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 | wetlab-mcpmcp · front-end | Enables AI-assisted molecular biology experiment design with tools for qPCR primer design, cloning strategy optimization, TaqMan probe design, and… | 1 star | No one-command install · Source | |
| 2 | 22.557 | qr-makermcp · front-end | Generate styled QR codes, manage dynamic short links with analytics, and publish micro-landing pages via AI. | 1 star | No one-command install · Source | |
| 3 | 38.412 | circuit-recognitionmcp · front-end | MCP server for intelligent circuit diagram recognition, enabling detection of components, text, topology, and netlist from circuit images. | 3 stars | No one-command install · Source | |
| 4 | 53.186 | dannykeane-figmanagemcp · front-end | Manages Figma organization workspaces including seats, teams, projects, permissions, and analytics. | 8 stars | No one-command install · Source | |
| 5 | 83.280 | spicebridgemcp · front-end | AI-powered circuit design through simulation — an MCP server that gives language models direct access to SPICE circuit simulation via ngspice… | 37 stars · 8 forks | No one-command install · Source | |
| 6 | 98.377 | nteract-semioticmcp · front-end | React data visualization MCP server with 30+ chart types. 5 tools: suggest charts for a dataset, render validated React configs to SVG, diagnose… | 2,691 stars · 137 forks | No one-command install · Source | |
| 7 | Unranked | dhis2-mcpmcp · front-end | Enables read-only interaction with DHIS2 health data by searching indicators and querying compact analytics results, designed for small local models. | No signals yet | No one-command install · Source | |
| 8 | Unranked | youtube-transcript-indexmcp · front-end | Provides MCP tools for fetching timestamped YouTube transcripts and top comments, scanning spreadsheets for video links, and a local web UI for… | No signals yet | No one-command install · Source | |
| 9 | Unranked | motormcp · front-end | An MCP server that exposes five tools for generating verified electronic circuit documentation, including netlist verification, component lookup, and… | No signals yet | No one-command install · Source | |
| 10 | Unranked | umami-analytics-mcpmcp · front-end | A security-first MCP server for Umami analytics (Cloud and self-hosted v3) enabling analytics, reporting, and administration with least privilege and… | No signals yet | No one-command install · Source | |
| 11 | Unranked | openpanel-mcpmcp · front-end | Minimal MCP server for OpenPanel analytics, enabling queries for landing pages, page events, and tracked event names. | No signals yet | No one-command install · Source | |
| 12 | Unranked | francolabs-mcp-servermcp · front-end | Connect AI assistants to the FrancoLabs UX research platform to create and manage studies, browse templates, read participant responses and analytics… | No signals yet | No one-command install · Source | |
| 13 | Unranked | krystalview-mcp-servermcp · front-end | Enables AI agents to access website analytics, including visitor sessions, UX friction, conversion funnels, and anomaly alerts. | No signals yet | No one-command install · Source | |
| 14 | Unranked | ab-test-setupskill · front-end | When the user wants to plan, design, or implement an A/B test or experiment. Also use when the user mentions "A/B test," "split test," "experiment,"… | No signals yet | No commit datelisted | armory install ab-test-setup --cli claude |
| 15 | Unranked | business-process-analystsubagent · front-end | PROACTIVELY USE this agent when you need to analyze existing business processes, identify improvement opportunities, translate business requirements… | No signals yet | No commit datelisted | armory install business-process-analyst --cli claude |
| 16 | Unranked | interface-designersubagent · front-end | PROACTIVELY USE this agent when you need to design user interfaces, API specifications, or system integrations that prioritize usability and… | No signals yet | No commit datelisted | armory install interface-designer --cli claude |
| 17 | Unranked | iot-engineersubagent · front-end | Use when designing and deploying IoT solutions requiring expertise in device management, edge computing, cloud integration, and handling challenges… | No signals yet | No commit datelisted | armory install iot-engineer --cli claude |
| 18 | Unranked | mcp-app-vscode-bigquerymcp · front-end | Enables GitHub Copilot to query BigQuery and render interactive React visualizations directly in VS Code Chat. | No signals yet | No commit datelisted | No one-command install · Source |
| 19 | Unranked | senior-data-engineerskill · front-end | World-class data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in Python, SQL, Spark… | No signals yet | No commit datelisted | armory install senior-data-engineer --cli claude |
| 20 | Unranked | senior-data-scientistskill · front-end | World-class data science skill for statistical modeling, experimentation, causal inference, and advanced analytics. Expertise in Python (NumPy… | No signals yet | No commit datelisted | armory install senior-data-scientist --cli claude |
| 21 | Unranked | ux-researchersubagent · front-end | Use this agent when you need to conduct user research, analyze user behavior, or generate actionable insights to validate design decisions and uncover… | No signals yet | No commit datelisted | armory install ux-researcher --cli claude |
| 22 | Unranked | vercel-analyticsworkflow · front-end | Set up Vercel Analytics and Speed Insights for React/Vite projects | No signals yet | No commit datelisted | armory install vercel-analytics --cli claude |
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.