Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 901 | 88.526 | danielsogl-lighthousemcp · observability | Integrates Google Lighthouse web performance auditing capabilities to provide automated website performance, accessibility, SEO, and best practices… | 67 stars · 13 forks | No one-command install · Source | |
| 902 | 88.551 | crewai-enterprisemcp · observability | Connects to CrewAI Enterprise workflows, enabling kickoff and monitoring of collaborative agent teams for complex task delegation without leaving your… | 59 stars · 18 forks | No one-command install · Source | |
| 903 | 88.872 | efforthye-fast-filesystemmcp · observability | Provides streaming-based file operations with auto-chunking for memory-efficient handling of large files, including sequential reading, precise… | 60 stars · 20 forks | No one-command install · Source | |
| 904 | 89.325 | geli2001-datadogmcp · observability | Integrates with Datadog monitoring platform to provide access to metrics, logs, dashboards, monitors, and incidents for DevOps and SRE workflows | 69 stars · 17 forks | No one-command install · Source | |
| 905 | 89.366 | codacymcp · observability | Integrates with Codacy's code quality platform to provide static analysis capabilities, code coverage metrics, and quality gate configurations for… | 62 stars · 24 forks | No one-command install · Source | |
| 906 | 89.374 | joelhooks-logseq-knowledge-graphmcp · observability | Integrates with Logseq knowledge graphs to enable retrieval, analysis, and manipulation of personal knowledge bases through tools for page content… | 70 stars · 17 forks | No one-command install · Source | |
| 907 | 89.464 | ruchernchong-google-analyticsmcp · observability | Integrates GA4 data to provide web analytics metrics and insights for analyzing website performance and user engagement. | 71 stars · 17 forks | No one-command install · Source | |
| 908 | 89.822 | oura-ring-mcpmcp · observability | Connects your Oura Ring to AI assistants like Claude, providing human-readable insights about sleep, readiness, activity, and health metrics with… | 27 stars · 34 forks | No one-command install · Source | |
| 909 | 89.842 | zaphod-black-espocrmmcp · observability | Integrates with EspoCRM to provide complete CRUD operations for contacts, accounts, and opportunities with advanced search, filtering, pagination, and… | 51 stars · 28 forks | No one-command install · Source | |
| 910 | 89.948 | wisevision-ros2mcp · observability | Bridges ROS 2 robotics systems with conversational interfaces, enabling topic publishing, service calling, message subscription, and historical data… | 86 stars · 14 forks | No one-command install · Source | |
| 911 | 90.012 | tinybirdco-tinybirdmcp · observability | Query and analyze large datasets using Tinybird analytics. | 79 stars · 17 forks | No one-command install · Source | |
| 912 | 90.422 | trackline-remnawavemcp · observability | Integrates with Remnawave VPN proxy management panel for user accounts, node configuration, traffic analytics, and subscription handling. | 89 stars · 16 forks | No one-command install · Source | |
| 913 | 90.496 | seekrays-system-monitormcp · observability | Provides real-time system metrics for CPU, memory, disk, network, host, and process statistics using Go and gopsutil, enabling detailed performance… | 91 stars · 16 forks | No one-command install · Source | |
| 914 | 90.543 | dragon1086-kospi-kosdaq-stockmcp · observability | Integrates with pykrx to provide real-time access to KOSPI and KOSDAQ stock market data, offering tools for retrieving ticker symbols, OHLCV data… | 71 stars · 29 forks | No one-command install · Source | |
| 915 | 90.554 | krzko-google-cloudmcp · observability | Integrates with Google Cloud services to provide direct access to Logging, Spanner, and Monitoring resources within conversations through… | 82 stars · 20 forks | No one-command install · Source | |
| 916 | 90.554 | vellum-evalseval · observability | Vellum evaluation SDK for running LLM test suites with custom metrics, dataset pinning, and CI workflow integration. | 82 stars · 20 forks | No one-command install · Source | |
| 917 | 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 | |
| 918 | 90.683 | sapientpants-sonarqubemcp · observability | Integrates with SonarQube to provide code quality metrics, issue tracking, and quality gate status information for software development projects | 99 stars · 15 forks | No one-command install · Source | |
| 919 | 90.750 | multi-model-advisormcp · observability | Queries multiple Ollama models in parallel with distinct system prompts focused on empathy, logic, and creativity to provide diverse perspectives on… | 86 stars · 20 forks | No one-command install · Source | |
| 920 | 90.786 | xzq-xu-jvm-arthasmcp · observability | Enables direct interaction with running Java applications through Arthas diagnostic tools via SSH connections, allowing for remote command execution… | 89 stars · 19 forks | No one-command install · Source | |
| 921 | 90.916 | jianzhichun-abaqusmcp · observability | Enables AI to control Abaqus/CAE finite element analysis software through GUI automation, executing Python scripts and retrieving message logs without… | 105 stars · 15 forks | No one-command install · Source | |
| 922 | 90.942 | bankless-onchainmcp · observability | Integrates with blockchain networks to enable smart contract interaction, transaction history access, and on-chain data exploration through… | 80 stars · 27 forks | No one-command install · Source | |
| 923 | 90.950 | thinkmcp · observability | Provides a lightweight 'think' tool for structured reasoning, enabling LLMs to pause, log thoughts, and improve multi-step problem solving without… | 106 stars · 15 forks | No one-command install · Source | |
| 924 | 91.059 | mcp-juridico-brasilmcp · observability | Connects AI assistants to Brazilian judicial data from DataJud CNJ and 91 courts, enabling process consultation, monitoring, and deadline calculation… | 89 stars · 22 forks | No one-command install · Source | |
| 925 | 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 | |
| 926 | 91.216 | yonaka15-redminemcp · observability | Integrates with Redmine to enable natural language queries and updates for issue tracking, time logging, and project planning. | 78 stars · 32 forks | No one-command install · Source | |
| 927 | 91.546 | buildkitemcp · observability | Integrates with Buildkite's CI/CD platform, enabling access to pipeline details, build information, job logs, artifacts, and user data for monitoring… | 53 stars · 38 forks | No one-command install · Source | |
| 928 | 91.588 | automateyournetwork-pyats-network-automationmcp · observability | Provides a containerized bridge between AI and Cisco network devices through the pyATS automation framework, enabling device configuration… | 83 stars · 34 forks | No one-command install · Source | |
| 929 | 91.615 | lazy-dinosaur-ccxt-crypto-tradingmcp · observability | Bridges the CCXT cryptocurrency trading library with natural language interfaces, enabling monitoring, analysis, and trading operations across 100+… | 93 stars · 28 forks | No one-command install · Source | |
| 930 | 91.688 | thingsboardmcp · observability | Integrates with ThingsBoard IoT platform to manage devices, assets, customers, users, alarms, and telemetry data with edition-aware functionality that… | 98 stars · 26 forks | No one-command install · Source | |
| 931 | 91.841 | avivsinai-langfuse-mcpmcp · observability | Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications. | 105 stars · 24 forks | No one-command install · Source | |
| 932 | 91.856 | smartbear-mcp-servermcp · observability | Enables AI assistants to interact with SmartBear's suite of testing and monitoring tools including BugSnag, Swagger, Reflect, and more through natural… | 44 stars · 44 forks | No one-command install · Source | |
| 933 | 91.856 | smartbearmcp · observability | Integrates SmartBear's testing and monitoring tools | 44 stars · 44 forks | No one-command install · Source | |
| 934 | 91.879 | victorialogsmcp · observability | Provides a bridge between VictoriaLogs and language models for querying and analyzing log data, enabling DevOps teams to troubleshoot issues and… | 98 stars · 29 forks | No one-command install · Source | |
| 935 | 91.949 | tjhop-prometheusmcp · observability | Enables interaction with Prometheus monitoring systems through PromQL queries, metric discovery, and system management | 110 stars · 23 forks | No one-command install · Source | |
| 936 | 92.264 | dannymac180-think-toolmcp · observability | Provides a dedicated space for structured reasoning during complex problem-solving tasks, enabling models to maintain timestamped thought logs that… | 131 stars · 20 forks | No one-command install · Source | |
| 937 | 92.614 | datahillmcp · observability | Enables interactive data analysis using a real IPython kernel with session management, supporting CSV/Excel/JSON loading, code execution, and variable… | 159 stars · 18 forks | No one-command install · Source | |
| 938 | 92.717 | drhelius-gearcolecomcp · observability | AI-assisted debugging for ColecoVision emulation, exposing memory inspection, breakpoints, disassembly, and hardware monitoring through the MCP… | 138 stars · 24 forks | No one-command install · Source | |
| 939 | 92.791 | microsoft-clarity-analyticsmcp · observability | Enables AI to fetch and analyze Microsoft Clarity website analytics data including metrics like scroll depth, engagement time, and traffic with… | 114 stars · 37 forks | No one-command install · Source | |
| 940 | 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 | |
| 941 | 92.981 | claude-historianmcp · observability | Provides intelligent search capabilities across Claude Code conversation history with specialized tools for conversation search, file context… | 178 stars · 18 forks | No one-command install · Source | |
| 942 | 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 | |
| 943 | 93.031 | signoz-mcp-servermcp · observability | Enables AI assistants and LLMs to query SigNoz observability data (metrics, traces, logs, alerts, dashboards) using natural language. | 117 stars · 43 forks | No one-command install · Source | |
| 944 | 93.072 | posthog-mcpmcp · observability | Enables interaction with PostHog analytics platform, allowing users to list projects, create annotations, and search insights through natural language… | 5 forks · passed install test | No one-command install · Source | |
| 945 | 93.174 | xquikmcp · observability | Provides real-time X (Twitter) data including tweet search, user lookup, media extraction, and monitoring capabilities. | 192 stars · 18 forks | No one-command install · Source | |
| 946 | 93.179 | alibabacloud-coremcp · observability | Provides a bridge to Alibaba Cloud services for managing ECS instances, viewing resources, monitoring metrics, and configuring VPC networks through… | 128 stars · 38 forks | No one-command install · Source | |
| 947 | 93.247 | langsmithmcp · observability | Access LangSmith observability data including traces, prompts, datasets, experiments, and billing usage. | 131 stars · 38 forks | No one-command install · Source | |
| 948 | 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 | |
| 949 | 93.481 | szeider-minizinc-solvermcp · observability | Solve complex logic/optimization problems using MiniZinc syntax. | 181 stars · 23 forks | No one-command install · Source | |
| 950 | 93.626 | priyankark-lighthousemcp · observability | Use Google's lighthouse tool to measure perf metrics for your webpage. You can then run an agentic loop and get the assistants to optimize those… | 209 stars · 20 forks | No one-command install · Source | |
| 951 | 93.639 | traceloop-opentelemetry-mcp-servermcp · observability | 🐍🏠 - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.). | 199 stars · 22 forks | No one-command install · Source | |
| 952 | 94.052 | alibabacloud-observabilitymcp · observability | Integrates with Alibaba Cloud's monitoring and logging services, enabling log structure queries, log searches, application monitoring, and trace data… | 165 stars · 41 forks | No one-command install · Source | |
| 953 | 94.061 | circlecimcp · observability | Enables agents to talk to CircleCI. Fetch build failure logs to fix issues. | 92 stars · 62 forks | No one-command install · Source | |
| 954 | 94.354 | victoriametrics-community-victoriametricsmcp · observability | Provides direct access to VictoriaMetrics monitoring instances for querying metrics, exploring time series data, analyzing alerting rules, and… | 225 stars · 28 forks | No one-command install · Source | |
| 955 | 94.398 | antarikshc-perfetto-trace-analyzermcp · observability | Turn natural language into powerful Perfetto trace analysis | 217 stars · 30 forks | No one-command install · Source | |
| 956 | 94.429 | aplaceforallmystuff-arr-media-suitemcp · observability | Unified control over Sonarr, Radarr, Lidarr, Readarr, and Prowlarr through automatic service detection with tools for library management, content… | 207 stars · 34 forks | No one-command install · Source | |
| 957 | 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 | |
| 958 | 94.463 | yangkyeongmo-apache-airflowmcp · observability | Provides a bridge to Apache Airflow for managing and monitoring workflows through natural language, enabling DAG management, task execution, and… | 178 stars · 50 forks | No one-command install · Source | |
| 959 | 94.598 | opikmcp · observability | Interact and analyze your Opik enviroment including traces, telemetry and metrics with natural language. | 217 stars · 35 forks · 1 mention | No one-command install · Source | |
| 960 | 94.644 | athina-aiobservability · observability | Athina AI provides developer-focused LLM monitoring and eval framework: real-time inference logging, automated evals, and regression detection in CI. | 301 stars · 23 forks | No one-command install · Source | |
| 961 | 94.769 | saurabhsharma2u-search-consolemcp · observability | Integrates with Google Search Console to provide search analytics, SEO opportunity detection, keyword cannibalization analysis, URL inspection, and… | 285 stars · 27 forks | No one-command install · Source | |
| 962 | 94.790 | patrickfreyer-apple-mailmcp · observability | Integrates with Apple Mail through AppleScript automation to provide complete email management including unified search, batch operations… | 201 stars · 52 forks | No one-command install · Source | |
| 963 | 95.032 | winor30-datadogmcp · observability | Integrates with Datadog's API to enable incident management, including listing and retrieving incident information for system monitoring and… | 143 stars · 75 forks | No one-command install · Source | |
| 964 | 95.092 | mux-video-datamcp · observability | Integrates with Mux's Video and Data platform to enable video upload, live stream management, analytics querying, and performance metrics tracking… | 181 stars · 71 forks | No one-command install · Source | |
| 965 | 95.189 | surendranb-google-analyticsmcp · observability | Integrates with Google Analytics 4 to retrieve metrics, dimensions, and customized reports with flexible date ranges for analyzing website performance… | 242 stars · 48 forks | No one-command install · Source | |
| 966 | 95.411 | govcraft-rust-docsmcp · observability | Efficiently loads and processes Rust crate documentation using LlamaIndex's HTML reader, with intelligent file selection logic to handle duplicate… | 297 stars · 40 forks | No one-command install · Source | |
| 967 | 95.464 | arindam200-redditmcp · observability | Integrates with Reddit to provide user analysis with engagement patterns, subreddit statistics with health metrics, post creation with timing… | 299 stars · 41 forks | No one-command install · Source | |
| 968 | 95.863 | phosphoobservability · observability | Phospho is a text analytics and evaluation platform for LLM apps. It logs sessions, runs clustering, detects failures, and surfaces actionable… | 439 stars · 35 forks | No one-command install · Source | |
| 969 | 95.990 | claude-code-statuslineobservability · observability | Enhanced 4-line statusline for Claude Code with themes, cost tracking, and MCP server monitoring | 476 stars · 35 forks | No one-command install · Source | |
| 970 | 96.004 | chaindead-telegrammcp · observability | Bridges AI with Telegram to enable monitoring, organizing, and responding to messages through account access, dialog management, and conversation… | 345 stars · 57 forks | No one-command install · Source | |
| 971 | 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 | |
| 972 | 96.882 | rekklesnna-proxmoxmcp · observability | Enables AI systems to manage Proxmox virtualization environments with tools for monitoring nodes, controlling virtual machines, tracking storage, and… | 516 stars · 88 forks | No one-command install · Source | |
| 973 | 96.893 | overturemcp · observability | Provides interactive visual plans for AI coding agents, allowing users to review, approve, and monitor execution in real-time. | 641 stars · 63 forks | No one-command install · Source | |
| 974 | 96.929 | pab1it0-prometheusmcp · observability | Connects AI systems to Prometheus monitoring infrastructure for executing PromQL queries, discovering metrics, and retrieving target metadata to… | 513 stars · 100 forks | No one-command install · Source | |
| 975 | 97.002 | frappe-assistant-coremcp · observability | MCP server that enables LLMs to interact with ERPNext/Frappe sites for document CRUD, search, reports, workflows, and analytics, respecting user… | 296 stars · 179 forks | No one-command install · Source | |
| 976 | 97.124 | sonarsource-sonarqubemcp · observability | Integrates with SonarQube and SonarCloud platforms for code quality analysis, issue management, metrics retrieval, quality gate monitoring, and system… | 636 stars · 94 forks | No one-command install · Source | |
| 977 | 97.614 | getsentry-sentry-mcpmcp · observability | Sentry.io integration for error tracking and performance monitoring | 837 stars · 142 forks | No one-command install · Source | |
| 978 | 97.789 | ccflarecli · observability | A Claude Code usage dashboard with a web UI: detailed metrics, logging and a short setup. | 1,039 stars · 141 forks | No one-command install · Source | |
| 979 | 97.880 | langtraceeval · observability | Open-source observability tool for LLMs with OpenTelemetry-based tracing, automated evals, and annotation workflows. | 1,228 stars · 127 forks | No one-command install · Source | |
| 980 | 97.959 | alpacahq-tradingmcp · observability | Integrates with Alpaca trading platform to manage stock and options accounts through paper and live trading environments, enabling order execution… | 934 stars · 296 forks | No one-command install · Source | |
| 981 | 98.115 | taxuspt-garmin-connectmcp · observability | Integrates with Garmin Connect to expose fitness and health data, enabling access to activities, detailed workout information, and health metrics like… | 1,102 stars · 349 forks | No one-command install · Source | |
| 982 | 98.121 | openinferenceobservability · observability | OpenInference is an open standard and Python/JS instrumentation library for capturing LLM and agent traces in OpenTelemetry format, built by Arize AI. | 1,192 stars · 302 forks | No one-command install · Source | |
| 983 | 98.162 | azure-cloud-managermcp · observability | Enables AI to manage Azure cloud resources through a .NET-based command-line interface, providing operations for Cosmos DB, Storage, App… | 1,223 stars · 354 forks | No one-command install · Source | |
| 984 | 98.172 | aminforou-gscmcp · observability | Integrates with Google Search Console API to provide website search performance analytics, indexing status monitoring, and sitemap management for SEO… | 1,470 stars · 200 forks | No one-command install · Source | |
| 985 | 98.338 | leonardsellem-n8nmcp · observability | Integrates with n8n workflow automation platform to enable workflow management, execution monitoring, and task automation through a bridge that… | 1,637 stars · 293 forks | No one-command install · Source | |
| 986 | 98.416 | tdd-guardhook · observability | A hooks-driven system that monitors file operations in real-time and blocks changes that violate TDD principles. | 2,324 stars · 185 forks | No one-command install · Source | |
| 987 | 98.562 | metapriseai-orgkernelidentity · observability | Use when every agent action must be traceable to a specific agent instance with its own key, scoped token and tamper-evident log. | 2,699 stars · 247 forks | No one-command install · Source | |
| 988 | 98.570 | signerlabs-shipswiftmcp · observability | Shipping and logistics management with rate comparison, label generation, and tracking. | 3,222 stars · 186 forks | No one-command install · Source | |
| 989 | 98.580 | radarmcp · observability | Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology… | 3,208 stars · 194 forks | No one-command install · Source | |
| 990 | 98.667 | openlitobservability · observability | OpenLIT is an OpenTelemetry-native LLM observability toolkit with GPU monitoring, cost tracking, and a prompt hub (one-line setup for 20+ providers). | 2,736 stars · 367 forks | No one-command install · Source | |
| 991 | 98.792 | langwatchobservability · observability | LangWatch provides real-time LLM analytics, guardrails, and evaluation pipelines with a visual studio for monitoring multi-step agent conversations. | 3,522 stars · 362 forks | No one-command install · Source | |
| 992 | 98.798 | google-analyticsmcp · observability | Integrates with Google Analytics to retrieve website traffic metrics, user behavior data, conversion tracking, and performance insights for analytics… | 3,100 stars · 673 forks | No one-command install · Source | |
| 993 | 98.803 | grafanamcp · observability | Integrates with Grafana to enable searching dashboards, fetching datasource information, querying Prometheus metrics, and managing incidents through… | 3,407 stars · 432 forks | No one-command install · Source | |
| 994 | 98.822 | pydantic-logfireobservability · observability | Logfire by Pydantic: OpenTelemetry-based structured logging and tracing for Python applications with built-in support for FastAPI, SQLAlchemy, and… | 4,450 stars · 283 forks | No one-command install · Source | |
| 995 | 99.046 | grafana-tempoobservability · observability | Grafana Tempo is a cost-efficient distributed tracing backend (OpenTelemetry-native) that pairs with Loki for logs and Prometheus for metrics in LLM… | 5,461 stars · 746 forks | No one-command install · Source | |
| 996 | 99.089 | heliconeobservability · observability | Open-source LLM observability platform: proxy-based logging, cost tracking, caching, and rate limiting for OpenAI-compatible APIs. | 6,123 stars · 662 forks | No one-command install · Source | |
| 997 | 99.113 | claude-code-usage-monitorcli · observability | A real-time terminal-based tool for monitoring Claude Code token usage. It shows live token consumption, burn rate, and predictions for token… | 8,668 stars · 458 forks | No one-command install · Source | |
| 998 | 99.249 | ccstatuslineobservability · observability | A highly customizable status line formatter for Claude Code CLI that displays model info, git branch, token usage, and other metrics in your terminal. | 13,035 stars · 579 forks | No one-command install · Source | |
| 999 | 99.334 | portkey-ai-gatewayobservability · observability | Open-source AI gateway providing a unified API across 100+ LLM providers with built-in observability, request logging, fallbacks, caching, and load… | 12,873 stars · 1,280 forks | No one-command install · Source | |
| 1000 | 99.362 | cc-usagecli · observability | A CLI tool that reads local Claude Code logs and reports usage: cost, token consumption and more, in a dashboard. | 18,282 stars · 817 forks | 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.