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 | 22.557 | fables-mcp-servermcp · devops | An MCP server that provides AI agents with tools to build, deploy, and manage Flutter applications, including APK/AAB generation, keystore management… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | cdp-mcp-servermcp · browser | Wraps Chrome DevTools Protocol to provide AI agents with low-level browser debugging tools including breakpoints, stack traces, stepping, network… | 1 star | No one-command install · Source | |
| 501 | 22.557 | sean-sunagaku-promptlintmcp · ai-agents | Static linter for AI prompts detecting contradictions, redundancy, ambiguity, and filler text. | 1 star | No one-command install · Source | |
| 501 | 22.557 | agimaulana-codemagicmcp · devops | Manage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables. | 1 star | No one-command install · Source | |
| 501 | 22.557 | drone-mcp-servermcp · back-endalso listed as yusiwen-drone-ci | Enables to interact with Drone CI/CD for managing repositories, builds, cron jobs, secrets, and users. | 1 star | No one-command install · Source | |
| 501 | 22.557 | smart-xdebug-mcpmcp · ai-agents | Connects AI assistants like Claude to PHP's XDebug debugger for runtime inspection, breakpoint control, and variable tracking, enabling natural… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | revxl-devtoolsmcp · auth | Provides 17 developer utility tools for AI agents, including free tools like JSON formatting, base64 encoding, UUID generation, and pro tools for… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | mcp-snapshot-filtermcp · browser | A proxy server that intercepts and filters content-heavy responses from chrome-devtools-mcp, reducing token consumption by 40-60% for browser… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | mcpbootmcp · ai-agents | Generates and serves an MCP server from a natural language prompt, without requiring SDK knowledge or boilerplate code. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | sargelmcp · front-end | Lets AI agents visually inspect web elements, test CSS edits in real-time, and iterate until pixel-perfect, functioning like browser DevTools for… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 22.557 | codex-cli-architect-mcpmcp · ai-agents | An MCP server that provides technical consultation, code review, and code explanation by integrating with OpenAI's Codex CLI, enabling AI-powered… | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 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 | |
| 501 | 22.557 | memory-bank-mcp-mongodbmcp · ai-agents | MCP server for MongoDB-powered memory bank management with multi-project isolation, version control, and real-time statistics. | 1 star | No one-command install · Source | |
| 501 | 22.557 | bitbucket-server-mcp-2mcp · github-vcs | A professional MCP server for Bitbucket Server that enables automation of pull request management, code review, and repository operations. | 1 star | No one-command install · Source | |
| 501 | 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 | |
| 534 | 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 | |
| 535 | 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 | |
| 536 | 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 | |
| 537 | 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 | |
| 538 | 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 | |
| 539 | 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 | |
| 540 | 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 | |
| 541 | 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 | |
| 542 | 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 | |
| 543 | 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 | |
| 544 | 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 | |
| 545 | 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 | |
| 546 | 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 | |
| 547 | 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 | |
| 548 | 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 | |
| 549 | 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 | |
| 550 | 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 | |
| 551 | 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 | |
| 552 | 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 | |
| 553 | 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 | |
| 554 | 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 | |
| 555 | 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 | |
| 556 | 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 | |
| 557 | 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 | |
| 558 | 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 | |
| 559 | 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 | |
| 560 | 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 | |
| 561 | 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 | |
| 562 | 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 | |
| 563 | 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 | |
| 564 | 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 | |
| 565 | 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 | |
| 566 | 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 | |
| 567 | 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 | |
| 568 | 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 | |
| 569 | 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 | |
| 570 | 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 | |
| 571 | 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 | |
| 572 | 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 | |
| 573 | 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 | |
| 574 | 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 | |
| 575 | 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 | |
| 576 | 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 | |
| 577 | 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 | |
| 578 | 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 | |
| 579 | 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 | |
| 580 | 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 | |
| 581 | 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 | |
| 582 | 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 | |
| 583 | 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 | |
| 584 | 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 | |
| 585 | 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 | |
| 586 | 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 | |
| 587 | 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 | |
| 588 | 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 | |
| 589 | 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 | |
| 590 | 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 | |
| 591 | 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 | |
| 592 | Unranked | wredis-mcpmcp · ai-agents | MCP server enabling AI agents to design and deploy WRedis/Redis-backed services using expert patterns, architecture scaffolding, and a unified CLI. | No signals yet | No one-command install · Source | |
| 593 | 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 | |
| 594 | Unranked | devcdpmcp · browser | Provides AI assistants with full browser DevTools access for debugging, including console, network, DOM, breakpoints, and step-through debugging, with… | No signals yet | No one-command install · Source | |
| 595 | Unranked | joint-chiefsmcp · ai-agents | Multi-model AI code review with structured debate. OpenAI, Gemini, Grok, and Claude review your code in parallel, then an anonymized arbitration… | No signals yet | No one-command install · Source | |
| 596 | Unranked | vscode-agent-bridgemcp · ai-agents | Enables AI agents to access live VS Code editor state, symbol navigation, diagnostics, and language-aware editing through MCP, bridging the gap… | No signals yet | No one-command install · Source | |
| 597 | Unranked | editor-mcpmcp · devops | A secure, isolated MCP server providing full code editor functionality for AI pair programming, with Docker-based command execution and Cloudflare… | No signals yet | No one-command install · Source | |
| 598 | 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 | |
| 599 | Unranked | codewalkmcp · github-vcs | AI-powered codebase intelligence tool that builds a dependency graph of a git repo for structural Q&A and pre-PR code review. It exposes MCP tools for… | No signals yet | No one-command install · Source | |
| 600 | 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 |
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.