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 | 91.416 | rashidazarang-airtablemcp · database | Integrates with Airtable to enable database operations like listing bases, browsing tables, and performing CRUD operations on records directly within… | 88 stars · 28 forks | No one-command install · Source | |
| 2 | 87.340 | n24q02m-code-review-graphmcp · database | Knowledge graph for token-efficient code reviews with fixed search, configurable embeddings, and qualified call resolution. | 66 stars · 9 forks | No one-command install · Source | |
| 3 | 68.021 | johannhartmann-code-analysismcp · database | Provides intelligent code analysis and semantic search for large codebases using TreeSitter parsing, PostgreSQL with pgvector embeddings, and… | 11 stars · 3 forks | No one-command install · Source | |
| 4 | 66.528 | barrhawk-premium-e2emcp · database | Self-healing E2E testing framework with tripartite architecture that automatically recovers from application changes and failures using browser… | 15 stars · 1 fork | No one-command install · Source | |
| 5 | 59.029 | opera-devtools-mcpmcp · database | Enables AI coding assistants to control and inspect a browser via DevTools, with additional Opera Neon AI tools for chat, page actions, content… | 8 stars · 1 fork | No one-command install · Source | |
| 6 | 53.186 | th3w1zard1-cedarscriptmcp · database | Provides CEDARScript (a SQL-like language) capabilities for executing pattern matching and transformations on source code to enable automated… | 8 stars | No commit datelisted | No one-command install · Source |
| 7 | 22.557 | boycemcp · database | Deterministic NL-to-SQL compiler for AI agents that eliminates guessing and index errors. | 1 star | No one-command install · Source | |
| 7 | 22.557 | mssql-agent-mcpmcp · database | Provides tools for querying and managing Microsoft SQL Server databases, including stored procedures and SQL Server Agent jobs as code with version… | 1 star | No one-command install · Source | |
| 9 | Unranked | arianlopezc-trabucomcp · database | Generates and manages production-ready Java multi-module Maven projects with database, messaging, and CI/CD configurations. | No signals yet | 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.