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 | 21.587 | ai-compliance-monitormcp · observability | ai-compliance-monitor | 458 installs | No commit datelisted | No one-command install · Source |
| 1002 | 20.136 | spain-legalmcp · observability | Spain immigration, residency, NIE/TIE, and tax MCP for agents from Legal Fournier, https://legalfournier.com/. Helps screen visa and residence routes… | 1,065 installs | No commit datelisted | No one-command install · Source |
| 1003 | 18.503 | trustrails-uk-electronics-product-findermcp · observability | Search and compare 26,000+ UK electronics products across multiple retailers including AO. Get real-time prices, stock availability, and price… | 1,017 installs | No commit datelisted | No one-command install · Source |
| 1004 | 14.693 | domain-insightsmcp · observability | Analyze domain infrastructure by performing comprehensive DNS, WHOIS, and security audits. Identify technology stacks, track SSL validity, and verify… | 768 installs | No commit datelisted | No one-command install · Source |
| 1005 | 10.068 | bmkg-mcpmcp · observability | Access real-time weather forecasts and climate data across Indonesia. Stay informed about recent seismic activity and natural disasters with official… | 566 installs | No commit datelisted | No one-command install · Source |
| 1006 | 8.888 | data-wallet-verificationmcp · observability | Discover supported verification scopes and the claims they provide. Initiate and monitor data wallet verification flows to securely receive redacted… | 288 installs | No commit datelisted | No one-command install · Source |
| 1007 | 2.721 | vlayermcp · observability | HIPAA compliance scanner for healthcare software. Automatically detect PHI exposure, encryption gaps, audit logging issues, and access control… | 368 installs | No commit datelisted | No one-command install · Source |
| 1008 | Unranked | pipeworx-defillamamcp · observability | DeFi analytics data via the DefiLlama API — TVL, protocol stats, and chain metrics. | No signals yet | No one-command install · Source | |
| 1009 | Unranked | dynatrace-saas-mcp-servermcp · observability | Enables LLM agents to query Dynatrace SaaS for observability data (logs, metrics, traces, entities, problems, vulnerabilities) and manage… | No signals yet | No one-command install · Source | |
| 1010 | Unranked | sap-rca-mcp-servermcp · observability | Enables AI agents to perform root cause analysis on SAP systems by querying Azure Log Analytics data, offering schema discovery, validated KQL… | No signals yet | No one-command install · Source | |
| 1011 | Unranked | agent-observabilitymcp · observability | MCP server exposing AI agent observability tools: list, inspect, and deterministically replay recorded agent execution traces for debugging failures. | No signals yet | No one-command install · Source | |
| 1012 | Unranked | midjourney-mcpmcp · observability | Enables Midjourney image generation via PiAPI with daily cost caps, audit logs, and SSRF-safe image URL inputs. | No signals yet | No one-command install · Source | |
| 1013 | Unranked | vmd-mcpmcp · observability | Drive VMD headlessly from any MCP client to analyze structures and trajectories, and ray-trace publication-quality images with no display. | No signals yet | No one-command install · Source | |
| 1014 | Unranked | adelaidasofia-lumamcp · observability | Lu.ma events MCP with draft-and-confirm safety, audit logging, and prompt-injection scrubbing. | No signals yet | No one-command install · Source | |
| 1015 | Unranked | pikaivan-convradarmcp · observability | Google Analytics 4 conversion funnel analysis and traffic quality diagnostics for AI assistants. | No signals yet | No one-command install · Source | |
| 1016 | Unranked | google-play-console-mcpmcp · observability | Enables managing releases, monitoring Android vitals, analyzing earnings and search terms, optimizing ASO, and preflighting store assets through… | No signals yet | No one-command install · Source | |
| 1017 | Unranked | syamaner-roastpilotmcp · observability | Controls coffee roasting sessions through local MCP tools and exports roast logs. | No signals yet | No one-command install · Source | |
| 1018 | Unranked | morselmcp · observability | Enables logging food meals by letting AI assistants analyze food photos and write structured meal data via MCP tools to a shared store, which can then… | No signals yet | No one-command install · Source | |
| 1019 | Unranked | youtube-studio-mcpmcp · observability | An MCP server for auditing and improving a YouTube channel's discoverability by providing read-only access to channel catalog, analytics metrics… | No signals yet | No one-command install · Source | |
| 1020 | Unranked | 1clickreport-mcp-servermcp · observability | Provides 40 MCP tools to connect AI assistants like Claude to marketing platforms (Google Ads, Meta Ads, GA4, Search Console, Stripe) for reading… | No signals yet | No one-command install · Source | |
| 1021 | Unranked | baiakidle-mcpmcp · observability | Enables monitoring and interaction with the BaiakIdle game page from MCP-compatible clients, allowing DOM inspection, event capture, and packet… | No signals yet | No one-command install · Source | |
| 1022 | Unranked | worksnaps-mcpmcp · observability | Enables logging offline time and managing Worksnaps projects/tasks from Cursor chat via natural language. | No signals yet | No one-command install · Source | |
| 1023 | Unranked | mcp-vpsobsmcp · observability | Enables read-only observability of a Linux host via MCP, exposing allowlisted systemd, docker, nginx, logs, disk, and cert info without shell access. | No signals yet | No one-command install · Source | |
| 1024 | Unranked | rezzedai-cachebashmcp · observability | Coordination layer for AI coding agents with task queues, relay messaging, session monitoring, and mobile alerts. | No signals yet | No one-command install · Source | |
| 1025 | Unranked | log-reflect-mcpmcp · observability | Captures and retrieves Markdown records for a personal recording system, enabling journaling, input tracking, search, and date-range review. | No signals yet | No one-command install · Source | |
| 1026 | Unranked | xrpldashboard-mcpmcp · observability | Read-only XRP Ledger analytics — signed snapshots, AMM pools, token volume, whale activity, NFT tracking. Proof-annotated. Public beta 2026-09. | No signals yet | No one-command install · Source | |
| 1027 | Unranked | euroleague-analytics-mcpmcp · observability | MCP server for querying validated EuroLeague and EuroCup basketball analytics, including possession-based metrics, four factors, and lineup-level… | No signals yet | No one-command install · Source | |
| 1028 | Unranked | tovadry954-aliyun-slsmcp · observability | Queries Alibaba Cloud Simple Log Service logs using natural language. | No signals yet | No one-command install · Source | |
| 1029 | 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 | |
| 1030 | 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 | |
| 1031 | 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 | |
| 1032 | 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 | |
| 1033 | 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 | |
| 1034 | Unranked | shigechika-junosmcp · observability | Manages and monitors Juniper Networks JunOS devices programmatically. | No signals yet | No one-command install · Source | |
| 1035 | 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 | |
| 1036 | 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 | |
| 1037 | 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 | |
| 1038 | 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 | |
| 1039 | 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 | |
| 1040 | 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 | |
| 1041 | 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 | |
| 1042 | Unranked | wyre-technology-domotzmcp · observability | Domotz network monitoring integration for agents, devices, alerts, and discovery. | No signals yet | No one-command install · Source | |
| 1043 | 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 | |
| 1044 | 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 | |
| 1045 | Unranked | jeanlopezxyz-mcp-prometheusmcp · observability | Query and interact with Prometheus monitoring systems. | No signals yet | No one-command install · Source | |
| 1046 | 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 | |
| 1047 | 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 | |
| 1048 | Unranked | codeqrmcp · observability | Manages short links, QR codes, analytics, and lead tracking through the CodeQR platform. | No signals yet | No one-command install · Source | |
| 1049 | 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 | |
| 1050 | 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 | |
| 1051 | 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 | |
| 1052 | Unranked | csoai-org-competitor-monitor-ai-mcpmcp · observability | Tools for monitoring competitor activity and market intelligence. | No signals yet | No one-command install · Source | |
| 1053 | 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 | |
| 1054 | 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 | |
| 1055 | 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 | |
| 1056 | 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 | |
| 1057 | 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 | |
| 1058 | 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 | |
| 1059 | 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 | |
| 1060 | 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 | |
| 1061 | 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 | |
| 1062 | 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 | |
| 1063 | 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 | |
| 1064 | 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 | |
| 1065 | Unranked | tallwatchmcp · observability | List monitors and triage incidents from any MCP client. | No signals yet | No one-command install · Source | |
| 1066 | 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 | |
| 1067 | 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 | |
| 1068 | 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 | |
| 1069 | 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 | |
| 1070 | 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 | |
| 1071 | 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 | |
| 1072 | 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 | |
| 1073 | 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 | |
| 1074 | 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 | |
| 1075 | Unranked | mcp-realestateapimcp · observability | Enables property search, detail, and skip-trace using the RealEstateAPI.com service. | No signals yet | No one-command install · Source | |
| 1076 | 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 | |
| 1077 | 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 | |
| 1078 | 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 | |
| 1079 | 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 | |
| 1080 | 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 | |
| 1081 | 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 | |
| 1082 | 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 | |
| 1083 | 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 | |
| 1084 | 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 | |
| 1085 | 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 | |
| 1086 | 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 | |
| 1087 | 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 | |
| 1088 | 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 | |
| 1089 | 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 | |
| 1090 | 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 | |
| 1091 | 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 | |
| 1092 | 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 | |
| 1093 | 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 | |
| 1094 | 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 | |
| 1095 | 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 | |
| 1096 | 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 | |
| 1097 | 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 | |
| 1098 | 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 | |
| 1099 | 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 | |
| 1100 | 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 |
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.