Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 101 | 43.275 | ast-mcp-servermcp · back-end | ast-mcp-server gives coding agents compact, type-aware access to TypeScript and JavaScript projects, providing structural code tools based on the real… | 4 stars | No one-command install · Source | |
| 101 | 43.275 | reqlymcp · back-end | API client with an MCP server. Your agent builds collections from your codebase, runs requests, writes e2e flows, and exports them to GitHub Actions… | 4 stars | No one-command install · Source | |
| 101 | 43.275 | refactor-mcpmcp · back-end | A Model Context Protocol (MCP) server for automated refactoring of Java and TypeScript/JavaScript codebases. | 4 stars | No one-command install · Source | |
| 101 | 43.275 | dozzman-sonarcloudmcp · back-end | Integrates with SonarCloud API to fetch and analyze code quality issues for pull requests, providing detailed issue data with filtering by severity… | 4 stars | No one-command install · Source | |
| 105 | 42.840 | jweathermcp · back-end | Integrates with weather data services to provide real-time conditions and forecasts through an asyncio-powered Python server with automated CI/CD… | 3 forks | No one-command install · Source | |
| 106 | 41.082 | kimi-api-mcpmcp · back-end | MCP server that provides file operations and Moonshot API-powered tools (reasoning, code review, testing, research, web search, agent) for Kimi K2.5… | 1 star · 2 forks | No one-command install · Source | |
| 106 | 41.082 | ryudi84-sovereign-apimcp · back-end | REST API boilerplate generation with Express endpoint scaffolding. | 1 star · 2 forks | No one-command install · Source | |
| 106 | 41.082 | fastmcp-render-boilerplatemcp · back-end | A boilerplate MCP server built with Python and FastMCP, ready for deployment on Render, with example tools and logging. | 1 star · 2 forks | No one-command install · Source | |
| 109 | 38.412 | megalinter-mcp-servermcp · back-end | Enables running MegaLinter linting, configuration, and analysis through MCP tools. Works with any CI/CD platform or locally. | 3 stars | No one-command install · Source | |
| 109 | 38.412 | paiml-pforgemcp · back-end | Zero-boilerplate framework for building MCP servers with declarative YAML configuration | 3 stars | No one-command install · Source | |
| 109 | 38.412 | marin1321-devtoolsmcp · back-end | Production-grade MCP server providing AI-native developer tools across filesystem, database, process, and OpenAPI categories. | 3 stars | No one-command install · Source | |
| 109 | 38.412 | abnersajr-readeditmcp · back-end | Batch file read and edit MCP server that consolidates multi-file operations into single tool calls, reducing token usage by 80-95% for refactoring… | 3 stars | No one-command install · Source | |
| 109 | 38.412 | lininn-gitlab-code-reviewmcp · back-end | Integrates with GitLab's REST API to provide merge request analysis, diff comparison, review comment management, and approval workflows for… | 3 stars | No one-command install · Source | |
| 109 | 38.412 | devtools-mcp-servermcp · back-end | A specialized MCP server focused on process management, development server control, and browser console log collection. | 3 stars | No one-command install · Source | |
| 115 | 38.066 | vectrmcp · back-end | Semantic codebase search + persistent working memory for AI code editors. Local, zero-config, MCP. No API key. | 2 stars · 1 fork | No one-command install · Source | |
| 116 | 35.443 | tcsas-devtools-mcp-servermcp · back-end | Enables AI assistants to manage TCSAS miniprogram development tasks such as launching the IDE, previewing, and uploading miniprograms via natural… | 2 forks | No one-command install · Source | |
| 117 | 32.223 | mcp-chrome-debugger-protocolmcp · back-end | MCP server that lets AI coding tools control and observe a running Node.js process through the chrome devtools protocol (CDP), via a lightweight Debug… | 2 stars | No one-command install · Source | |
| 117 | 32.223 | io-github-zengineco-gonzalgomcp · back-end | Enables auditing formal libraries (Lean 4/Mathlib and Metamath) to trace axiom dependencies, find theorems resting on sorry or compiler trust, and… | 2 stars | No one-command install · Source | |
| 117 | 32.223 | quantconnectmcpmcp · back-end | MCP server providing 100% offline access to QuantConnect/Lean documentation with semantic search, code validation, repair, and scaffolding tools for… | 2 stars | No one-command install · Source | |
| 117 | 32.223 | zen-devtools-mcpmcp · back-end | Unofficial MCP server for Zen Browser DevTools, enabling AI assistants to inspect and control Zen via Gecko/WebDriver BiDi | 2 stars | No one-command install · Source | |
| 117 | 32.223 | devtoolkit-mcp-servermcp · back-end | Provides AI assistants with 28 developer tools across file, git, code analysis, HTTP, and system domains, enabling tasks like file editing, repository… | 2 stars | No one-command install · Source | |
| 117 | 32.223 | inspector-mcpmcp · back-end | A Node.js debugger for AI agents that enables setting breakpoints, stepping through code, and inspecting variables via the Chrome DevTools Protocol. | 2 stars | No one-command install · Source | |
| 117 | 32.223 | glean-connector-mcp-servermcp · back-end | An MCP server for AI-assisted Glean connector development, enabling scaffolding, schema mapping, code generation, and testing of Glean connectors… | 2 stars | No one-command install · Source | |
| 117 | 32.223 | polybugger-mcpmcp · back-end | Multi-language MCP debugger for AI agents that supports Python, JavaScript/TypeScript, Go, Rust, and C/C++ with features like container debugging… | 2 stars | No one-command install · Source | |
| 117 | 32.223 | angrysky56-creatormcp · back-end | Generates custom MCP servers through templates and workflows, enabling rapid prototyping and automated scaffolding of new server implementations with… | 2 stars | No one-command install · Source | |
| 126 | 29.013 | roslyn-backed-mcp-servermcp · back-end | Local-first MCP server for semantic C# analysis, navigation, validation, and refactoring using Roslyn on real .NET workspaces. | 1 star · 1 fork | No one-command install · Source | |
| 126 | 29.013 | reforgerforge-mcpmcp · back-end | Enables AI-powered modding for Arma Reforger with 50 tools for API search, code generation, project scaffolding, and Workbench control. | 1 star · 1 fork | No one-command install · Source | |
| 126 | 29.013 | kimi-mcp-servermcp · back-end | Bridges MCP clients to Moonshot AI's Kimi Code CLI, enabling file analysis, brainstorming, batch tasks, code reviews, and session management within… | 1 star · 1 fork | No one-command install · Source | |
| 126 | 29.013 | rope-mcp-servermcp · back-end | Provides Python refactoring capabilities via the Rope library, enabling AI agents to perform safe, project-wide code transformations such as renaming… | 1 star · 1 fork | No one-command install · Source | |
| 126 | 29.013 | dependency-mcp-servermcp · back-end | A Model Context Protocol server for checking package versions and metadata across multiple package managers including npm, PyPI, Maven, NuGet… | 1 star · 1 fork | No one-command install · Source | |
| 131 | 23.374 | hello-world-mcpmcp · back-end | A simple Model Context Protocol server that provides a hello world greeting tool, serving as a boilerplate template for quickly creating new MCP… | 1 fork | No one-command install · Source | |
| 132 | 22.557 | modwiremcp · back-end | Provides a tool to inspect and execute actions on a scaffolding API through Siren hypermedia links, enabling management of scaffolding resources… | 1 star | No one-command install · Source | |
| 132 | 22.557 | devflow-mcp-servermcp · back-end | MCP server that integrates DevFlow with AI code assistants to enforce structured development workflows including planning, task tracking, and code… | 1 star | No one-command install · Source | |
| 132 | 22.557 | devreview-mcp-servermcp · back-end | MCP server for AI-assisted code review, enabling integration with the DevReview tool. | 1 star | No one-command install · Source | |
| 132 | 22.557 | deskcert-mcp-servermcp · back-end | Exposes a run_suite tool to evaluate whether an AI agent is safe to operate internal web apps, scoring task completion and forbidden-action violations… | 1 star | No one-command install · Source | |
| 132 | 22.557 | java-jar-decompiler-reverse-engineering-mcp-servermcp · back-end | Enables decompilation and reverse engineering of Java JAR files through multi-engine decompilation, candidate evaluation, Maven project structuring… | 1 star | No one-command install · Source | |
| 132 | 22.557 | israel-hiking-mcpmcp · back-end | An unofficial, read-only MCP server exposing Israel Hiking Map data, currently in early scaffolding with only a placeholder ping tool. | 1 star | No one-command install · Source | |
| 132 | 22.557 | text-file-read-and-refactor-mcpmcp · back-end | Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools. | 1 star | No one-command install · Source | |
| 132 | 22.557 | kratos-mcp-servermcp · back-end | Enables AI assistants to drive Kratos Multiphysics finite element simulations end to end, including introspection, scaffolding, execution, and… | 1 star | No one-command install · Source | |
| 132 | 22.557 | diff-checker-line-by-line-text-comparisonmcp · back-end | Text diff comparison API for AI agents. Compare two texts line-by-line: additions, deletions, unchanged lines, and summary statistics… | 1 star | No one-command install · Source | |
| 132 | 22.557 | kimi-k3-mcpmcp · back-end | A read-only MCP server that gives Codex and other clients a Kimi K3 second opinion through OpenRouter, enabling algorithm review, code review, and… | 1 star | No one-command install · Source | |
| 132 | 22.557 | mcp-server-for-segger-rtt-via-j-linkmcp · back-end | Enables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger. | 1 star | No one-command install · Source | |
| 132 | 22.557 | axe-devtools-mcpmcp · back-end | MCP server for axe-core accessibility audits. Enables scanning URLs or HTML for WCAG violations with impact levels and fix guidance. | 1 star | No one-command install · Source | |
| 132 | 22.557 | ira-researchermcp · back-end | A powerful browser automation MCP server with 40 tools, stealth mode, ghost effects, and full DevTools access, enabling natural language control of… | 1 star | No one-command install · Source | |
| 132 | 22.557 | chatgpt-mcp-server-templatemcp · back-end | A boilerplate for building local Node.js MCP servers that integrate with ChatGPT Web UI, featuring mock OAuth and secure tunneling for instant… | 1 star | No one-command install · Source | |
| 132 | 22.557 | mcp-code-review-servermcp · back-end | A code review tool that generates detailed HTML review documents by comparing branches or commits, with author filtering and intelligent analysis. | 1 star | No one-command install · Source | |
| 132 | 22.557 | js-reverse-mcpmcp · back-end | A Chrome DevTools Protocol-based MCP server that enables AI coding assistants to control browsers for JavaScript debugging, reverse engineering, web… | 1 star | No one-command install · Source | |
| 132 | 22.557 | ps-mcpmcp · back-end | An MCP server for PowerSchool plugin developers, providing read/write access to plugin workspaces, scaffolding, validation, packaging, and access to… | 1 star | No one-command install · Source | |
| 132 | 22.557 | drone-mcp-servermcp · back-end | Enables to interact with Drone CI/CD for managing repositories, builds, cron jobs, secrets, and users. | 1 star | No one-command install · Source | |
| 132 | 22.557 | jenkins-mcp-server-2mcp · back-end | Provides Jenkins CI/CD integration for AI assistants through the Model Context Protocol, enabling job management, build control, and system… | 1 star | No one-command install · Source | |
| 132 | 22.557 | chrome-debugger-mcpmcp · back-end | Enables AI agents to attach to Chrome tabs, set breakpoints, inspect scope variables, evaluate expressions, and step through code using Chrome… | 1 star | No one-command install · Source | |
| 132 | 22.557 | gerrit-mcp-servermcp · back-end | An MCP server that enables language models to query and manage Gerrit code reviews via the REST API. | 1 star | No one-command install · Source | |
| 132 | 22.557 | yashkashte5-codelensmcp · back-end | Integrates with GitHub API and Libraries.io to provide intelligent code search, dependency health checking across multiple package managers, and… | 1 star | No one-command install · Source | |
| 132 | 22.557 | toolcallmcp · back-end | Enables creating MCP (Model Context Protocol) servers with zero boilerplate, full TypeScript support, and multiple transports (stdio and HTTP). | 1 star | No one-command install · Source | |
| 132 | 22.557 | chrome-devtools-slimmcp · back-end | A token-optimized MCP server that groups Chrome Devtools tools into 8 semantic operations, reducing context window tokens by 69.5% while preserving… | 1 star | No one-command install · Source | |
| 132 | 22.557 | builder-proj-mcp-servermcp · back-end | A unified MCP server for scaffolding project structures across multiple frameworks including Spring Boot, React, Vue, Next.js, FastAPI, Django, Flask… | 1 star | No one-command install · Source | |
| 132 | 22.557 | nestjs-mcp-servermcp · back-end | A production-ready NestJS backend template with built-in MCP server enabling AI agents to query your data via standardized protocol, featuring RAG… | 1 star | No one-command install · Source | |
| 132 | 22.557 | pr-splitter-mcpmcp · back-end | An MCP server that intelligently splits large pull requests into multiple smaller ones for improved code review and KPI tracking, integrating… | 1 star | No one-command install · Source | |
| 132 | 22.557 | peterpan-mu-testmcp · back-end | Testing framework for MCP servers that provides connection verification, capability discovery, and tool execution validation through TypeScript-based… | 1 star | No one-command install · Source | |
| 132 | 22.557 | matterai-mcp-servermcp · back-end | Enables code reviews, implementation planning, and pull request generation for AI agents in IDEs like Cursor and Windsurf. | 1 star | No one-command install · Source | |
| 132 | 22.557 | gemini-code-review-mcpmcp · back-end | AI-powered code review server that analyzes git diffs and PRs with context from project guidelines and task lists. Supports integration with Claude… | 1 star | No one-command install · Source | |
| 132 | 22.557 | js-development-mcp-servermcp · back-end | A Model Context Protocol server for JavaScript/TypeScript development, providing tools to run scripts, tests, builds, and dependency management with… | 1 star | No one-command install · Source | |
| 163 | Unranked | hiroyukifuruno-katana-markdown-lintermcp · back-end | Lint Markdown documents using 53 configurable rules via a Rust-based MCP server. | No signals yet | No one-command install · Source | |
| 164 | Unranked | apc-mcpmcp · back-end | apc-mcp is a Model Context Protocol server that brings audio plugin development workflows into any MCP-compatible client by wrapping CMake, ctest… | No signals yet | No one-command install · Source | |
| 165 | Unranked | mcpforgemcp · back-end | Generates a complete, tested FastMCP 3.x MCP server from a natural language description, eliminating manual protocol boilerplate. | No signals yet | No one-command install · Source | |
| 166 | Unranked | codetest-mcpmcp · back-end | MCP server for static code analysis using AST parsing and linters, providing tools to detect syntax errors, type issues, typos, and incorrect variable… | No signals yet | No one-command install · Source | |
| 167 | Unranked | alliotools-mcpmcp · back-end | A privacy-first MCP server with 176+ local utilities including calculators, converters, developer tools, text utilities, and date/time tools. | No signals yet | No one-command install · Source | |
| 168 | Unranked | regional-ocean-debugger-mcpmcp · back-end | MCP server for debugging regional ocean (MOM6 + CESM) model runs, combining log analysis tools with a searchable knowledge base of expert interview… | No signals yet | No one-command install · Source | |
| 169 | Unranked | zadig-mcpmcp · back-end | Enables management of Zadig CI/CD workflows, builds, services, environments, and webhooks through the Zadig OpenAPI. | No signals yet | No one-command install · Source | |
| 170 | Unranked | enfusion-workbench-mcpmcp · back-end | MCP server for Arma Reforger / Enfusion Workbench modding. Describe what you want to build, and Claude handles the rest — API research (8,803 indexed… | No signals yet | No one-command install · Source | |
| 171 | Unranked | project-mcp-toolsmcp · back-end | A Python framework that exposes developer tools through MCP, REST API, and CLI from a single shared registry, enabling AI assistants, HTTP clients… | No signals yet | No one-command install · Source | |
| 172 | Unranked | competitive-programming-mentor-mcp-servermcp · back-end | Provides 23 modular tools for competitive programming, including problem analysis, algorithm planning, code generation, verification, testing, code… | No signals yet | No one-command install · Source | |
| 173 | Unranked | mcp-server-plusmcp · back-end | A TypeScript toolkit for building Model Context Protocol servers with tools, prompts, resources, middleware, and testing helpers, reducing… | No signals yet | No one-command install · Source | |
| 174 | Unranked | clearskies-mcp-servermcp · back-end | Provides AI assistants with tools for code generation, documentation, and project scaffolding when building applications with the clearskies Python… | No signals yet | No one-command install · Source | |
| 175 | Unranked | pipeworx-io-ai-briefingmcp · back-end | Daily briefings on new MCP servers, APIs, SDKs, AI models, and developer tools from HackerNews, GitHub, and HuggingFace. | No signals yet | No one-command install · Source | |
| 176 | Unranked | venelx-mcpmcp · back-end | Enables AI assistants to manage and operate Venelx CI/CD pipelines through the Venelx REST API, including listing projects, triggering builds… | No signals yet | No one-command install · Source | |
| 177 | Unranked | desyncedmcpmcp · back-end | Enables AI assistants to develop Desynced mods by providing direct access to the game's Lua API reference, base-game source, live logs, and installed… | No signals yet | No one-command install · Source | |
| 178 | Unranked | monday-graphql-mcpmcp · back-end | Enables AI assistants to help developers build on the monday.com GraphQL API by validating queries, explaining errors, providing column value formats… | No signals yet | No one-command install · Source | |
| 179 | Unranked | api-debugger-mcpmcp · back-end | Enables AI agents to inspect, test, validate, compare, and debug HTTP APIs through a structured toolkit, with features such as secret redaction… | No signals yet | No one-command install · Source | |
| 180 | Unranked | devkit-for-strapi-mcp-servermcp · back-end | Provides AI agents with ground-truth knowledge of Strapi projects by reading real schema files, enabling accurate queries and safe refactoring… | No signals yet | No one-command install · Source | |
| 181 | Unranked | discord-sovereign-mcpmcp · back-end | Enables full-lifecycle Discord server management from any LLM, including creation, administration, and scaffolding, with a sovereignty guard ensuring… | No signals yet | No one-command install · Source | |
| 182 | Unranked | tv-debug-mcpmcp · back-end | MCP server for semi-manual QA test execution on real Smart TVs (Tizen/webOS) and local Chrome via Chrome DevTools Protocol, enabling remote control… | No signals yet | No one-command install · Source | |
| 183 | Unranked | wdvc-mcpmcp · back-end | Model Context Protocol server for wDVC that provides tools for architecting DVC pipelines, generating Docker worker commands, searching patterns, and… | No signals yet | No one-command install · Source | |
| 184 | Unranked | ce-analyzer-mcpmcp · back-end | A bounded MCP server for C++ analysis through Compiler Explorer, providing compiler discovery, compilation, assembly comparison, analyzers, and… | No signals yet | No one-command install · Source | |
| 185 | Unranked | app-managermcp · back-end | MCP server that lists, installs, and removes applications on Linux targets via Peckboard, supporting local and remote SSH hosts with distro package… | No signals yet | No one-command install · Source | |
| 186 | Unranked | oh-mcp-dapmcp · back-end | An MCP server that provides a real debugger via the Debug Adapter Protocol, exposing a single 'debug' tool to launch/attach, control execution, and… | No signals yet | No one-command install · Source | |
| 187 | Unranked | unitymcpmcp · back-end | Local Streamable HTTP MCP server exposing Unity Editor inspection, authoring, testing, profiling, play-mode, and build tools. | No signals yet | No one-command install · Source | |
| 188 | Unranked | ripplecheck-mcp-servermcp · back-end | Ripplecheck is a counterfactual schema migration compiler powered by the DataHub MCP Server. Paste breaking warehouse DDL and it projects the metadata… | No signals yet | No one-command install · Source | |
| 189 | Unranked | rkorablin-gitlab-http-apimcp · back-end | GitLab integration covering projects, issues, merge requests, and CI/CD pipelines via HTTP API with npm distribution. | No signals yet | No one-command install · Source | |
| 190 | Unranked | beamng-moddingmcp · back-end | A local MCP server for BeamNG.drive mod development that provides official documentation search, mod scaffolding, validation, and packaging tools. | No signals yet | No one-command install · Source | |
| 191 | Unranked | taranis-mcp-servermcp · back-end | Read-oriented MCP server for Taranis AI, exposing the list_stories tool over stdio or Streamable HTTP for desktop AI assistants and developer tools. | No signals yet | No one-command install · Source | |
| 192 | Unranked | alire-mcpmcp · back-end | MCP server for the Alire Ada package manager, enabling crate search, project dependency inspection, building, and dependency management through… | No signals yet | No one-command install · Source | |
| 193 | Unranked | stl-transitmcp · back-end | MCP server for St. Louis transit developer tooling, providing 45 tools for GTFS and GTFS-Realtime inspection, feed surveillance, schedule and arrival… | No signals yet | No one-command install · Source | |
| 194 | Unranked | pega-code-reviewmcp · back-end | MCP server for exploring Pega branches and fetching full rule XML for LSA-style code reviews. | No signals yet | No one-command install · Source | |
| 195 | Unranked | devtools-br-mcp-servermcp · back-end | MCP server for generating and validating Brazilian documents (CPF, CNPJ, CNH, RG, PIS/PASEP, RENAVAM), encoding/decoding data (Base64, MD5, SHA1… | No signals yet | No one-command install · Source | |
| 196 | Unranked | mcp-latexmcp · back-end | An MCP server for LaTeX that enables AI assistants to check documents for errors, parse compiler logs, and compile LaTeX files, helping them fix… | No signals yet | No one-command install · Source | |
| 197 | Unranked | typescript-ast-mcp-servermcp · back-end | Provides deep structural analysis of TypeScript and JavaScript code via the TypeScript Compiler API, offering 20 tools for functions, types, call… | No signals yet | No one-command install · Source | |
| 198 | Unranked | fattamcp · back-end | MCP server for code comprehension indices and test maps. It answers what must be known to change a function and which tests pin its behavior, using… | No signals yet | No one-command install · Source | |
| 199 | Unranked | debuggermcp · back-end | MCP server for remote debugging of Apps in Toss mini-apps, providing CDP relay and test runner capabilities. | No signals yet | No one-command install · Source | |
| 200 | Unranked | stm32c0-mcpmcp · back-end | MCP server for scaffolding, building, and flashing bare-metal STM32C011 firmware using the STM32CubeCLT toolchain. Exposes tools for project scaffold… | 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.