-command install · Source | |
| 1183 | Unranked | mikrotik-mcp-for-n8nmcp · observability | Enables n8n AI agents to manage MikroTik routers via SSH/SSE, providing tools for firewall, DNS, DHCP, WireGuard, interfaces, queues, backup, users… | No signals yet | No one-command install · Source | |
| 1184 | Unranked | defi-security-sentinelmcp · observability | An autonomous AI agent that monitors Base chain DeFi protocols for security anomalies and alerts via MCP tools. | No signals yet | No one-command install · Source | |
| 1185 | Unranked | docs-assistant-mcpmcp · observability | Generates and maintains grounded, enterprise-grade documentation for any codebase by analyzing real project artifacts, ensuring every claim is… | No signals yet | No one-command install · Source | |
| 1186 | Unranked | openclaw-codex-read-only-mcpmcp · observability | Provides read-only access to OpenClaw and Codex operational data like status, tasks, sessions, logs, and Git changes. Ensures safety via redaction… | No signals yet | No one-command install · Source | |
| 1187 | Unranked | foundry-net-industrialmcp · observability | Cross-OEM industrial machine intelligence. Normalizes telemetry across 16 manufacturer families (Fanuc, Siemens, Haas, DMG Mori, Mazak), enables… | No signals yet | No one-command install · Source | |
| 1188 | Unranked | cv-tailor-mcpmcp · observability | Enables users to tailor a one-page LaTeX CV to a job posting by fetching relevant facts from a YAML file, rendering a LaTeX document from id-based… | No signals yet | No one-command install · Source | |
| 1189 | Unranked | langfuse-observability-mcpmcp · observability | A read-only MCP server that enables agents to query and analyze Langfuse observability data, including traces, sessions, observations, scores, and… | No signals yet | No one-command install · Source | |
| 1190 | Unranked | iiinie-mcpmcp · observability | Connects Claude to your iiinie workspace to draft email campaigns, manage contacts and content, create ad plans, run outreach, pull analytics, and… | No signals yet | No one-command install · Source | |
| 1191 | Unranked | expensifyaimcp · observability | Enables managing Splitwise expenses and generating premium spending analytics with category breakdowns, trends, and settlement optimization through… | No signals yet | No one-command install · Source | |
| 1192 | Unranked | semantic-rails-mcp-servermcp · observability | Enables agents to interact with a governed semantic layer for querying and authoring metrics, providing tools for discovery, planning, validation, and… | No signals yet | No one-command install · Source | |
| 1193 | Unranked | wyoloservice2-mcpmcp · observability | Enables AI agents to connect to the NeuralForgeAI cluster for inspecting and controlling YOLO training jobs, including launching, monitoring… | No signals yet | No one-command install · Source | |
| 1194 | Unranked | jira-confluence-team-lead-mcpmcp · observability | Provides sprint and developer analytics from Jira, answering questions about sprint content, developer performance, and refinement readiness. Can… | No signals yet | No one-command install · Source | |
| 1195 | Unranked | izlekmcp · observability | Read-only MCP server for izlek, a terminal-first local frontend observability tool. Enables agents to query live session status, logs, errors, and… | No signals yet | No one-command install · Source | |
| 1196 | Unranked | futures-analysis-mcpmcp · observability | MCP server for domestic futures analytics, providing tools to fetch OHLCV data, check data quality, analyze market metrics, and generate markdown… | No signals yet | No one-command install · Source | |
| 1197 | Unranked | zeek-mcpmcp · observability | An MCP server for Zeek and Suricata, providing intelligent log parsing, querying, and analysis over network security monitoring data. | No signals yet | No one-command install · Source | |
| 1198 | Unranked | couchloop-eqmcp · observability | Behavioral governance layer for AI assistants that monitors for hallucination, inconsistency, and unsafe reasoning patterns while managing stateful AI… | No signals yet | No one-command install · Source | |
| 1199 | Unranked | opnsense-mcpmcp · observability | Enables interaction with OPNsense firewalls through MCP tools for managing firewall rules, interfaces, DHCP leases, and system monitoring. | No signals yet | No one-command install · Source | |
| 1200 | Unranked | storemetrics-mcpmcp · observability | Real-time e-commerce analytics: visitors, Shopify/Stripe revenue attribution, funnels, and a live visitor feed. Agents can self-register a website… | 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.