Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1 | 96.760 | wiremcp-network-traffic-analysismcp · observability | Empowers network analysis with real-time traffic monitoring capabilities through Wireshark's tshark utility, providing tools for packet capture… | 577 stars · 62 forks | No one-command install · Source | |
| 2 | 94.454 | open-edisonmcp · observability | Deterministic agentic data firewall that secures, monitors, and controls AI agent interactions with data and software via MCP, preventing data leaks. | 288 stars · 22 forks | No one-command install · Source | |
| 3 | 93.474 | pydantic-logfire-opentelemetrymcp · observability | Enables AI systems to query and analyze OpenTelemetry traces and metrics through Logfire's API, providing tools for finding exceptions, investigating… | 162 stars · 28 forks | No one-command install · Source | |
| 4 | 92.989 | dynatrace-oss-dynatracemcp · observability | Integrates with Dynatrace to provide real-time observability data, enabling developers to monitor problems, security vulnerabilities, logs, and… | 138 stars · 28 forks | No one-command install · Source | |
| 5 | 92.816 | lekssays-joernmcp · observability | Provides static code analysis capabilities using Joern's Code Property Graph technology in Docker environments, automatically detecting programming… | 163 stars · 19 forks | No one-command install · Source | |
| 6 | 91.156 | hyperb1iss-lucidity-mcpmcp · observability | Enhance AI-generated code quality through intelligent, prompt-based analysis across 10 critical dimensions from complexity to security vulnerabilities | 90 stars · 23 forks | No one-command install · Source | |
| 7 | 90.623 | icloudza-algokillermcp · observability | ARM64 binary trace analysis plugin with 25 tools for cryptographic algorithm detection and execution pattern recovery in mobile security research. | 77 stars · 25 forks | No one-command install · Source | |
| 8 | 87.784 | panthermcp · observability | Integrates with Panther Labs' cybersecurity platform to enable security alert triage, data lake querying, detection rule management, and log source… | 47 stars · 21 forks | No one-command install · Source | |
| 9 | 85.998 | pazuzu1w-ubuntu-system-controlmcp · observability | Provides secure Ubuntu system control with safe file operations, command execution, and system information gathering through configurable security… | 40 stars · 17 forks | No one-command install · Source | |
| 10 | 84.595 | hexastrike-eventwhispermcp · observability | Provides access to Windows Event Log files for querying events with time range, event ID, and text filters to enable security investigations, system… | 49 stars · 7 forks | No one-command install · Source | |
| 11 | 84.455 | brutus-gr-osint-templatemcp · observability | Real-time OSINT intelligence platform for global security monitoring. | 72 stars · 4 forks | No one-command install · Source | |
| 12 | 81.790 | deslicer-splunkmcp · observability | Integrates with Splunk Enterprise through the Splunk SDK to provide search execution, health monitoring, user management, and alert analysis with… | 27 stars · 10 forks | No one-command install · Source | |
| 13 | 79.113 | nirholas-repo-intelmcp · observability | Analyze repositories of any size with deep code analysis, security scanning, complexity metrics, and AI-powered semantic search. | 27 stars · 5 forks | No one-command install · Source | |
| 14 | 75.980 | s7-mcp-bridgemcp · observability | Connects AI agents to Siemens industrial PLCs for automatic monitoring and control of industrial equipment. | 21 stars · 4 forks | No one-command install · Source | |
| 15 | 75.155 | appcontrollabs-appcontrolmcp · observability | Provides read-only access to AppControl's Windows desktop monitoring data including CPU, GPU, RAM, disk usage, security events, and binary tracking… | 43 stars · 1 fork | No one-command install · Source | |
| 16 | 74.488 | jfrog-remote-mcp-servermcp · observability | Connects AI coding assistants to the JFrog platform, enabling natural-language queries for resource management, artifact discovery, security… | 15 stars · 6 forks | No one-command install · Source | |
| 17 | 67.778 | vmware-esxi-mcpmcp · observability | Enables management of VMware ESXi hosts and virtual machines through standardized MCP interfaces, supporting host operations, VM lifecycle, resource… | 17 stars · 1 fork | No one-command install · Source | |
| 18 | 66.258 | tocharianou-elasticsearchmcp · observability | Integrates with Elasticsearch clusters (versions 5.x-9.x) for security-focused threat detection, anomaly analysis, incident investigation, and… | 8 stars · 5 forks | No one-command install · Source | |
| 19 | 66.172 | trainual-tiptap-collaborationmcp · observability | Integrates with Tiptap Collaboration services to manage collaborative documents through CRUD operations, real-time statistics monitoring, content… | 11 stars · 2 forks | No one-command install · Source | |
| 20 | 62.111 | gabbo01-zeekmcp · observability | Provides a bridge between Zeek network security monitor and language models for executing PCAP file analysis, log parsing, and converting tabular… | 7 stars · 3 forks | No one-command install · Source | |
| 21 | 60.677 | querypie-database-access-controlmcp · observability | Provides a secure interface for monitoring and managing privileged database access, enabling administrators to review logs, detect security anomalies… | 9 stars · 1 fork | No one-command install · Source | |
| 22 | 60.035 | antonio-mello-ai-pfsensemcp · observability | Manage pfSense firewalls through AI assistants with rules, DHCP, DNS, and monitoring tools. | 6 stars · 3 forks | No one-command install · Source | |
| 22 | 60.035 | lyuboslavlyubenov-analyze-soliditymcp · observability | Analyzes Solidity smart contracts through AST parsing to trace function execution flows, variable interactions, state changes, and external contract… | 6 stars · 3 forks | No one-command install · Source | |
| 24 | 58.969 | kiranreddi-sentinel-dvmcp · observability | Security-first access to SystemVerilog/UVM/cocotb verification intelligence with 14 specialized tools for test analysis, coverage metrics, assertion… | 4 stars · 4 forks | No one-command install · Source | |
| 24 | 58.969 | firesh-sslmonmcp · observability | Monitors SSL certificates and domain registrations with real-time certificate validation and WHOIS lookups to track expiration dates, registrar… | 4 stars · 4 forks | No one-command install · Source | |
| 26 | 58.185 | gensecai-sonicwallmcp · observability | Integrates with SonicWall firewalls to provide natural language log analysis, threat detection, connection searching, and security statistics with… | 6 stars · 2 forks | No one-command install · Source | |
| 27 | 57.245 | vignaesh01-dataverse-devtoolsmcp · observability | Integrates with Microsoft Power Platform Dataverse environments to provide user administration, security role management, entity metadata exploration… | 7 stars · 1 fork | No one-command install · Source | |
| 28 | 49.118 | behrensd-mcp-firewallmcp · observability | Deterministic security proxy (iptables for MCP) that intercepts tool calls, enforces YAML policies, scans for secret leakage, and logs everything. No… | 4 stars · 1 fork | No one-command install · Source | |
| 29 | 47.273 | guardianshieldmcp · observability | Universal AI security layer for code scanning, PII detection, prompt injection defense, secret detection, dependency auditing, and audit logging. | 3 stars · 2 forks | No one-command install · Source | |
| 29 | 47.273 | miguelg719-home-assistantmcp · observability | Integrates Home Assistant devices and automation into workflows, enabling control and monitoring of smart home systems like lighting, climate, and… | 3 stars · 2 forks | No one-command install · Source | |
| 31 | 43.498 | unwindmcp · observability | A security layer for AI agents that monitors, checks, and records every action, providing a trust light, timeline, rewind, and ghost mode for testing… | 2 stars · 2 forks | No one-command install · Source | |
| 32 | 43.275 | sandraschi-tailscalemcp · observability | Integrates with Tailscale networks to provide device management, traffic monitoring, file transfers via Taildrop, MagicDNS configuration, and security… | 4 stars | No one-command install · Source | |
| 32 | 43.275 | zw008-vmware-nsx-securitymcp · observability | VMware NSX security management with DFW policies, security groups, Traceflow, and IDPS tools. | 4 stars | No one-command install · Source | |
| 32 | 43.275 | rapid7-mcpmcp · observability | Enables AI assistants to interact with Rapid7 InsightIDR SIEM for investigating incidents, searching logs with LEQL, managing alerts and assets… | 4 stars | No one-command install · Source | |
| 32 | 43.275 | git-memory-mcp-servermcp · observability | Enables Git repository operations and real-time monitoring via MCP tools, with support for WebSocket events, authentication, and observability. | 4 stars | No one-command install · Source | |
| 36 | 41.082 | secure-mcp-grpcmcp · observability | Provides a secure gRPC transport layer for the Model Context Protocol (MCP) with mutual TLS, token-based authentication, and fine-grained… | 1 star · 2 forks | No one-command install · Source | |
| 37 | 38.412 | pengcunfu-http-request-testingmcp · observability | Provides HTTP request testing capabilities with comprehensive method support and specialized raw request tools that preserve payloads for security… | 3 stars | No one-command install · Source | |
| 38 | 32.223 | code-wheel-drupal-toolsmcp · observability | Drupal module providing read-only analysis tools for site health monitoring, content management, configuration inspection, user administration, and… | 2 stars | No one-command install · Source | |
| 38 | 32.223 | gigapipemcp · observability | Integrates with Gigapipe's observability platform to query Prometheus metrics with PromQL, search Loki logs with LogQL, and retrieve Tempo traces by… | 2 stars | No one-command install · Source | |
| 40 | 29.013 | cordonmcp · observability | Security proxy that enforces granular policies and audit logging for AI agent tool access. | 1 star · 1 fork | No one-command install · Source | |
| 40 | 29.013 | purpleax-fastly-ngwafmcp · observability | Integrates with Fastly's Next-Gen Web Application Firewall API to manage security configurations, monitor attack patterns, handle IP lists, configure… | 1 star · 1 fork | No one-command install · Source | |
| 42 | 22.557 | mcp-debeziummcp · observability | Enables monitoring and managing Debezium/Kafka Connect CDC connectors, including status, configuration, lifecycle operations, and security controls… | 1 star | No one-command install · Source | |
| 42 | 22.557 | traceorb-mcpmcp · observability | Enables MCP clients to query an organization's Traceorb telemetry data through the same GETs the panel uses, using a read key for authentication. | 1 star | No one-command install · Source | |
| 42 | 22.557 | sigmalineage-mcpmcp · observability | Enables context-aware EVTX hunting with process lineage tracing and rarity baselining to surface real threats from security logs, transforming raw… | 1 star | No one-command install · Source | |
| 42 | 22.557 | believe-sa-datadogmcp · observability | Integrates with Datadog's monitoring platform to provide access to metrics, logs, and observability data through API authentication for DevOps teams… | 1 star | No one-command install · Source | |
| 42 | 22.557 | juanisidoro-securecode-mcpmcp · observability | Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw… | 1 star | No one-command install · Source | |
| 42 | 22.557 | tommytang2414-n8nmcp · observability | Integrates with n8n workflow automation platform for secure workflow management, execution control, and health monitoring with enterprise security… | 1 star | No one-command install · Source | |
| 48 | 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 |
| 49 | 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 | |
| 50 | 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 | |
| 51 | 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 | |
| 52 | 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 | |
| 53 | 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 | |
| 54 | 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 | |
| 55 | 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 | |
| 56 | 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 | |
| 57 | 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 | |
| 58 | 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 | |
| 59 | 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 | |
| 60 | 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 | |
| 61 | Unranked | mcp-guardmcp · observability | Adds security capabilities like port scanning, TLS inspection, DNS enumeration, process monitoring, secrets scanning, HTTP header auditing, and CVE… | No signals yet | No one-command install · Source | |
| 62 | Unranked | server-admin-mcpmcp · observability | Enables remote administration of a Debian stage server over SSH, including monitoring, Docker Compose, PostgreSQL, logs, Nginx, firewall, and… | No signals yet | No one-command install · Source | |
| 63 | Unranked | fortigate-mcpmcp · observability | Enables read-only querying and diagnostics of Fortigate firewalls via SSH, providing security analysis, traffic monitoring, and configuration… | No signals yet | No one-command install · Source | |
| 64 | Unranked | guarded-whatsapp-mcpmcp · observability | Governs and automates WhatsApp messaging for AI agents with security controls like recipient allowlisting, secret scanning, rate limiting, and audit… | No signals yet | No one-command install · Source | |
| 65 | Unranked | mcp-streaming-msk-bedrockmcp · observability | Streams real-time log context from Amazon MSK to a Bedrock AI agent for anomaly detection and root cause analysis. Enables AI-powered monitoring with… | No signals yet | No one-command install · Source | |
| 66 | Unranked | dewtech-obsidian-securemcp · observability | Security-hardened Obsidian integration with OWASP Top 10 controls and full audit logging. | No signals yet | No one-command install · Source | |
| 67 | Unranked | dobbemcp · observability | Automates DevOps workflows like vulnerability resolution, code review, test generation, and DORA metrics through Claude Code slash commands, using a… | No signals yet | No one-command install · Source | |
| 68 | Unranked | datadog-mcpmcp · observability | Enables AI assistants to query and manage Datadog observability data including metrics, logs, traces, and monitors through natural language. Supports… | No signals yet | No one-command install · Source | |
| 69 | Unranked | idig-dnsmcp · observability | Professional DNS diagnostics with 14 tools for DNS lookup, DNSSEC validation, email security auditing, SSL checks, and global propagation monitoring. | No signals yet | No one-command install · Source | |
| 70 | Unranked | sentinel-mcpmcp · observability | Turns Claude into an autonomous SOC analyst by ingesting security logs, detecting anomalies with ML, correlating events, mapping to MITRE ATT&CK, and… | No signals yet | No one-command install · Source | |
| 71 | Unranked | vc-replan-mcpmcp · observability | Enables multi-dimensional architecture review of technical solutions with web intelligence and knowledge base auto-sedimentation, acting as a logical… | No signals yet | No one-command install · Source | |
| 72 | Unranked | ghostintheshell-mcpmcp · observability | A sandboxed, read-only MCP server that safely exposes system metrics, container diagnostics, and logs to AI agents with intelligent context… | No signals yet | No one-command install · Source | |
| 73 | Unranked | debuggersubagent · observability | Use this agent when you need to diagnose and fix bugs, identify root causes of failures, or analyze error logs and stack traces to resolve issues. | No signals yet | No commit datelisted | armory install debugger --cli claude |
| 74 | Unranked | dependency-checkerhook · observability | Advanced dependency analysis and security checking. Monitors for outdated packages, security vulnerabilities, and license compatibility. | No signals yet | No commit datelisted | armory install dependency-checker --cli claude |
| 75 | Unranked | dynatrace-expertsubagent · observability | The Dynatrace Expert Agent integrates observability and security capabilities directly into GitHub workflows, enabling development teams to… | No signals yet | No commit datelisted | armory install dynatrace-expert --cli claude |
| 76 | Unranked | emtailabs-xray-visionmcp · observability | AI-powered codebase analysis with call graphs, security scanning, dead code detection, and complexity metrics. | No signals yet | No commit datelisted | No one-command install · Source |
| 77 | Unranked | enterprise-agent-opsskill · observability | Operate long-lived agent workloads with observability, security boundaries, and lifecycle management. | No signals yet | No commit datelisted | armory install enterprise-agent-ops --cli claude |
| 78 | Unranked | fuzzy-semantic-audit-mcpmcp · observability | A high-precision logical vulnerability auditing tool that uses MCP and CodeGraph for automated 0-day discovery and verification in multi-language… | No signals yet | No commit datelisted | No one-command install · Source |
| 79 | Unranked | google-cloud-networking-observabilityskill · observability | Investigates Google Cloud networking issues by analyzing logs, metrics, and diagnostics. Use when investigating VPC Flow Logs, NAT, firewall, or… | No signals yet | No commit datelisted | armory install google-cloud-networking-observability --cli claude |
| 80 | Unranked | maxion-mcp-gatewaymcp · observability | Enterprise MCP gateway suite providing 22 unified tools across hardware telemetry, security auditing, AES-256-GCM encrypted storage, HMAC… | No signals yet | No commit datelisted | No one-command install · Source |
| 81 | Unranked | notify-before-bashhook · observability | Show notification before any Bash command execution for security awareness. This hook displays a simple echo message '🔔 About to run bash command...'… | No signals yet | No commit datelisted | armory install notify-before-bash --cli claude |
| 82 | Unranked | persona-it-adminworkflow · observability | Administer IT — manage users, monitor security, configure Workspace. | No signals yet | No commit datelisted | armory install persona-it-admin --cli claude |
| 83 | Unranked | qa-expertsubagent · observability | Use this agent when you need comprehensive quality assurance strategy, test planning across the entire development cycle, or quality metrics analysis… | No signals yet | No commit datelisted | armory install qa-expert --cli claude |
| 84 | Unranked | runrevealmcp · observability | Security log management and threat detection platform with AI-powered investigations | No signals yet | No commit datelisted | No one-command install · Source |
| 85 | Unranked | staticapkauditor-mcpmcp · observability | Enables Android APK security auditing through natural language by decompiling APKs with Apktool and running static analysis heuristics for attack… | No signals yet | No commit datelisted | No one-command install · Source |
| 86 | Unranked | suprawallmcp · observability | Zero-trust runtime security layer for AI agents with policy enforcement, human approval workflows, and audit logging. | No signals yet | No commit datelisted | No one-command install · Source |
| 87 | Unranked | vulnebifymcp · observability | Real-time vulnerability monitoring and threat intelligence for developers | No signals yet | No commit datelisted | 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.