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 | corpus-kbmcp · search | Local end-to-end RAG system for agentic code editors, exposing retrieval-augmented generation via MCP to any compatible client. | 1 star | No one-command install · Source | |
| 2 | 22.557 | ver-andimcp · search | Context compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing… | 1 star | No one-command install · Source | |
| 3 | 32.223 | engineering-matrix-explorermcp · search | Enables searching and browsing a curated matrix of 100+ engineering tools by name, tag, or use case, and retrieving ready-to-use boilerplate files for… | 2 stars | No one-command install · Source | |
| 4 | 32.223 | leveretmcp · search | Self-hosted MCP engine for private code reviews, providing deterministic static analysis and AST-level search over diffs, with findings passed to a… | 2 stars | No one-command install · Source | |
| 5 | 38.066 | inovexcorp-mobimcp · search | Integrates with Mobi knowledge management platform to enable semantic data operations including ontology management, SHACL shapes validation, catalog… | 2 stars · 1 fork | No one-command install · Source | |
| 6 | 38.412 | getcmd-spm-dependenciesmcp · search | Provides access to Swift Package Manager dependencies in Xcode and SPM projects with tools to search dependency source code, browse files, and list… | 3 stars | No one-command install · Source | |
| 7 | 38.412 | gh-hampsterx-codex-cli-bridgemcp · search | Expose Codex CLI code review, execution, search, and structured output via MCP. | 3 stars | No one-command install · Source | |
| 8 | 38.412 | ts-language-mcpmcp · search | Enables AI coding agents to interact with TypeScript projects through compiler-level code intelligence, providing tools for navigation, type… | 3 stars | No one-command install · Source | |
| 9 | 44.256 | xbsl-mcpmcp · search | Enables AI agents to lint, search documentation, and perform metadata scaffolding for 1C:Element projects. | 3 stars · 1 fork | No one-command install · Source | |
| 10 | 47.273 | matthewdcage-vapi-voice-aimcp · search | Integrates Vapi's voice AI capabilities with code editors, enabling outbound calls, voice assistant management, and conversation transcript retrieval… | 3 stars · 2 forks | No one-command install · Source | |
| 11 | 49.325 | edgehopmcp · search | Stop grepping. Start knowing. EdgeHop turns a codebase into a queryable graph and serves it over MCP — find where a symbol lives, who calls a… | 6 stars | No one-command install · Source | |
| 12 | 50.895 | abhishekbhakat-code-assistmcp · search | Enables code modification and generation tasks through file operations, search-and-replace, and version control integration for automated refactoring… | 2 stars · 3 forks | No one-command install · Source | |
| 13 | 51.401 | paarths-collab-github-pr-contextmcp · search | GitHub PR history indexing for context-aware code review with multi-LLM support. | 7 stars | No one-command install · Source | |
| 14 | 52.135 | aiwithhassan-documentation-searchmcp · search | Combines web search through Serper API with Groq's language models to intelligently extract and structure clean, readable content from documentation… | 4 stars · 2 forks | No one-command install · Source | |
| 15 | 61.362 | nguyenvanduocit-confluencemcp · search | Provides a robust bridge to the Atlassian Confluence API, enabling search, retrieval, creation, and update of Confluence pages with full-text search… | 6 stars · 4 forks | No one-command install · Source | |
| 16 | 63.439 | myuon-refactormcp · search | Provides regex-based code refactoring capabilities for bulk search-and-replace operations across file systems with pattern matching, context… | 7 stars · 4 forks | No one-command install · Source | |
| 17 | 63.694 | recaf-mcpmcp · search | Enables LLMs to perform JVM bytecode analysis and editing by operating a Recaf workspace through MCP tools. Supports class browsing, decompilation… | 9 stars · 2 forks | No one-command install · Source | |
| 18 | 67.193 | glidermcp-glidermcp · search | Provides Roslyn-powered C# code analysis capabilities including solution management, diagnostics, symbol search, refactoring, and dependency analysis. | 16 stars · 1 fork | No one-command install · Source | |
| 19 | 80.473 | itshare4u-agent-knowledgemcp · search | Provides knowledge management capabilities through Elasticsearch integration, file system operations, and Git/SVN version control with 31 specialized… | 27 stars · 7 forks | No one-command install · Source | |
| 20 | 88.070 | block-xcode-indexmcp · search | Provides direct access to Xcode's project index store through Apple's IndexStoreDB, enabling precise code navigation and refactoring operations on… | 67 stars · 11 forks | No one-command install · Source | |
| 21 | 90.039 | dedeveloper23-codebase-retrieval-repomixmcp · search | Integrates with RepoMix to enable codebase retrieval and analysis for tasks like code review, dependency tracking, and automated documentation… | 84 stars · 15 forks | No one-command install · Source | |
| 22 | 95.650 | ast-grepmcp · search | Bridges to the ast-grep code search tool for finding code patterns in projects using abstract syntax tree matching, enabling efficient code analysis… | 468 stars · 28 forks | No one-command install · Source | |
| 23 | 96.188 | hechtcarmel-jetbrains-index-mcp-pluginmcp · search | A JetBrains IDE plugin that exposes an MCP server, enabling AI coding assistants to leverage the IDE's indexing and refactoring capabilities (rename… | 348 stars · 69 forks | No one-command install · Source | |
| 24 | Unranked | mcp-servers-six-production-minded-mcp-serversmcp · search | A workspace of six MCP servers—grounded-cv (hybrid RAG with citations), repo-intel (GitHub repo intelligence), web-research (safe web… | No signals yet | No one-command install · Source | |
| 25 | Unranked | mcp-code-shrinkermcp · search | A semantic context compiler MCP server that provides stratified L0-L3 code context with exact-source escalation, enabling project analysis, symbol… | No signals yet | No one-command install · Source | |
| 26 | Unranked | mcp-codereviewermcp · search | A three-layer funnel AI code review engine that reduces LLM token consumption by 70%+ while providing deep code analysis. It integrates with GitHub… | No signals yet | No one-command install · Source | |
| 27 | Unranked | convergentmethods-arezzomcp · search | Deterministic Google Docs compiler that handles UTF-16 index arithmetic so AI agents stop corrupting documents. | No signals yet | No one-command install · Source | |
| 28 | Unranked | dev-tools-mcp-servermcp · search | A TypeScript MCP server example providing basic developer tools: hello world greeting, arithmetic calculator, and file information retrieval. | No signals yet | No one-command install · Source | |
| 29 | Unranked | cooneycw-second-opinionmcp · search | Provides code review and analysis using Google Gemini models with streaming responses, context caching, multi-turn sessions, and web search… | No signals yet | No commit datelisted | No one-command install · Source |
| 30 | Unranked | database-schema-designersubagent · search | PROACTIVELY USE this agent when you need to design database schemas, create migration files, optimize database queries, or ensure data integrity. This… | No signals yet | No commit datelisted | armory install database-schema-designer --cli claude |
| 31 | Unranked | serenamcp · search | Semantic code retrieval & editing tools for coding agents. | No signals yet | No commit datelisted | No one-command install · Source |
| 32 | Unranked | webforjmcp · search | Documentation search, project scaffolding, and theme generation for Java web applications | 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.