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 | 96.814 | hanlulong-statamcp · other | Integrates Stata statistical software with code editors like VS Code and Cursor, enabling direct command execution, real-time output viewing, and… | 491 stars · 85 forks | No one-command install · Source | |
| 2 | 95.526 | wrale-tree-sittermcp · other | Provides code analysis capabilities through tree-sitter parsing, enabling structured understanding and manipulation of source code across multiple… | 310 stars · 40 forks | No one-command install · Source | |
| 3 | 94.927 | typescript-refactoringmcp · other | Provides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol… | 453 stars · 19 forks | No one-command install · Source | |
| 4 | 93.432 | jetbrains-ide-pluginmcp · other | Integrates Large Language Models with JetBrains IDEs, enabling custom AI-powered tools for code generation, refactoring, and development tasks. | 134 stars · 42 forks | No one-command install · Source | |
| 5 | 93.052 | agiflow-scaffold-generatormcp · other | Generates code scaffolding for modern web applications using template-based boilerplate creation and feature addition with variable substitution… | 161 stars · 22 forks | No one-command install · Source | |
| 6 | 91.321 | chinawsb-delphi-compilermcp · other | Compiles Delphi projects and Pascal files using locally installed compilers with multi-version support and build history tracking. | 101 stars · 19 forks | No one-command install · Source | |
| 7 | 89.177 | bestk-vscode-internal-commandsmcp · other | VSCode extension that exposes VSCode's internal commands and functionality, enabling direct control of the editor environment for automated… | 63 stars · 20 forks | No one-command install · Source | |
| 8 | 88.487 | cynicalsally-climcp · other | Provides brutally honest code reviews, explanations, and refactoring suggestions via CLI and MCP tools. | 93 stars · 8 forks | No one-command install · Source | |
| 9 | 88.303 | mitsuhiko-pexpectmcp · other | Provides remote process control and debugging capabilities through Python's pexpect library, enabling spawning, interaction with, and control of… | 74 stars · 10 forks | No one-command install · Source | |
| 10 | 85.393 | kuberstar-qartezmcp · other | Code intelligence with 21 tools for symbol navigation, impact analysis, refactoring, and architecture enforcement. | 71 stars · 5 forks | No one-command install · Source | |
| 11 | 84.796 | cayirtepeomer-gerrit-code-reviewmcp · other | Integrates with Gerrit code review systems to enable detailed analysis of code changes, diffs, file modifications, and reviewer details across review… | 38 stars · 12 forks | No one-command install · Source | |
| 12 | 84.628 | pzalutski-javalensmcp · other | 63 semantic Java analysis tools via Eclipse JDT for navigation, refactoring, and code intelligence. | 37 stars · 12 forks | No one-command install · Source | |
| 13 | 82.251 | arvindand-maven-tools-mcpmcp · other | Universal Maven Central dependency intelligence for JVM build tools (Maven, Gradle, SBT, Mill). Features bulk operations, version comparison… | 32 stars · 8 forks | No one-command install · Source | |
| 13 | 82.251 | pzalutski-sharplensmcp · other | 62 semantic C# and .NET analysis tools via Roslyn for navigation, refactoring, and code generation. | 32 stars · 8 forks | No one-command install · Source | |
| 15 | 81.926 | kashuncheng-dapmcp · other | Bridges debugging tools with AI systems through the Debug Adapter Protocol, enabling debugger control, breakpoint management, and program state… | 40 stars · 5 forks | No one-command install · Source | |
| 16 | 81.343 | sniperrich-recafmcp · other | Bridges Recaf 4.x Java bytecode editor with decompilation, bytecode analysis, call graph exploration, JASM assembly, and workspace management. | 33 stars · 6 forks | No one-command install · Source | |
| 17 | 79.123 | egorpavlikhin-roslyn-analyzermcp · other | Provides C# code analysis capabilities by leveraging the Microsoft Roslyn compiler platform to validate syntax, find references, and run recommended… | 31 stars · 4 forks | No one-command install · Source | |
| 18 | 79.113 | saiprashanths-code-analysismcp · other | Integrates code analysis with scraping capabilities to enable code review, static analysis, and automated refactoring suggestions for development… | 27 stars · 5 forks | No one-command install · Source | |
| 19 | 77.488 | dphoeniixx-djebmcp · other | Integrates with JEB decompiler through a Python-Jython bridge to enable direct Android APK analysis, method decompilation, code element manipulation… | 25 stars · 4 forks | No one-command install · Source | |
| 20 | 77.233 | agy-mcpmcp · other | Wraps Google Antigravity CLI into 11 typed MCP tools, enabling any MCP client to invoke agy for code review, prototyping, execution, and long-running… | 20 stars · 6 forks | No one-command install · Source | |
| 21 | 77.014 | grumpydevmcp · other | Provides brutally honest, sarcastic code reviews from a simulated grumpy senior developer with 40+ years of experience, highlighting mistakes… | 21 stars · 5 forks | No one-command install · Source | |
| 22 | 75.782 | sirosuzume-ts-morphmcp · other | Enables AI to perform complex TypeScript/JavaScript refactoring operations like renaming symbols, moving code between files, and updating import paths… | 16 stars · 7 forks | No one-command install · Source | |
| 23 | 75.004 | grok-in-codexmcp · other | Enables Codex to delegate code reviews, coding tasks, image/video generation, and background investigations to Grok via MCP tools. | 22 stars · 3 forks | No one-command install · Source | |
| 24 | 74.139 | dwisiswant0-delvemcp · other | Provides a complete interface to the Delve debugger for Go programs, enabling starting debug sessions, setting breakpoints, controlling execution… | 20 stars · 3 forks | No one-command install · Source | |
| 25 | 73.756 | jtang613-gdbmcp · other | Integrates with GNU Debugger to enable execution of arbitrary GDB commands within debugging sessions for automated debugging workflows, intelligent… | 15 stars · 5 forks | No one-command install · Source | |
| 26 | 72.843 | mcp-python-refactoringmcp · other | Analyzes Python code and provides guided refactoring suggestions without automatically modifying code. | 13 stars · 6 forks | No one-command install · Source | |
| 27 | 71.892 | delphi-compilermcp · other | Integrates with RAD Studio compilers and MSBuild to compile Delphi/Object Pascal projects with automatic project discovery, multi-platform support… | 14 stars · 4 forks | No one-command install · Source | |
| 28 | 71.864 | brutski-go-code-graphmcp · other | Analyzes Go codebases using AST parsing and Neo4j graph storage to enable natural language queries about code structure, dependencies, architectural… | 19 stars · 2 forks | No one-command install · Source | |
| 29 | 70.383 | seanivore-code-analyzermcp · other | Analyzes Python code structure, complexity, and dependencies using parsing tools to provide insights for automated quality checks and code reviews. | 11 stars · 5 forks | No one-command install · Source | |
| 30 | 69.000 | kingdomseed-structured-workflowmcp · other | Provides structured workflow guidance for disciplined software engineering practices through four specialized methodologies (refactoring, feature… | 12 stars · 3 forks | No one-command install · Source | |
| 31 | 68.063 | carterlasalle-system-informationmcp · other | Gathers detailed development environment data to enhance context-aware assistance in code editors, enabling tailored coding suggestions and… | 7 stars · 6 forks | No one-command install · Source | |
| 32 | 67.906 | sammcj-data-extractormcp · other | Extracts data from TypeScript/JavaScript code into JSON configuration files, facilitating code refactoring and improved maintainability. | 9 stars · 5 forks | No one-command install · Source | |
| 33 | 63.896 | shaftmcp · other | Selenium-based web automation and testing framework | 8 stars · 3 forks | No one-command install · Source | |
| 33 | 63.896 | basti-fantasti-delphi-buildmcp · other | Enables compilation of Delphi projects by parsing .dproj files and managing library paths through TOML configuration with intelligent compiler output… | 8 stars · 3 forks | No one-command install · Source | |
| 35 | 61.350 | storybloq-lensesmcp · other | Enables multi-lens code review by running 8 specialized reviewers in parallel, deduplicating findings, and producing a single verdict. | 16 stars | No one-command install · Source | |
| 36 | 58.185 | leonardosalvatore-llama-cpp-debuggermcp · other | Debugs Linux systems on embedded Debian VMs using systemd, Linux, compiler, and GDB tools organized in named namespaces. | 6 stars · 2 forks | No one-command install · Source | |
| 37 | 57.754 | tomsiwik-expertsmcp · other | Provides expert-level code review through simulated personas like Martin Fowler and Uncle Bob, offering refactoring suggestions and clean code… | 3 stars · 4 forks | No one-command install · Source | |
| 38 | 48.150 | vsc-as-mcpmcp · other | Enables AI assistants to leverage VS Code's language intelligence for code navigation, refactoring, and analysis via the MCP protocol. | 4 forks | No one-command install · Source | |
| 39 | 47.273 | jaggerxtrm-qwen-codemcp · other | Bridges Qwen's code analysis capabilities through CLI integration, providing file-referenced queries with @filename syntax, automatic model fallback… | 3 stars · 2 forks | No one-command install · Source | |
| 40 | 46.654 | marshally-refactoringmcp · other | Access Martin Fowler's refactoring catalog with 71+ refactoring patterns | 5 stars | No one-command install · Source | |
| 41 | 44.256 | forge-thinkmcp · other | Multi-step adversarial forging engine for MCP that externalizes deep reasoning into structured tools, offering three modes (seq, chain, deliberate)… | 3 stars · 1 fork | No one-command install · Source | |
| 41 | 44.256 | siddontang-tidb-aimcp · other | Integrates with TiDB AI to enable direct querying and response streaming within code editors through a lightweight Go-based bridge. | 3 stars · 1 fork | No one-command install · Source | |
| 43 | 43.498 | yawlabs-electronmcp · other | Development intelligence for Electron.js apps covering IPC scaffolding, security auditing, build tooling, and version migration guidance. | 2 stars · 2 forks | No one-command install · Source | |
| 44 | 43.275 | algiras-debugiummcp · other | Live debugger with bridge support for Python, JavaScript, TypeScript, Rust, Java, and C/C++. | 4 stars | No one-command install · Source | |
| 45 | 38.412 | oracle-forms-mcpmcp · other | Enables AI assistants to inspect and query Oracle Forms modules (blocks, triggers, program units, etc.) without Forms Builder, supporting reverse… | 3 stars | No one-command install · Source | |
| 45 | 38.412 | karellen-rr-reverse-debuggermcp · other | Integrates Mozilla's rr record-and-replay debugging tool with GDB for bidirectional debugging with breakpoint management, state inspection, and… | 3 stars | No one-command install · Source | |
| 47 | 32.223 | cartapenabark-dotnet-analyzermcp · other | Deep C# code analysis using Microsoft's Roslyn compiler platform. | 2 stars | No one-command install · Source | |
| 47 | 32.223 | murugarajr-ohmmcp · other | AST-based Python refactoring and code quality analysis with safe automated refactorings and rollback | 2 stars | No one-command install · Source | |
| 49 | 29.013 | adrianmikula-jakarta-migrationmcp · other | Automates Java EE to Jakarta EE migrations with dependency analysis, namespace refactoring from javax.* to jakarta.* packages, and runtime… | 1 star · 1 fork | No one-command install · Source | |
| 50 | 23.374 | leobuskin-jetbrains-idemcp · other | Bridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation… | 1 fork | No one-command install · Source | |
| 51 | 22.557 | weavatrix-refactormcp · other | Provides read-only code analysis and safe, reversible code refactoring with proven edit plans, previews, and rollback. | 1 star | No one-command install · Source | |
| 51 | 22.557 | lyrenthmcp · otheralso listed as lyrenth-mcp | Read any public web page as a clean AIDocument: Markdown plus title, description, and structure, with navigation and boilerplate stripped. Reads… | 1 star | No one-command install · Source | |
| 51 | 22.557 | pymcuprog-mcpmcp · other | Enables AI tools to program Microchip AVR microcontrollers via natural language by wrapping pymcuprog, supporting USB HID debuggers and serial UART… | 1 star | No one-command install · Source | |
| 51 | 22.557 | kaina3-python-debuggermcp · other | Provides Python debugging capabilities through breakpoint-based execution control and variable inspection, enabling controlled script execution with… | 1 star | No one-command install · Source | |
| 51 | 22.557 | splice-weavermcp · other | Provides AST-powered semantic code editing capabilities across 20+ programming languages through ast-grep integration, enabling precise… | 1 star | No one-command install · Source | |
| 51 | 22.557 | saurabhdaware-abellmcp · other | Enables AI assistants to interact with Abell static site generator for retrieving syntax documentation and scaffolding complete applications through… | 1 star | No one-command install · Source | |
| 58 | Unranked | moonbridgemcp · other | Enables compatible MCP clients to invoke Kimi Code for second opinions, code reviews, and delegated coding tasks with structured results. | No signals yet | No one-command install · Source | |
| 59 | Unranked | mcp-press-releasemcp · other | Transforms announcements into professional press releases with headline, body, boilerplate, and media contact sections. | No signals yet | No one-command install · Source | |
| 60 | Unranked | java-boilerplate-generator-mcpmcp · other | Enables automatic generation of explicit boilerplate methods (getter/setter/equals/hashCode/toString/constructors) for Java entity classes, replacing… | No signals yet | No one-command install · Source | |
| 61 | Unranked | weavatrix-refactor-jsmcp · other | Provides evidence-backed, transactional code refactoring for JavaScript/TypeScript and other languages via MCP, enabling semantic renames, signature… | No signals yet | No one-command install · Source | |
| 62 | Unranked | traecnclaw-mcpmcp · other | Control TraeCN desktop automation through explicit, profile-scoped MCP tools. Supports task delegation, model control, dialog handling, code review… | No signals yet | No one-command install · Source | |
| 63 | Unranked | unity-debugger-pure-mcpmcp · other | Provides MCP tools to manage and interact with Unity debug sessions in VS Code, including breakpoints, snapshots, evaluation, and stepping, via a… | No signals yet | No one-command install · Source | |
| 64 | Unranked | mcp-maccleanmcp · other | Local multi-package manager cache cleaning MCP service that safely discovers, previews, and cleans caches for Maven, pnpm, npm, yarn, pip, uv, and Go. | No signals yet | No one-command install · Source | |
| 65 | Unranked | machineprofile-mcpmcp · other | Enables AI assistants to retrieve structured information about the local Windows machine, including system specifications, resource health, developer… | No signals yet | No one-command install · Source | |
| 66 | Unranked | csoai-org-code-reviewer-ai-mcpmcp · other | AI-powered code review and quality analysis tools. | No signals yet | No one-command install · Source | |
| 67 | Unranked | squidboy30-boltworkmcp · other | Pay-per-call AI services including PDF summarization, code review, and translation via Bitcoin Lightning. | No signals yet | No one-command install · Source | |
| 68 | Unranked | vola-trebla-tsconfig-flattenermcp · other | Resolves TypeScript config inheritance chains and returns effective compiler options per file. | No signals yet | No one-command install · Source | |
| 69 | Unranked | srotzin-hiveconsultmcp · other | Reasoning-as-a-service platform offering structured analysis, decision support, and code review via MCP tools. | No signals yet | No one-command install · Source | |
| 70 | Unranked | gh-j0hanz-code-review-analystmcp · other | Gemini-powered code review analysis for automated quality assessment. | No signals yet | No one-command install · Source | |
| 71 | Unranked | j0hanz-code-lensmcp · other | Gemini-powered code review, analysis, and documentation generation. | No signals yet | No one-command install · Source | |
| 72 | Unranked | trite-code-analysismcp · other | Analyzes .NET solutions and projects using Roslyn to detect unreferenced code members including classes, methods, properties, and fields with… | No signals yet | No one-command install · Source | |
| 73 | Unranked | debugger-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 74 | Unranked | devplanmcp · other | { | No signals yet | No commit datelisted | No one-command install · Source |
| 75 | Unranked | devtools-mcpmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 76 | Unranked | fusion-compiler-session-mcpmcp · other | Manages a persistent Fusion Compiler session via PTY, enabling Tcl command execution and common EDA queries through an MCP interface. | No signals yet | No commit datelisted | No one-command install · Source |
| 77 | Unranked | fusion-compiler-session-mcp-2mcp · other | Enables starting and managing named independent PTY sessions for Synopsys Fusion Compiler, sending arbitrary Tcl commands, and listing/interrupting… | No signals yet | No commit datelisted | No one-command install · Source |
| 78 | Unranked | mcp-devtoolsmcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 79 | Unranked | mcp-nodejs-debuggermcp · other | Listed on mcp.so; Armory has only its name so far. | No signals yet | No commit datelisted | No one-command install · Source |
| 80 | Unranked | mermaidmcp · other | Generate Mermaid diagrams and charts dynamically with AI. Create flowcharts, sequence diagrams, class diagrams, and more via MCP. | No signals yet | No commit datelisted | No one-command install · Source |
| 81 | Unranked | nousia-23mcp · other | Enables deterministic, neural-free compilation of natural language into typed intent and canonical receipts, with proof-gated synthesis and governed… | No signals yet | No commit datelisted | No one-command install · Source |
| 82 | Unranked | phodal-remodern-javamcp · other | Provides Java legacy modernization tools including AST-based code generation, template-driven generation, source code parsing, JSP analysis, bytecode… | No signals yet | No commit datelisted | No one-command install · Source |
| 83 | Unranked | testspritemcp · other | TestSprite’s MCP reads your intent, tests your code, and tells you what to fix. | No signals yet | No commit datelisted | No one-command install · Source |
| 84 | Unranked | vscode-devtoolsmcp · other | Listed on mcp.so; Armory has only its name so far. | 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.