Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 92.588 | cexll-codex-climcp · ai-agents | Bridges OpenAI's Codex CLI with structured command execution, brainstorming sessions, and chunked response delivery for code analysis, automated… | 179 stars · 15 forks | No one-command install · Source | |
| 502 | 92.627 | hidai25-evalviewmcp · devops | Regression testing for AI agents with golden baselines, CI/CD integration, and multi-framework support. | 133 stars · 24 forks | No one-command install · Source | |
| 503 | 92.749 | bromoket-x64dbgmcp · ai-agents | AI-powered reverse engineering and debugging interface for the x64dbg debugger with breakpoints, memory analysis, and tracing. | 125 stars · 29 forks | No one-command install · Source | |
| 504 | 92.786 | garc33-bitbucket-server-pull-request-managermcp · back-end | Integrates with Bitbucket's API to streamline pull request workflows, enabling efficient code reviews and automated PR management. | 66 stars · 47 forks | No one-command install · Source | |
| 505 | 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 | |
| 506 | 93.400 | dmmulroy-overseermcp · github-vcs | Task orchestration system that creates hierarchical milestone-task-subtask structures with inherited context and learnings, automatically managing… | 247 stars · 15 forks | No one-command install · Source | |
| 507 | 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 | |
| 508 | 93.517 | yfmeii-weapp-devmcp · front-end | Automates WeChat Mini Program testing and UI interactions through DevTools integration, enabling application lifecycle management, page navigation… | 175 stars · 25 forks | No one-command install · Source | |
| 509 | 93.630 | memovmcp · ai-agents | Provides a memory layer for AI coding agents with Git-powered version control, enabling automatic tracking of prompts, context, and code diffs. | 192 stars · 23 forks | No one-command install · Source | |
| 510 | 93.658 | adancurusul-embedded-debuggermcp · ai-agents | Provides hardware debugging capabilities for ARM Cortex-M and RISC-V microcontrollers through probe-rs integration, supporting popular debug probes… | 171 stars · 28 forks | No one-command install · Source | |
| 511 | 93.674 | zhizhuodemao-wechat-miniapp-debuggermcp · browser | Enables AI assistants to debug WeChat mini-programs via Chrome DevTools Protocol, with breakpoints, network interception, and source analysis. | 160 stars · 33 forks | No one-command install · Source | |
| 512 | 93.994 | langfuse-prompt-managementmcp · comms | Manages prompts in Langfuse with version control, label management, and support for both text and chat prompt formats. | 173 stars · 35 forks | No one-command install · Source | |
| 513 | 94.035 | openbrowsermcp · browser | AI-powered browser automation using CodeAgent and Chrome DevTools Protocol. | 241 stars · 21 forks | No one-command install · Source | |
| 514 | 94.100 | hyperdrive-nodejs-debuggermcp · back-end | Connects Claude Code to Node.js's Inspector Protocol for real-time debugging capabilities, enabling breakpoint setting, variable inspection, and code… | 303 stars · 17 forks | No one-command install · Source | |
| 515 | 94.622 | restlessronin-llm-contextmcp · back-end | Streamlines code context sharing with LLMs by implementing smart file selection, code outlining, and multi-language support for efficient code reviews… | 306 stars · 22 forks | No one-command install · Source | |
| 516 | 94.878 | mario-andreschak-abap-development-toolsmcp · back-end | Integrates ABAP Development Tools API to enable automated code reviews, intelligent transport management, and AI-assisted ABAP development. | 183 stars · 66 forks | No one-command install · Source | |
| 517 | 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 | |
| 518 | 95.092 | scriptedalchemy-devtools-debuggermcp · back-end | Provides full Chrome DevTools Protocol debugging capabilities for Node.js applications with breakpoint management, stepping controls, call stack… | 348 stars · 26 forks | No one-command install · Source | |
| 519 | 95.164 | raiansar-claude-gemini-collaborationmcp · ai-agents | Enables Claude to collaborate with Google's Gemini AI through question answering, configurable code review, and brainstorming sessions for multi-model… | 250 stars · 43 forks | No one-command install · Source | |
| 520 | 95.286 | cyanheads-gitmcp · github-vcs | Integrates with Git repositories using simple-git to enable core version control operations like cloning, committing, and branch management. | 239 stars · 56 forks | No one-command install · Source | |
| 521 | 95.306 | open-image-debuggermcp · ai-agents | Gives AI agents eyes on in-memory image buffers in live gdb/lldb C/C++ debug sessions: list observable symbols at a breakpoint, view renderings, read… | 250 stars · 50 forks | No one-command install · Source | |
| 522 | 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 | |
| 523 | 95.567 | agnixcli · ai-agents | A comprehensive linter for Claude Code agent files. Validate CLAUDE.md, AGENTS.md, SKILL.md, hooks, MCP, and more. Plugin for all major IDEs included… | 401 stars · 30 forks | No one-command install · Source | |
| 524 | 95.648 | benjaminr-chrome-devtoolsmcp · browser | Connects to Chrome's remote debugging interface via WebSocket to enable browser automation, network monitoring, DOM inspection, JavaScript execution… | 307 stars · 46 forks | No one-command install · Source | |
| 525 | 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 | |
| 526 | 95.722 | dawncr0w-affinemcp · back-end | Integrates with AFFiNE workspaces through GraphQL and WebSocket connections to enable document operations, real-time collaboration, version control… | 269 stars · 70 forks | No one-command install · Source | |
| 527 | 95.921 | superpowers-chromemcp · browser | Enables direct browser control via Chrome DevTools Protocol, supporting navigation, interaction, content extraction, and screenshots through a single… | 347 stars · 51 forks | No one-command install · Source | |
| 528 | 96.147 | firefox-devtools-mcpmcp · browser | Automates Firefox via WebDriver BiDi for browser control, including navigation, screenshot, network capture, and script execution, using natural… | 386 stars · 55 forks | No one-command install · Source | |
| 529 | 96.179 | gemini-cli-extensions-julescli · ai-agentsContributed by Sentinel | A Gemini CLI extension that allows you to use the Gemini CLI to orchestrate the Jules asynchronous agent to perform coding tasks like bug fixing… | 414 stars · 50 forks · 5 mentions | No one-command install · Source | |
| 530 | 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 | |
| 531 | 96.292 | kleneway-awesome-cursormcp · front-end | Built for Cursor, integrates screenshot capture, web page structure analysis, and code review capabilities for automated UI testing, web scraping, and… | 337 stars · 97 forks | No one-command install · Source | |
| 532 | 96.487 | jasonjmcghee-claude-debuggermcp · back-end | Integrates with VS Code's debugging capabilities to enable interactive code debugging and expression evaluation. | 515 stars · 51 forks | No one-command install · Source | |
| 533 | 96.759 | gdli6177-promptmcp · back-end | Provides pre-defined YAML prompts for common software development tasks as tools, including code review, refactoring, API documentation, test… | 247 stars · 156 forks | No one-command install · Source | |
| 534 | 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 | |
| 535 | 97.084 | antfu-nuxtmcp · front-end | Integrates with Nuxt.js projects to provide development workflow automation, project scaffolding, and configuration management for Vue.js web… | 909 stars · 51 forks | No one-command install · Source | |
| 536 | 97.158 | vercel-nextjs-devtoolsmcp · front-end | Development tools and runtime diagnostics for Next.js projects | 816 stars · 64 forks | No one-command install · Source | |
| 537 | 97.425 | claudekitcli · ai-agents | A CLI toolkit for Claude Code with auto-save checkpoints, code quality hooks, specification generation and execution, and 20+ specialised sub-agents… | 763 stars · 118 forks | No one-command install · Source | |
| 538 | 97.661 | agentsysskill · ai-agents | Workflow automation system for Claude with a group of useful plugins, agents, and skills. Automates task-to-production workflows, PR management, code… | 981 stars · 113 forks | No one-command install · Source | |
| 539 | 98.743 | inspect-aieval · other | UK AISI's framework for safety evaluations of large language models, with task-based scaffolding and solver pipelines. | 2,683 stars · 685 forks | No one-command install · Source | |
| 540 | 98.776 | claude-devtoolscli · ai-agents | A desktop app that shows your Claude Code sessions by reading their logs: context use per turn across categories, compaction, sub-agent execution… | 3,893 stars · 298 forks | No one-command install · Source | |
| 541 | 99.894 | zed-industries-zedcli · otherContributed by Sentinel | Code at the speed of thought – Zed is a high-performance, multiplayer code editor from the creators of Atom and Tree-sitter. | 89,612 stars · 10,392 forks · 4 mentions | No one-command install · Source | |
| 542 | 99.904 | puppeteercli · browser | Google Puppeteer Node.js library and CLI for programmatic Chrome/Firefox control: headless screenshot, PDF, network interception, and DevTools… | 95,622 stars · 9,582 forks · 2 mentions | No one-command install · Source | |
| 543 | 99.960 | chrome-devtoolsmcp · browser | Provides direct Chrome browser control through DevTools for web automation, debugging, and performance analysis using accessibility tree snapshots for… | 52,627 stars · 4,864 forks · 4 mentions · passed install test | No one-command install · Source | |
| 544 | 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 | |
| 545 | 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 | |
| 546 | Unranked | appcirclemcp · devops | Bridges AI tools with the Appcircle mobile CI/CD platform for build profiles, signing, testing distribution, and app store publishing. | No signals yet | No one-command install · Source | |
| 547 | Unranked | appcircle-mcpmcp · devops | Enables AI agents to interact with Appcircle mobile CI/CD platform for build management, signing identities, testing distribution, and reporting. | No signals yet | No one-command install · Source | |
| 548 | 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 | |
| 549 | 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 | |
| 550 | Unranked | cicd-aiopsmcp · devops | Governed CI/CD operations for self-hosted GitLab and Gitea — pipeline-failure, runner, artifact-bloat, and stale-branch RCA, with unbypassable audit… | No signals yet | No one-command install · Source | |
| 551 | Unranked | design-reviewmcp · front-end | This MCP server renders UI design artifacts headlessly, runs deterministic linters, and manages stateful design review loops with an independent… | No signals yet | No one-command install · Source | |
| 552 | 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 | |
| 553 | Unranked | mutual-review-mcpmcp · ai-agents | An MCP server that enables code review by having two LLMs (Claude and GPT-4o) independently evaluate code and then synthesize their findings into a… | No signals yet | No one-command install · Source | |
| 554 | Unranked | mesen-for-aimcp · ai-agents | MCP server that launches Mesen/MesenCE headlessly and exposes the emulator's debugger-face Lua API over MCP JSON-RPC, enabling AI agents to load ROMs… | No signals yet | No one-command install · Source | |
| 555 | 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 | |
| 556 | Unranked | roz-mcpmcp · ai-agents | Provides C# coding agents with compiler-accurate symbol analysis, including references, renames, and impact analysis for .NET solutions. | No signals yet | No one-command install · Source | |
| 557 | 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 | |
| 558 | Unranked | ha-exception-debugmcp · ai-agents | A live post-mortem debugger MCP server for Home Assistant that lets AI agents list captured exceptions, walk traceback frames, read local variables… | No signals yet | No one-command install · Source | |
| 559 | 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 | |
| 560 | Unranked | openfoam-mcpmcp · observability | Turns any MCP client into an OpenFOAM setup and debugging co-pilot, enabling case scaffolding, dictionary edits, mesh sizing, inlet turbulence… | No signals yet | No one-command install · Source | |
| 561 | 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 | |
| 562 | Unranked | browser-mcp-navigatormcp · browser | Ultra-fast browser automation server over Chrome DevTools Protocol (CDP), exposed as MCP, enabling AI agents to control a real Chrome browser with low… | No signals yet | No one-command install · Source | |
| 563 | 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 | |
| 564 | Unranked | intent-engineeringmcp · ai-agents | An MCP server that exposes three tools for auditing, scaffolding, and triaging agent intent specs against a unified template, helping prevent intent… | No signals yet | No one-command install · Source | |
| 565 | Unranked | mediasfu-mcp-sdk-toolsmcp · front-end | Enables planning, scaffolding, diagnosing, and hardening MediaSFU frontend and backend integrations across multiple SDKs with 138 integration tools. | No signals yet | No one-command install · Source | |
| 566 | Unranked | grok-build-mcp-servermcp · ai-agents | Exposes the Grok Build CLI as MCP tools for Claude Code and other clients, enabling headless AI agents to perform tasks like code reviews, web… | No signals yet | No one-command install · Source | |
| 567 | 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 | |
| 568 | 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 | |
| 569 | 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 | |
| 570 | Unranked | peer-agents-mcpmcp · ai-agents | Enables AI coding tools to call Grok and Antigravity CLIs as peer reviewers for code review, planning, debugging, and collaborative sessions. | No signals yet | No one-command install · Source | |
| 571 | 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 | |
| 572 | 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 | |
| 573 | Unranked | git-daily-reviewmcp · github-vcs | Enables AI agents to run automated daily code reviews, retrieve Markdown reports, and curate a project knowledge base across any Git repository. | No signals yet | No one-command install · Source | |
| 574 | Unranked | green-mcpmcp · observability | Measures CPU energy and LLM token usage of programs to enable cost-efficient refactoring, using real hardware telemetry and a non-blocking token… | No signals yet | No one-command install · Source | |
| 575 | 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 | |
| 576 | Unranked | manasmcp · github-vcs | Enables interaction with a local knowledge repository via MCP, providing tools for capturing, indexing, and searching Markdown notes with Git version… | No signals yet | No one-command install · Source | |
| 577 | 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 | |
| 578 | Unranked | hw-native-sysmcp · github-vcs | Enables full-stack compiler development across the hw-native-sys workspace by combining repository operations (git health, code search, task running)… | No signals yet | No one-command install · Source | |
| 579 | 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 | |
| 580 | Unranked | web-ui-testermcp · browser | Enables AI agents to rapidly drive and inspect real web pages through persistent browser sessions, using accessibility-tree snapshots and… | No signals yet | No one-command install · Source | |
| 581 | 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 | |
| 582 | 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 | |
| 583 | Unranked | astron-mcpmcp · ai-agents | An MCP server that wraps multiple vendors' Coding Plan services (iFlytek Spark, Volcengine) to provide code review, plan review, and multi-turn… | No signals yet | No one-command install · Source | |
| 584 | Unranked | archviewmcp · ai-agents | Provides agents with read-only access to local code architecture graphs (structure from tree-sitter, semantic summaries from LLMs), including… | No signals yet | No one-command install · Source | |
| 585 | 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 | |
| 586 | 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 | |
| 587 | Unranked | caido-screenshotmcp · browser | Captures formatted screenshots of Caido Replay request/response pairs by driving the Screenshot Mode plugin via Chrome DevTools Protocol. | No signals yet | No one-command install · Source | |
| 588 | 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 | |
| 589 | Unranked | bitbucket-mcpmcp · github-vcs | Enables AI assistants to programmatically manage Bitbucket Cloud resources, including pull requests, repositories, and branches, automating code… | No signals yet | No one-command install · Source | |
| 590 | Unranked | axd-browser-mcpmcp · browser | A high-performance MCP server for browser automation via Chrome DevTools Protocol, enabling fast, low-cost, and anti-bot web interactions. | No signals yet | No one-command install · Source | |
| 591 | Unranked | octopus-mcp-servermcp · ai-agents | MCP server that brings Octopus AI code review into editors, allowing review of code changes and asking questions about your codebase. Integrates with… | No signals yet | No one-command install · Source | |
| 592 | Unranked | enterprise-sdlc-mcpmcp · ai-agents | Serves reusable SDLC agent roles and review checklists over MCP, enabling AI coding agents to execute structured product analysis, solution… | No signals yet | No one-command install · Source | |
| 593 | Unranked | code-ast-mcpmcp · ai-agents | This MCP server enables AI models to analyze local Python codebases using abstract syntax trees, providing tools for file structure analysis, symbol… | No signals yet | No one-command install · Source | |
| 594 | 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 | |
| 595 | Unranked | stackbridgemcp · front-end | Sub-1ms cross-stack AST contract layer and compiler verification engine mapping React/Next.js routes to FastAPI and SQLAlchemy models for AI coding… | No signals yet | No one-command install · Source | |
| 596 | Unranked | mcp-boilerplate-next-jsmcp · front-end | A minimal Next.js starter for building MCP Apps, enabling MCP hosts to render interactive UIs alongside tool calls via an MCP server endpoint and a… | No signals yet | No one-command install · Source | |
| 597 | Unranked | ts-review-graphmcp · ai-agents | Enables Claude Code to query a TypeScript dependency graph and retrieve the minimal set of files needed for code review, implementation, or debugging. | No signals yet | No one-command install · Source | |
| 598 | Unranked | exisjs-mcpmcp · ai-agents | MCP server that connects AI coding agents to ExisJS projects, enabling them to read local ExisJS documentation and scaffold idiomatic ExisJS… | No signals yet | No one-command install · Source | |
| 599 | Unranked | visionmcpmcp · ai-agents | A visual compiler and verifier for coding agents that turns rendered evidence into inspectable visual programs with tamper-evident receipts. | No signals yet | No one-command install · Source | |
| 600 | 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 |
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.