Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1001 | Unranked | ac-race-engineermcp · observability | Turns Claude into a race engineer for original Assetto Corsa by reading telemetry, storing laps, and providing engineer-grade summaries, alongside… | No signals yet | No one-command install · Source | |
| 1002 | Unranked | big-brainmcp · observability | Enables AI assistants to read and write to a personal knowledge vault of markdown notes, projects, and tasks, with tooling for search, capture, daily… | No signals yet | No one-command install · Source | |
| 1003 | Unranked | actionproxymcp · observability | Provides a human-in-the-loop approval gateway for AI agents, enforcing policies and audit logging for MCP-compatible tool calls. | No signals yet | No one-command install · Source | |
| 1004 | Unranked | tommi2day-ip-symconmcp · observability | Controls and monitors smart home devices and automations through the IP-Symcon platform. | No signals yet | No one-command install · Source | |
| 1005 | Unranked | jaipuria-moodle-reports-mcpmcp · observability | Enables faculty to query student performance reports, cohort analytics, and report accuracy from Jaipuria student data using natural language, with… | No signals yet | No one-command install · Source | |
| 1006 | Unranked | shigechika-junosmcp · observability | Manages and monitors Juniper Networks JunOS devices programmatically. | No signals yet | No one-command install · Source | |
| 1007 | Unranked | openfoam-mcpmcp · observability | Turns any MCP client into an OpenFOAM setup and debugging co-pilot, enabling case scaffolding, dictionary edits, mesh sizing, inlet turbulence… | No signals yet | No one-command install · Source | |
| 1008 | Unranked | benny-the-dog-mcpmcp · observability | MCP server for Benny the dog's health and care monitoring, allowing users to log care events like water refills, barks, movement, sausage deliveries… | No signals yet | No one-command install · Source | |
| 1009 | Unranked | folderbridge-mcpmcp · observability | Enables AI clients to inspect and carefully edit a bounded local workspace via stdio, with a read-only default, conflict-safe updates, and no network… | No signals yet | No one-command install · Source | |
| 1010 | Unranked | lomi-gsc-mcpmcp · observability | Enables Google Search Console data queries via MCP, including search analytics, performance comparisons, URL inspection, and sitemap management. | No signals yet | No one-command install · Source | |
| 1011 | Unranked | at-grafanamcp · observability | Enables AI agents to read Grafana dashboards, alert rules, and query datasources (Prometheus, Loki, etc.) through MCP tools, integrating Grafana… | No signals yet | No one-command install · Source | |
| 1012 | Unranked | garmin-nutrition-coachmcp · observability | Enables Claude to act as a personal health coach by connecting to Garmin wearable data and Notion workspace for automated calorie tracking, photo food… | No signals yet | No one-command install · Source | |
| 1013 | Unranked | serial-bridge-mcpmcp · observability | Enables sharing two serial consoles between a local operator and MCP agents, allowing command execution and status monitoring on connected devices. | No signals yet | No one-command install · Source | |
| 1014 | Unranked | wyre-technology-domotzmcp · observability | Domotz network monitoring integration for agents, devices, alerts, and discovery. | No signals yet | No one-command install · Source | |
| 1015 | Unranked | fleetcheck-mcpmcp · observability | Provides safe, read-only network diagnostics (ping, DNS, HTTP health, TLS expiry, port checks, traceroute, and fleet sweeps) for monitoring… | No signals yet | No one-command install · Source | |
| 1016 | Unranked | pooml-mcpmcp · observability | Enables querying logs and metrics with plain SQL from any MCP client via pooml's read-only query API. | No signals yet | No one-command install · Source | |
| 1017 | Unranked | jeanlopezxyz-mcp-prometheusmcp · observability | Query and interact with Prometheus monitoring systems. | No signals yet | No one-command install · Source | |
| 1018 | Unranked | bestuser-router-mcpmcp · observability | Routes natural-language intent to SigRank's leaderboard with behavioral framing and competitive context, enabling AI assistants to answer queries like… | No signals yet | No one-command install · Source | |
| 1019 | Unranked | adds-mcpmcp · observability | Provides read-only tools for monitoring and investigating Active Directory Domain Services, including users, groups, OUs, computers, GPOs, and domain… | No signals yet | No one-command install · Source | |
| 1020 | Unranked | codeqrmcp · observability | Manages short links, QR codes, analytics, and lead tracking through the CodeQR platform. | No signals yet | No one-command install · Source | |
| 1021 | Unranked | csoai-org-habit-tracker-ai-mcpmcp · observability | Tools for tracking personal habits, building routines, and monitoring progress. | No signals yet | No one-command install · Source | |
| 1022 | Unranked | csoai-org-blockchain-ai-mcpmcp · observability | AI-powered tools for blockchain data analysis and on-chain analytics. | No signals yet | No one-command install · Source | |
| 1023 | Unranked | f4-crash-doctormcp · observability | Fallout 4 crash log diagnosis tool for MCP clients. Analyzes crash logs, load order, and game environment to explain crashes and suggest fixes. | No signals yet | No one-command install · Source | |
| 1024 | Unranked | csoai-org-competitor-monitor-ai-mcpmcp · observability | Tools for monitoring competitor activity and market intelligence. | No signals yet | No one-command install · Source | |
| 1025 | Unranked | csoai-org-health-check-ai-mcpmcp · observability | Tools for performing and reporting system health checks and monitoring status. | No signals yet | No one-command install · Source | |
| 1026 | Unranked | firewall-aiopsmcp · observability | Governed OPNsense + pfSense firewall operations — gateway-health, rule-shadow, and blocked-traffic RCA, with guarded rule/alias writes, unbypassable… | No signals yet | No one-command install · Source | |
| 1027 | Unranked | runtime-mcp-servermcp · observability | Provides AI coding agents with real-time visibility into local development runtime state, enabling them to tail application logs, inspect ports… | No signals yet | No one-command install · Source | |
| 1028 | Unranked | metsukemcp · observability | Provides SDLC compliance verification as tools that AI agents can invoke, continuously monitoring and evaluating development processes. | No signals yet | No one-command install · Source | |
| 1029 | Unranked | datadog-aws-mcpmcp · observability | A read-only MCP server that exposes tools to query Datadog monitors and logs, and AWS CloudWatch Logs, and to group recurring errors by fingerprint… | No signals yet | No one-command install · Source | |
| 1030 | Unranked | home-network-mcpmcp · observability | Lets an LLM client monitor devices, services, disk usage, and uptime in a home network and home lab. | No signals yet | No one-command install · Source | |
| 1031 | Unranked | ko-iomcp · observability | Wall Street data feed for AI agents, providing access to 100M+ source-traced SEC records, institutional holdings, insider trades, congress trading… | No signals yet | No one-command install · Source | |
| 1032 | Unranked | helmomcp · observability | A self-hosted work dashboard for AI agent teams, where agents create and manage tickets through MCP tools and humans review an awaiting-human queue… | No signals yet | No one-command install · Source | |
| 1033 | Unranked | jptb-google-toolsmcp · observability | Enables AI agents to access and manage Google Analytics and Google Tag Manager using the user's own Google account via the JP Agent Tracking Bridge… | No signals yet | No one-command install · Source | |
| 1034 | Unranked | delivery-intelligence-mcpmcp · observability | Enables delivery leads to query explainable programme health, prioritized risks, dependency impacts, change request effects, blocked decisions, and… | No signals yet | No one-command install · Source | |
| 1035 | Unranked | statboticsmcp · observability | Provides access to FIRST Robotics Competition statistical data including team EPA ratings, event predictions, and match analytics. | No signals yet | No one-command install · Source | |
| 1036 | Unranked | linkedin-evidence-mcpmcp · observability | A local-first LinkedIn workspace that turns your own documents, CVs, repositories, and exports into a verifiable claim ledger and evidence-backed… | No signals yet | No one-command install · Source | |
| 1037 | Unranked | tallwatchmcp · observability | List monitors and triage incidents from any MCP client. | No signals yet | No one-command install · Source | |
| 1038 | Unranked | ezstat-mcp-servermcp · observability | Enables AI agents to push and read metrics from EzStat, track counters/gauges, and ask natural-language questions about telemetry. | No signals yet | No one-command install · Source | |
| 1039 | Unranked | ml-lab-mcpmcp · observability | Enables LLMs to manage and run machine learning training jobs on a remote server, including syncing code, submitting experiments, monitoring progress… | No signals yet | No one-command install · Source | |
| 1040 | Unranked | warehouse-cad-agentmcp · observability | Enables traceable warehouse CAD round trips and bounded Agent-to-AutoCAD MCP tools for auditing, editing, and rebuilding CAD models. | No signals yet | No one-command install · Source | |
| 1041 | Unranked | mcp-server-awtrixmcp · observability | Enables AI agents to control and display real-time notifications, telemetry, and custom apps on Ulanzi TC001 and compatible pixel clocks running… | No signals yet | No one-command install · Source | |
| 1042 | Unranked | retrievalmcp · observability | Scores AI outputs for faithfulness, relevancy, and hallucination inside any MCP client, with custom metrics, golden sets, and run history with… | No signals yet | No one-command install · Source | |
| 1043 | Unranked | lightspeed-xmcp · observability | Enables read-only access to Lightspeed X retail data (sales, inventory, products, customers) with aggregated reporting on revenue, COGS, profit, and… | No signals yet | No one-command install · Source | |
| 1044 | Unranked | secops-mcp-servermcp · observability | Enterprise MCP server for Google SecOps (Chronicle) SIEM/SOAR, enabling alert triage, UDM telemetry search, YARA-L detection rule management, log… | No signals yet | No one-command install · Source | |
| 1045 | Unranked | buildpulsemcp · observability | CI test analytics for identifying flaky tests, tracking coverage, and reviewing CI run history. | No signals yet | No one-command install · Source | |
| 1046 | Unranked | scream-voidmcp · observability | Provides a tool to scream into the void and receive a random number, useful for generating unpredictable values or adding chaos to logic. | No signals yet | No one-command install · Source | |
| 1047 | Unranked | mcp-realestateapimcp · observability | Enables property search, detail, and skip-trace using the RealEstateAPI.com service. | No signals yet | No one-command install · Source | |
| 1048 | Unranked | pipeworx-io-waqimcp · observability | World Air Quality Index real-time air pollution data for thousands of monitoring stations worldwide via Pipeworx. | No signals yet | No one-command install · Source | |
| 1049 | Unranked | pipeworx-io-usgs-volcanomcp · observability | USGS Volcano Hazards Program public feed for monitoring US volcano activity and hazard alerts via Pipeworx. | No signals yet | No one-command install · Source | |
| 1050 | Unranked | mcp-l2beatmcp · observability | Provides Layer 2 ecosystem analytics including project details, TVS breakdowns, historical data, and activity metrics for L2BEAT-tracked projects. | No signals yet | No one-command install · Source | |
| 1051 | Unranked | pipeworx-io-l2beatmcp · observability | Query L2BEAT for Ethereum Layer 2 analytics including TVL, risk assessments, bridge data, and protocol summaries. | No signals yet | No one-command install · Source | |
| 1052 | Unranked | mcp-homebrew-formulaemcp · observability | Query Homebrew formulae, casks, and install analytics through natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 1053 | Unranked | mcp-clash-royalemcp · observability | Enables querying Clash Royale game data, including clan members, war logs, clan search, and tournament information, through natural language or direct… | No signals yet | No one-command install · Source | |
| 1054 | Unranked | mcp-amplitudemcp · observability | Enables querying Amplitude analytics data including events, active users, retention, and user profiles through natural language or direct tool calls. | No signals yet | No one-command install · Source | |
| 1055 | Unranked | pipeworx-io-amplitudemcp · observability | Amplitude analytics integration for event segmentation, user metrics, retention, and activity data. | No signals yet | No one-command install · Source | |
| 1056 | Unranked | pipeworx-io-airnowmcp · observability | EPA AirNow real-time air quality index and forecasts from 2,000+ US monitoring sites via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 1057 | Unranked | observability-aiopsmcp · observability | Governed Prometheus + Grafana operations — firing-alert and scrape-target RCA, alert noise/flapping analysis, silences, and dashboards, with… | No signals yet | No one-command install · Source | |
| 1058 | Unranked | minio-aiopsmcp · observability | Governed MinIO object-storage operations — capacity, exposure-surface audit, lifecycle, and healing RCA, with guarded bucket writes, unbypassable… | No signals yet | No one-command install · Source | |
| 1059 | Unranked | inference-aiopsmcp · observability | Enables governance-grade AIops for GPU inference clusters with root-cause analysis, metrics, and policy-governed operations for vLLM and Ray. | No signals yet | No one-command install · Source | |
| 1060 | Unranked | fabric-aiopsmcp · observability | Governed network controller-layer operations (Cisco Meraki, plus Catalyst Center / Arista CVP / UniFi) — uplink loss/latency RCA, fleet health… | No signals yet | No one-command install · Source | |
| 1061 | Unranked | cricket-analytics-mcpmcp · observability | Enables cricket analytics via natural language, including player stats, team performance, match results, comparisons, and news, powered by OpenAI and… | No signals yet | No one-command install · Source | |
| 1062 | Unranked | green-mcpmcp · observability | Measures CPU energy and LLM token usage of programs to enable cost-efficient refactoring, using real hardware telemetry and a non-blocking token… | No signals yet | No one-command install · Source | |
| 1063 | Unranked | awraitermcp · observability | Enables managing Telegram channels from MCP-capable AI assistants, including drafting and scheduling posts, publishing content, and retrieving channel… | No signals yet | No one-command install · Source | |
| 1064 | Unranked | kingdee-mcp-proxymcp · observability | Enables AI agents to safely query Kingdee Cloud Galaxy ERP with read-only mode, write confirmation gates, and full audit logging. | No signals yet | No one-command install · Source | |
| 1065 | Unranked | iaqualink-mcpmcp · observability | Enables AI assistants to monitor and control Jandy iAqualink pool and spa equipment, including device status, power toggling, temperature settings… | No signals yet | No one-command install · Source | |
| 1066 | Unranked | muphys-lawmcp · observability | A lessons-learned register for AI agent fleets: capture operational lessons, curate them, push-inject the relevant ones into agent context — with the… | No signals yet | No one-command install · Source | |
| 1067 | Unranked | workloadtruth-mcp-servermcp · observability | Enables classification of GPU workloads as training, inference, or idle from telemetry data, with tools for one-shot classification, benchmarking, and… | No signals yet | No one-command install · Source | |
| 1068 | Unranked | leocelis-horizonmcp · observability | Real-time conversation health monitor that tracks drift, desync, and causal collapse for AI agent conversations. | No signals yet | No one-command install · Source | |
| 1069 | Unranked | dvarapalamcp · observability | Provides permission gates and tamper-evident audit logging for AI agent tool executions, with declarative policies, consent ladders, and hash-chained… | No signals yet | No one-command install · Source | |
| 1070 | Unranked | system-statusmcp · observability | Enables monitoring of Ubuntu system metrics, Docker containers, and public IP drift, with Feishu alerting and HTTP/MCP tools for querying status… | No signals yet | No one-command install · Source | |
| 1071 | Unranked | legal-research-mcpmcp · observability | Provides tools to search, retrieve, and trace German tax law statutes (KStG, EStG, AO, GewSt) from gesetze-im-internet.de, including amendment… | No signals yet | No one-command install · Source | |
| 1072 | Unranked | zabbix-investigation-mcpmcp · observability | Read-only MCP server that provides Zabbix monitoring data to AI agents, enabling investigation of hosts, metrics, incidents, and triggers with… | No signals yet | No one-command install · Source | |
| 1073 | 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 | |
| 1074 | 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 | |
| 1075 | 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 | |
| 1076 | 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 | |
| 1077 | 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 | |
| 1078 | Unranked | turbometricsmcp · observability | Website performance monitoring with scans, Core Web Vitals, RUM data, and alerts. | No signals yet | No one-command install · Source | |
| 1079 | 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 | |
| 1080 | 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 | |
| 1081 | 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 | |
| 1082 | 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 | |
| 1083 | 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 | |
| 1084 | 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 | |
| 1085 | 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 | |
| 1086 | 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 | |
| 1087 | 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 | |
| 1088 | 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 | |
| 1089 | 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 | |
| 1090 | Unranked | major-pcpmcp · observability | Collects, archives, and analyzes system performance metrics through Performance Co-Pilot (PCP). | No signals yet | No one-command install · Source | |
| 1091 | 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 | |
| 1092 | 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 | |
| 1093 | 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 | |
| 1094 | 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 | |
| 1095 | 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 | |
| 1096 | 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 | |
| 1097 | 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 | |
| 1098 | 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 | |
| 1099 | 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 | |
| 1100 | 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 |
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.