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 | 22.557 | j-link-rtt-viewer-mcpmcp · observability | Enables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory… | 1 star | No one-command install · Source | |
| 2 | 32.223 | fitodomik-gitlabmcp · observability | Integrates with GitLab projects to provide merge request management, code review workflows, and CI/CD pipeline monitoring with tools for accessing… | 2 stars | No one-command install · Source | |
| 3 | 32.223 | us-all-datadogmcp · observability | Community MCP integration for Datadog, giving AI agents access to metrics, monitors, logs, APM, RUM, incidents, and CI/CD data. | 2 stars | No one-command install · Source | |
| 4 | 35.443 | datadog-mcp-server-2mcp · observability | A Model Context Protocol (MCP) server that provides comprehensive Datadog monitoring capabilities, enabling Claude to manage CI/CD pipelines, analyze… | 2 forks | No one-command install · Source | |
| 5 | 38.412 | actions-pulsemcp · observability | Real-time GitHub Actions observability with DORA Metrics, Cost Analysis, and CI/CD Health dashboards. | 3 stars | No one-command install · Source | |
| 6 | 38.412 | whenlabs-whenmcp · observability | Developer toolkit bundling six tools for documentation drift detection, environment validation, port conflict resolution, and performance monitoring. | 3 stars | No one-command install · Source | |
| 7 | 41.082 | kindly-software-kdbmcp · observability | AI-powered time-travel debugger with bidirectional execution replay, audit-compliant hash-chain logging, and SIMD-accelerated stack unwinding. Free… | 1 star · 2 forks | No one-command install · Source | |
| 8 | 60.035 | phuongrealmax-code-guardianmcp · observability | AI-powered code refactor engine with 80+ MCP tools for code analysis, hotspot detection, complexity metrics, persistent memory, and automated… | 6 stars · 3 forks | No one-command install · Source | |
| 9 | 69.349 | sunfmin-go-debuggermcp · observability | Provides a bridge to the Delve debugger for Go applications, enabling runtime debugging capabilities including breakpoints, stepping through code… | 11 stars · 4 forks | No one-command install · Source | |
| 10 | 78.613 | roku-dev-studio-mcp-servermcp · observability | All-in-one developer tool and MCP Server for Roku development, featuring ECP device control, automated channel sideloading, BrightScript debugging… | 29 stars · 4 forks | No one-command install · Source | |
| 11 | 79.931 | d4n-sec-jdi-debuggermcp · observability | Connects to running Java applications via JDWP for real-time debugging with breakpoint management, variable inspection, step execution control, and… | 30 stars · 5 forks | No one-command install · Source | |
| 12 | 88.338 | phpcodearcheology-phpcodearcheologymcp · observability | PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection, refactoring… | 89 stars · 8 forks | No one-command install · Source | |
| 13 | 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 | |
| 14 | 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 | |
| 15 | 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 | |
| 16 | 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 | |
| 17 | Unranked | cv-tailor-mcpmcp · observability | Enables users to tailor a one-page LaTeX CV to a job posting by fetching relevant facts from a YAML file, rendering a LaTeX document from id-based… | No signals yet | No one-command install · Source | |
| 18 | Unranked | zerolang-agent-compiler-mcpmcp · observability | Paid remote MCP for ZeroLang, providing tools to compile ZeroLang programs, run fixtures, explain compile errors, and export agent plans, with… | No signals yet | No one-command install · Source | |
| 19 | Unranked | atomadic-fusemcp · observability | Polyglot compiler for the agent economy that harvests logic atoms from codebases and discovers product chains. | No signals yet | No commit datelisted | No one-command install · Source |
| 20 | Unranked | create-pr-2skill · observability | Create pull requests following Sentry conventions. Use when opening PRs, writing PR descriptions, or preparing changes for review. Follows Sentry's… | No signals yet | No commit datelisted | armory install create-pr-2 --cli claude |
| 21 | Unranked | dynatrace-mcp-servermcp · observability | Manage and interact with the Dynatrace Platform for real-time observability and monitoring. | No signals yet | No commit datelisted | No one-command install · Source |
| 22 | Unranked | logfiremcp · observability | Provides access to OpenTelemetry traces and metrics through Logfire. | No signals yet | No commit datelisted | No one-command install · Source |
| 23 | Unranked | openfoam-mcp-2mcp · observability | Turns an AI assistant into an OpenFOAM setup and debugging co-pilot, enabling case scaffolding, dictionary edits, mesh sizing, turbulence… | No signals yet | No commit datelisted | No one-command install · Source |
| 24 | Unranked | trace-mcpmcp · observability | Framework-aware code intelligence — semantic navigation, impact analysis, and refactoring across 60 framework integrations and 81 languages with up to… | 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.