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Scored on public signals; components with none are listed as Unranked · Formula

Component
Allmcp 61,707skill 1,132subagent 724rules 461hook 134workflow 62cli 57identity 38
4 More
eval 37memory 36observability 34infra 26
Domain
Allback-end 23,922ai-agents 13,106other 9,354search 4,535database 2,789front-end 2,201observability 1,987auth 1,508
5 More
devops 1,377browser 1,330comms 1,112payments 1,089github-vcs 929
Vertical
Allfinance 4,779ai-infra 3,606security 3,313productivity 2,190marketing 1,395data-analytics 1,204legal 1,129devtools 1,006
4 More
education 574healthcare 489e-commerce 468gaming 396
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Needs the armory CLI · not on npm yet, build it from cli/ in the repository

1,006 results · 65,239 in the catalog
RankScoreComponentDescriptionEvidenceLast commitInstall
122.557saurabhdaware-abellmcp · otherEnables AI assistants to interact with Abell static site generator for retrieving syntax documentation and scaffolding complete applications through…1 starNo one-command install · Source
222.557bitbucket-server-mcp-2mcp · github-vcsA professional MCP server for Bitbucket Server that enables automation of pull request management, code review, and repository operations.1 starNo one-command install · Source
322.557memory-bank-mcp-mongodbmcp · ai-agentsMCP server for MongoDB-powered memory bank management with multi-project isolation, version control, and real-time statistics.1 starNo one-command install · Source
422.557js-development-mcp-servermcp · back-endA Model Context Protocol server for JavaScript/TypeScript development, providing tools to run scripts, tests, builds, and dependency management with…1 starNo one-command install · Source
522.557splice-weavermcp · otherProvides AST-powered semantic code editing capabilities across 20+ programming languages through ast-grep integration, enabling precise…1 starNo one-command install · Source
622.557gemini-code-review-mcpmcp · back-endAI-powered code review server that analyzes git diffs and PRs with context from project guidelines and task lists. Supports integration with Claude…1 starNo one-command install · Source
722.557codex-cli-architect-mcpmcp · ai-agentsAn MCP server that provides technical consultation, code review, and code explanation by integrating with OpenAI's Codex CLI, enabling AI-powered…1 starNo one-command install · Source
822.557matterai-mcp-servermcp · back-endEnables code reviews, implementation planning, and pull request generation for AI agents in IDEs like Cursor and Windsurf.1 starNo one-command install · Source
922.557sargelmcp · front-endLets AI agents visually inspect web elements, test CSS edits in real-time, and iterate until pixel-perfect, functioning like browser DevTools for…1 starNo one-command install · Source
1022.557kaina3-python-debuggermcp · otherProvides Python debugging capabilities through breakpoint-based execution control and variable inspection, enabling controlled script execution with…1 starNo one-command install · Source
1122.557peterpan-mu-testmcp · back-endTesting framework for MCP servers that provides connection verification, capability discovery, and tool execution validation through TypeScript-based…1 starNo one-command install · Source
1222.557pr-splitter-mcpmcp · back-endAn MCP server that intelligently splits large pull requests into multiple smaller ones for improved code review and KPI tracking, integrating…1 starNo one-command install · Source
1322.557nestjs-mcp-servermcp · back-endA production-ready NestJS backend template with built-in MCP server enabling AI agents to query your data via standardized protocol, featuring RAG…1 starNo one-command install · Source
1422.557builder-proj-mcp-servermcp · back-endA unified MCP server for scaffolding project structures across multiple frameworks including Spring Boot, React, Vue, Next.js, FastAPI, Django, Flask…1 starNo one-command install · Source
1522.557chrome-devtools-slimmcp · back-endA token-optimized MCP server that groups Chrome Devtools tools into 8 semantic operations, reducing context window tokens by 69.5% while preserving…1 starNo one-command install · Source
1622.557toolcallmcp · back-endEnables creating MCP (Model Context Protocol) servers with zero boilerplate, full TypeScript support, and multiple transports (stdio and HTTP).1 starNo one-command install · Source
1722.557mcpbootmcp · ai-agentsGenerates and serves an MCP server from a natural language prompt, without requiring SDK knowledge or boilerplate code.1 starNo one-command install · Source
1822.557mssql-agent-mcpmcp · databaseProvides tools for querying and managing Microsoft SQL Server databases, including stored procedures and SQL Server Agent jobs as code with version…1 starNo one-command install · Source
1922.557yashkashte5-codelensmcp · back-endIntegrates with GitHub API and Libraries.io to provide intelligent code search, dependency health checking across multiple package managers, and…1 starNo one-command install · Source
2022.557gerrit-mcp-servermcp · back-endAn MCP server that enables language models to query and manage Gerrit code reviews via the REST API.1 starNo one-command install · Source
2122.557chrome-debugger-mcpmcp · back-endEnables AI agents to attach to Chrome tabs, set breakpoints, inspect scope variables, evaluate expressions, and step through code using Chrome…1 starNo one-command install · Source
2222.557mcp-snapshot-filtermcp · browserA proxy server that intercepts and filters content-heavy responses from chrome-devtools-mcp, reducing token consumption by 40-60% for browser…1 starNo one-command install · Source
2322.557jenkins-mcp-server-2mcp · back-endProvides Jenkins CI/CD integration for AI assistants through the Model Context Protocol, enabling job management, build control, and system…1 starNo one-command install · Source
2422.557revxl-devtoolsmcp · authProvides 17 developer utility tools for AI agents, including free tools like JSON formatting, base64 encoding, UUID generation, and pro tools for…1 starNo one-command install · Source
2522.557pymcuprog-mcpmcp · otherEnables AI tools to program Microchip AVR microcontrollers via natural language by wrapping pymcuprog, supporting USB HID debuggers and serial UART…1 starNo one-command install · Source
2622.557smart-xdebug-mcpmcp · ai-agentsConnects AI assistants like Claude to PHP's XDebug debugger for runtime inspection, breakpoint control, and variable tracking, enabling natural…1 starNo one-command install · Source
2722.557yusiwen-drone-cimcp · devopsInteract with Drone CI/CD pipelines to manage repositories, builds, secrets, and cron jobs.1 starNo one-command install · Source
2822.557drone-mcp-servermcp · back-endEnables to interact with Drone CI/CD for managing repositories, builds, cron jobs, secrets, and users.1 starNo one-command install · Source
2922.557agimaulana-codemagicmcp · devopsManage Codemagic CI/CD builds, apps, artifacts, caches, and environment variables.1 starNo one-command install · Source
3022.557sean-sunagaku-promptlintmcp · ai-agentsStatic linter for AI prompts detecting contradictions, redundancy, ambiguity, and filler text.1 starNo one-command install · Source
3122.557cdp-mcp-servermcp · browserWraps Chrome DevTools Protocol to provide AI agents with low-level browser debugging tools including breakpoints, stack traces, stepping, network…1 starNo one-command install · Source
3222.557boycemcp · databaseDeterministic NL-to-SQL compiler for AI agents that eliminates guessing and index errors.1 starNo one-command install · Source
3322.557fables-mcp-servermcp · devopsAn MCP server that provides AI agents with tools to build, deploy, and manage Flutter applications, including APK/AAB generation, keystore management…1 starNo one-command install · Source
3422.557mcp-agent-reviewmcp · ai-agentsAn MCP server that provides agentic code review powered by OpenAI-compatible models, designed for use with Claude Code.1 starNo one-command install · Source
3522.557codex-bridgemcp · ai-agentsMCP server that lets Claude Code ask GPT Codex for adversarial planning, code review, debugging, research, and risk triage without leaving your…1 starNo one-command install · Source
3622.557arena-mcp-servermcp · ai-agentsEnables running position-driven adversarial debates and code reviews between AI agents via MCP tools, supporting custom positions, multiple rounds…1 starNo one-command install · Source
3722.557ps-mcpmcp · back-endAn MCP server for PowerSchool plugin developers, providing read/write access to plugin workspaces, scaffolding, validation, packaging, and access to…1 starNo one-command install · Source
3822.557vibebrowser-chrome-devtools-mcpmcp · browserA fork of Chrome DevTools MCP that adds Streamable HTTP transport for multiple AI agents to concurrently control and inspect a live Chrome browser via…1 starNo one-command install · Source
3922.557mcp-console-hubmcp · browserStreams browser DevTools console, network, storage, and performance data to your IDE's AI agent for real-time debugging and analysis.1 starNo one-command install · Source
4022.557davidweb3-git-enhancedmcp · github-vcsEnhanced Git operations for AI coding assistants including code review, commit history analysis, and branch management tools.1 starNo one-command install · Source
4122.557monomyth-development-la-forgemcp · browserProvides pixel-perfect visual debugging for CSS development by capturing screenshots, comparing against baselines, detecting visual differences, and…1 starNo one-command install · Source
4222.557js-reverse-mcpmcp · back-endA Chrome DevTools Protocol-based MCP server that enables AI coding assistants to control browsers for JavaScript debugging, reverse engineering, web…1 starNo one-command install · Source
4322.557mcp-code-review-servermcp · back-endA code review tool that generates detailed HTML review documents by comparing branches or commits, with author filtering and intelligent analysis.1 starNo one-command install · Source
4422.557chatgpt-mcp-server-templatemcp · back-endA boilerplate for building local Node.js MCP servers that integrate with ChatGPT Web UI, featuring mock OAuth and secure tunneling for instant…1 starNo one-command install · Source
4522.557ira-researchermcp · back-endA powerful browser automation MCP server with 40 tools, stealth mode, ghost effects, and full DevTools access, enabling natural language control of…1 starNo one-command install · Source
4622.557mcp-firefoxmcp · browserConnects to Firefox's Remote Debugging Protocol over TCP, exposing browser DevTools capabilities (JS evaluation, navigation, screenshots, network…1 starNo one-command install · Source
4722.557flarelink-mcpmcp · authBuild on the Flarelink stack — Cloudflare auth (better-auth + KV sessions), D1, and R2 — from AI coding tools. Provides copy-paste code patterns and…1 starNo one-command install · Source
4822.557j-link-rtt-viewer-mcpmcp · observabilityEnables AI assistants to interact with STM32 development boards via J-Link debugger using RTT communication, supporting connection, logging, memory…1 starNo one-command install · Source
4922.557build-quality-mcpmcp · ai-agentsEnables Claude-powered pre-push code review, blocking bad commits by analyzing diffs with Anthropic's models.1 starNo one-command install · Source
5022.557axe-devtools-mcpmcp · back-endMCP server for axe-core accessibility audits. Enables scanning URLs or HTML for WCAG violations with impact levels and fix guidance.1 starNo one-command install · Source
5122.557servicenow-dev-mcpmcp · commsAI-powered ServiceNow developer toolkit for Claude Code with 116 tools covering script generation, code review, portal and catalog development…1 starNo one-command install · Source
5222.557phantomhandmcp · browserA minimalist browser control engine that allows LLM agents to visually perceive and interact with web pages through the Chrome DevTools Protocol and…1 starNo one-command install · Source
5322.557llama-bridgemcp · ai-agentsMCP server that enables cloud models (like Gemini/Claude) to delegate coding tasks to a local llama.cpp server, preserving cloud usage limits through…1 starNo one-command install · Source
5422.557chrome-devtools-mcp-forkmcp · browserEnables debugging of web applications by connecting Claude to Chrome's developer tools through MCP, allowing network monitoring, console inspection…1 starNo one-command install · Source
5522.557github-pr-reviewmcp · github-vcsEnables LLM clients to list, read, review, and comment on GitHub pull requests, turning an AI assistant into a fully capable code reviewer.1 starNo one-command install · Source
5622.557mcp-server-for-segger-rtt-via-j-linkmcp · back-endEnables LLMs to interact with embedded devices by reading and writing Segger RTT data through a J-Link debugger.1 starNo one-command install · Source
5722.557kimi-k3-mcpmcp · back-endA read-only MCP server that gives Codex and other clients a Kimi K3 second opinion through OpenRouter, enabling algorithm review, code review, and…1 starNo one-command install · Source
5822.557shareworker-code-review-mcpmcp · ai-agentsDeterministic code review MCP server that provides tools for file selection, rule matching, comment positioning, and reflection, ensuring stable…1 starNo one-command install · Source
5922.557corpus-kbmcp · searchLocal end-to-end RAG system for agentic code editors, exposing retrieval-augmented generation via MCP to any compatible client.1 starNo one-command install · Source
6022.557spector-agent-mcpmcp · ai-agentsAI-first WebGL 1/2 debugging MCP server that attaches to Chrome via CDP, enables frame capture and diagnostic analysis, and collaborates with Chrome…1 starNo one-command install · Source
6122.557idameshmcp · ai-agentsAn MCP server that exposes IDA Pro's disassembler and Hex-Rays decompiler as tools and resources, enabling parallel binary analysis with multiple…1 starNo one-command install · Source
6222.557linkagentmcp · ai-agentsLinkAgent is a Python MCP server that extracts structured data from any website via Chrome DevTools Protocol. It features a plugin architecture with…1 starNo one-command install · Source
6322.557proxima-centaurimcp · ai-agentsA local development gateway that routes AI queries through browser sessions or API keys, enabling free and private access to frontier LLMs within code…1 starNo one-command install · Source
6422.557evernode-mcpmcp · devopsEnables AI agents to build, check, cost, and deploy HotPocket dApps on Evernode/Xahau by scaffolding deterministic contracts, checking determinism…1 starNo one-command install · Source
6522.557ver-andimcp · searchContext compiler for AI coding agents that indexes TypeScript codebases to extract and serve only the relevant symbols and files for a task, reducing…1 starNo one-command install · Source
6622.557continuous-code-guardianmcp · ai-agentsAI-powered continuous code assistant for Cursor, VS Code, Antigravity, and Claude Code via MCP, providing tools for code review, testing…1 starNo one-command install · Source
6722.557playwright-react-debug-mcpmcp · browserEnables AI-assisted debugging of React applications by providing browser control, DOM inspection, network monitoring, React DevTools, and error…1 starNo one-command install · Source
6822.557diff-checker-line-by-line-text-comparisonmcp · back-endText diff comparison API for AI agents. Compare two texts line-by-line: additions, deletions, unchanged lines, and summary statistics…1 starNo one-command install · Source
6922.557kratos-mcp-servermcp · back-endEnables AI assistants to drive Kratos Multiphysics finite element simulations end to end, including introspection, scaffolding, execution, and…1 starNo one-command install · Source
7022.557arc-devtools-mcpmcp · browserMCP server enabling AI agents to control and inspect Chrome/Arc browsers via DevTools, with Arc-specific tab reuse.1 starNo one-command install · Source
7122.557byronwade-memoriamcp · github-vcsAnalyzes code dependencies through git forensics to prevent refactoring bugs1 starNo one-command install · Source
7222.557chrome-dev-mcpmcp · ai-agentsAn MCP server that connects AI agents to a running Chrome tab via the Chrome DevTools Protocol (CDP), enabling runtime debugging and page inspection.1 starNo one-command install · Source
7322.557mcp-server-mcdevmcp · front-endEnables AI assistants to search sfmc-devtools wiki offline, explain config concepts, walk component checklists, and list metadata types via mcdev.1 starNo one-command install · Source
7422.557text-file-read-and-refactor-mcpmcp · back-endToken-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools.1 starNo one-command install · Source
7522.557fastmcp-python-boilerplatemcp · ai-agentsProvides a production-ready FastMCP Python server boilerplate with structured logging, rate limiting, and config validation for building MCP servers…1 starNo one-command install · Source
7622.557codexmcp · ai-agentsEnables Grok Build to orchestrate the local Codex CLI for code reviews, adversarial reviews, task rescue, session transfer, and background job…1 starNo one-command install · Source
7722.557clonstmcp · ai-agentsEnables adversarial code review by connecting Claude Code to OpenAI Codex, iterating until consensus is reached between the two AI models.1 starNo one-command install · Source
7822.557cheaplanemcp · authDelegates replaceable grunt work (boilerplate, formatting, translation, long-document summarizing) from a premium agent to cheap models behind a local…1 starNo one-command install · Source
7922.557antigravity-mcpmcp · ai-agentsAn MCP server that leverages Google Antigravity SDK and Gemini Enterprise Agent Platform to provide AI-driven code review and task execution via…1 starNo one-command install · Source
8022.557webloom-enginemcp · browserMCP server giving AI agents 86 tools for browser automation via Chrome DevTools Protocol, including navigation, click/fill ladders, network…1 starNo one-command install · Source
8122.557hg-mcp-servermcp · github-vcsEnables AI assistants to interact with Mercurial repositories, supporting version control operations like cloning, committing, branching, merging, and…1 starNo one-command install · Source
8222.557gitlmcp · ai-agentsAI code reviews and git activity digests with machine-readable risk scoring, available as an MCP server for use within an agent session.1 starNo one-command install · Source
8322.557israel-hiking-mcpmcp · back-endAn unofficial, read-only MCP server exposing Israel Hiking Map data, currently in early scaffolding with only a placeholder ping tool.1 starNo one-command install · Source
8422.557java-jar-decompiler-reverse-engineering-mcp-servermcp · back-endEnables decompilation and reverse engineering of Java JAR files through multi-engine decompilation, candidate evaluation, Maven project structuring…1 starNo one-command install · Source
8522.557deskcert-mcp-servermcp · back-endExposes 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 starNo one-command install · Source
8622.557lyrenth-mcpmcp · otherRead any public web page as a clean AIDocument: Markdown plus title, description, and structure, with navigation and boilerplate stripped. Reads…1 starNo one-command install · Source
8722.557lyrenthmcp · otherRead any public web page as a clean AIDocument: Markdown plus title, description, and structure, with navigation and boilerplate stripped. Reads…1 starNo one-command install · Source
8822.557harness-bridgemcp · ai-agentsBridges Claude Code and OpenAI Codex through MCP, allowing cross-harness querying, code review, explanation, and implementation delegation.1 starNo one-command install · Source
8922.557weavatrix-refactormcp · otherProvides read-only code analysis and safe, reversible code refactoring with proven edit plans, previews, and rollback.1 starNo one-command install · Source
9022.557devreview-mcp-servermcp · back-endMCP server for AI-assisted code review, enabling integration with the DevReview tool.1 starNo one-command install · Source
9122.557devflow-mcp-servermcp · back-endMCP server that integrates DevFlow with AI code assistants to enforce structured development workflows including planning, task tracking, and code…1 starNo one-command install · Source
9222.557mcp-rn-devtoolsmcp · front-endThis MCP server enables real-time debugging and inspection of running React Native apps, providing access to console logs, errors, network requests…1 starNo one-command install · Source
9322.557live-mcpmcp · browserEnables AI agents to declaratively control web pages using real mouse and keyboard events via Chrome DevTools Protocol, without executing page…1 starNo one-command install · Source
9422.557greybeardmcp · front-endAn MCP server that provides AI-powered code review and architecture analysis, simulating the perspective of an experienced staff engineer. It…1 starNo one-command install · Source
9522.557decisionssearchmcp · ai-agentsProvides persistent hybrid memory (Neo4j + Qdrant) for AI agents, enabling durable recall of decisions, business rules, and code patterns across…1 starNo one-command install · Source
9622.557modwiremcp · back-endProvides a tool to inspect and execute actions on a scaffolding API through Siren hypermedia links, enabling management of scaffolding resources…1 starNo one-command install · Source
9723.374leobuskin-jetbrains-idemcp · otherBridges Large Language Models with JetBrains IDEs to enable intelligent code completion, automated refactoring, and context-aware documentation…1 forkNo one-command install · Source
9823.374mcp-code-reviewermcp · ai-agentsEnables AI-powered code review and improvement, including analysis, refactoring suggestions, and automatic test generation, with an optional agentic…1 forkNo one-command install · Source
9923.374hello-world-mcpmcp · back-endA simple Model Context Protocol server that provides a hello world greeting tool, serving as a boilerplate template for quickly creating new MCP…1 forkNo one-command install · Source
10023.374gitlab-duo-mcp-bridgemcp · ai-agentsWraps GitLab Duo CLI as an MCP tool for code review, enabling agents to get structured Duo reviews via duo_review.1 forkNo 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.

Leaderboard · Armory