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 | 98.825 | big-bencheval · front-end | Google's Beyond the Imitation Game benchmark: 200+ diverse tasks designed to probe capabilities beyond standard NLP benchmarks. | 3,247 stars · 618 forks | Stale | No one-command install · Source |
| 2 | 97.631 | cookjohn-zoteromcp · front-end | Integrates with Zotero reference management software through a dual-component architecture to provide access to bibliographic data, abstracts, tags… | 1,117 stars · 92 forks | No one-command install · Source | |
| 3 | 95.547 | shuotao-revitmcp · front-end | Educational implementation bridging Autodesk Revit with AI assistants through dual-component architecture for model control and building information… | 102 stars · 110 forks | No one-command install · Source | |
| 4 | 89.043 | studentofjs-figma-to-reactmcp · front-end | Transforms Figma designs into React components with TypeScript and Tailwind CSS, providing tools for API integration, component extraction, and… | 77 stars · 12 forks | No one-command install · Source | |
| 5 | 84.221 | connectry-io-connectrylab-architect-cert-mcpmcp · front-end | Free certification prep for the Claude Certified Architect exam. 390 scenario-based questions, guided capstone build, 30 concept handouts, 6 reference… | 33 stars · 14 forks | No one-command install · Source | |
| 6 | 80.662 | studentofjs-frontend-testingmcp · front-end | Enables automated frontend testing by analyzing JavaScript/TypeScript code, generating Jest and Cypress tests, and executing them in isolated… | 26 stars · 8 forks | No one-command install · Source | |
| 7 | 75.782 | bcefghj-math-animationmcp · front-endalso listed as math-animation-mcp | Generates Manim-based educational math animations from text descriptions, LaTeX formulas, PDFs, or images. | 16 stars · 7 forks | No one-command install · Source | |
| 9 | 59.029 | mcp-ctf-challenge-servermcp · front-end | A vulnerable MCP server designed for educational CTF challenges. It demonstrates various MCP security vulnerabilities in a controlled environment. | 8 stars · 1 fork | No one-command install · Source | |
| 10 | 38.066 | gepai-mcpmcp · front-end | An MCP server for designing environmental education lessons using built-in Korean curriculum standards, resource catalogs, and full-text document… | 2 stars · 1 fork | No one-command install · Source | |
| 11 | 32.223 | uxspotmcp · front-end | A remote MCP server exposing uxspot.io's curated UX glossary, AI tools directory, checklists, and Learn UX curriculum as callable tools. Enables AI… | 2 stars | No one-command install · Source | |
| 12 | 29.013 | mcp-academic-editormcp · front-end | A sophisticated academic manuscript revision system that provides surgical, line-anchored editing tools through MCP, designed for precise manuscript… | 1 star · 1 fork | No one-command install · Source | |
| 13 | 22.557 | doigetmcp · front-end | Converts DOIs and arXiv IDs into local PDFs via official open-access APIs, designed as an agent-facing companion for academic paper retrieval. | 1 star | No one-command install · Source | |
| 14 | Unranked | k12-lesson-toolkit-standards-servermcp · front-end | MCP standards server that grounds K-12 lesson plans by providing tools to look up standards, progressions, curriculum, misconceptions, and learning… | No signals yet | No one-command install · Source | |
| 15 | Unranked | mock-screenshots-mcp-servermcp · front-end | Enables AI agents to compose fake chat conversations and generate deep links to a pre-filled mock screenshot generator for parody, education, and… | No signals yet | No one-command install · Source | |
| 16 | Unranked | skillops-mcpmcp · front-end | An AI-powered MCP server for EdTech teams that automates support triage, re-engagement outreach, feedback analysis, progress reporting, and course… | No signals yet | No one-command install · Source | |
| 17 | Unranked | semesters-mcp-servermcp · front-end | Enables AI assistants to build trauma-informed, dyslexia-friendly educational software with specialized tools for accessible UI generation, content… | No signals yet | No one-command install · Source | |
| 18 | Unranked | latex-postersskill · front-end | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and… | No signals yet | No commit datelisted | armory install latex-posters --cli claude |
| 19 | Unranked | latex-posters-2skill · front-end | Create professional research posters in LaTeX using beamerposter, tikzposter, or baposter. Support for conference presentations, academic posters, and… | No signals yet | No commit datelisted | armory install latex-posters-2 --cli claude |
| 20 | Unranked | manimskill · front-end | Comprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic control | No signals yet | No commit datelisted | armory install manim --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.