Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 97.5297 | cobrowser-browser-usemcp · ai-agents | Provides an async browser automation server using OpenAI's GPT-4o model, enabling remote web navigation, content extraction, and task execution with… | 843 stars · 115 forks | No one-command install · Source | |
| 302 | 97.5288 | lvcidpsyche-auto-browsermcp · browser | Open-source MCP-native browser agent with human takeover via noVNC, reusable auth profiles, and approval/audit rails. Playwright + FastAPI… | 793 stars · 137 forks | No one-command install · Source | |
| 303 | 97.5243 | aymericzip-intlayermcp · ai-agents | A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs. | 818 stars · 122 forks | No one-command install · Source | |
| 304 | 97.5152 | shaneholloman-knowledge-graphmcp · database | Enables persistent memory and structured knowledge management for enhanced personalization and context retention in natural language interactions… | 888 stars · 101 forks | No one-command install · Source | |
| 305 | 97.5125 | harshkedia177-axonmcp · search | Builds knowledge graphs from source code repositories with multi-language parsing, hybrid search, community detection, and interactive visualization. | 807 stars · 123 forks | No one-command install · Source | |
| 306 | 97.5062 | canner-wren-enginemcp · database | The Semantic Engine for Model Context Protocol(MCP) Clients and AI Agents | 663 stars · 199 forks | No one-command install · Source | |
| 307 | 97.4996 | docling-mcpmcp · other | Provides tools for document conversion, processing, and generation, enabling PDF to structured JSON conversion, document creation, and caching for… | 758 stars · 142 forks | No one-command install · Source | |
| 308 | 97.4976 | anarkh-lee-universal-databasemcp · database | Provides unified database connectivity across PostgreSQL, MySQL, Oracle, Redis, and 13 additional databases with standardized operations for… | 925 stars · 91 forks | No one-command install · Source | |
| 309 | 97.4970 | opentabs-dev-opentabsmcp · browser | Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser session. 100+… | 926 stars · 89 forks | No one-command install · Source | |
| 310 | 97.4902 | snaggle-ai-openapi-mcp-servermcp · back-end | Convert OpenAPI specs into usable MCP endpoints. | 899 stars · 95 forks | No one-command install · Source | |
| 311 | 97.4893 | lark-feishumcp · back-end | Integrates with Feishu/Lark's collaboration suite, enabling AI assistants to interact with productivity tools through the official Node.js SDK. | 814 stars · 115 forks | No one-command install · Source | |
| 312 | 97.4676 | cyfrin-aderynmcp · other | Provides intelligent Solidity smart contract analysis through the Aderyn static analyzer, scanning codebases to identify security vulnerabilities… | 794 stars · 117 forks | No one-command install · Source | |
| 313 | 97.4671 | alioshr-memory-bankmcp · ai-agents | Transforms file-based memory banks into a centralized, remotely accessible service for multi-project management with consistent structure and… | 919 stars · 86 forks | No one-command install · Source | |
| 314 | 97.4669 | qy527145-acemcpmcp · search | Indexes codebases with automatic incremental updates and provides semantic search to find relevant code snippets with file paths and line numbers. | 806 stars · 112 forks | No one-command install · Source | |
| 315 | 97.4655 | alexander-zuev-supabasemcp · database | Integrates with Supabase to enable natural language-driven database schema exploration, management, and read-only SQL query execution. | 830 stars · 104 forks | No one-command install · Source | |
| 316 | 97.4649 | cohnen-google-adsmcp · back-end | Integrates with Google Ads API to enable direct access and management of advertising campaigns, performance analysis, and optimization within… | 701 stars · 159 forks | No one-command install · Source | |
| 317 | 97.4640 | zinja-coder-jadxmcp · search | Integrates with JADX-GUI to enable reverse engineering of Java and Android applications through decompiled code analysis, method searching, and access… | 766 stars · 127 forks | No one-command install · Source | |
| 318 | 97.4562 | irinabuht12-oss-google-meta-ads-ga4mcp · auth | Manage Google Ads, Meta Ads, and Google Analytics 4 from AI assistants with 250+ tools and OAuth 2.1 authentication. | 1,294 stars · 58 forks | No one-command install · Source | |
| 319 | 97.4552 | tianshu-mcp-servermcp · back-end | Enables AI assistants to process documents, images, audio, and video via MCP protocol, converting unstructured data into structured Markdown/JSON. | 774 stars · 119 forks | No one-command install · Source | |
| 320 | 97.4518 | elastic-elasticsearchmcp · search | Enables natural language interaction with Elasticsearch clusters for listing indices, inspecting field mappings, and executing Query DSL searches with… | 709 stars · 148 forks | No one-command install · Source | |
| 321 | 97.4501 | jetbrains-mcp-proxy-servermcp · back-end | Interact with JetBrains IDEs for code analysis and development tasks. | 965 stars · 77 forks | No one-command install · Source | |
| 322 | 97.4398 | disler-just-promptmcp · ai-agents | Unified interface for interacting with multiple LLM providers including OpenAI, Anthropic, Google Gemini, Groq, DeepSeek, and Ollama with parallel… | 738 stars · 132 forks | No one-command install · Source | |
| 323 | 97.4381 | codeabra-iaimcp · ai-agents | Local long-term memory MCP server for AI coding assistants with three-tier episodic, semantic, and procedural memory storage. | 832 stars · 98 forks | No one-command install · Source | |
| 324 | 97.4353 | shtse8-pdf-readermcp · other | Securely extracts text, metadata, and page information from PDF files within a project directory using pdfjs-dist for both local files and remote… | 909 stars · 81 forks | No one-command install · Source | |
| 325 | 97.4278 | gcloudmcp · other | Interact with Google Cloud environments using the gcloud CLI through natural language | 896 stars · 83 forks | No one-command install · Source | |
| 326 | 97.4254 | stock-trade-mcp-servermcp · back-end | An MCP server that provides tools to access Tiingo API data including stock prices, news, forex, fundamentals, and corporate actions. | 138 stars · 440 forks | No one-command install · Source | |
| 327 | 97.4247 | stackqlmcp · database | Open source SQL-native query and provisioning engine for cloud and SaaS infrastructure. Ships as a single signed binary with MCP tools for provider… | 894 stars · 83 forks | No one-command install · Source | |
| 328 | 97.4236 | jakedismo-codegraph-rustmcp · search | Provides high-performance code intelligence and semantic search capabilities through RocksDB graph storage, FAISS vector indexing, and tree-sitter AST… | 873 stars · 87 forks | No one-command install · Source | |
| 329 | 97.4144 | annas-archivemcp · back-end | Integrates with Anna's Archive to provide search and download capabilities for Creative Commons publications and public domain materials, requiring… | 1,020 stars · 68 forks | No one-command install · Source | |
| 330 | 97.4047 | cloudflaremcp · back-end | Integrates with the entire Cloudflare API, covering 2,500+ endpoints across DNS, Workers, R2, Zero Trust, and all other Cloudflare products. | 782 stars · 108 forks | No one-command install · Source | |
| 331 | 97.4045 | mem0-coding-preferencesmcp · back-end | Integrates with mem0.ai to store, retrieve, and semantically search coding preferences, snippets, and programming knowledge through a persistent… | 658 stars · 150 forks | No one-command install · Source | |
| 332 | 97.4039 | wshobson-maverick-financial-analysismcp · back-end | Personal-use financial market analysis server that provides technical analysis tools including RSI, MACD, and moving averages with stock screening… | 655 stars · 156 forks | No one-command install · Source | |
| 332 | 97.4039 | reddit-buddymcp · auth | Provides clean access to Reddit's public API through specialized tools for browsing subreddits, searching content, retrieving posts with comments… | 809 stars · 98 forks | No one-command install · Source | |
| 334 | 97.4032 | luckypipewrench-pipelockmcp · back-end | Security harness that wraps MCP servers as stdio proxies with credential exfiltration prevention, DLP pattern matching, and SSRF protection. | 828 stars · 95 forks | No one-command install · Source | |
| 335 | 97.4015 | bgauryy-octocodemcp · github-vcs | Integrates with GitHub CLI and npm to provide repository analysis, code discovery, file exploration, commit history tracking, and package metadata… | 921 stars · 75 forks | No one-command install · Source | |
| 336 | 97.3971 | syedazharmbnr1-claude-chatgptmcp · ai-agents | Integrates Claude with the ChatGPT desktop app on macOS using AppleScript, enabling cross-assistant interactions for prompt sending, response… | 795 stars · 101 forks | No one-command install · Source | |
| 337 | 97.3954 | lldb-mcpmcp · back-end | Enables AI assistants to interact with LLDB debugging sessions through a standardized MCP interface, allowing natural language commands for debugging… | 756 stars · 112 forks | No one-command install · Source | |
| 338 | 97.3839 | msrbuilds-elementormcp · front-end | Extends WordPress MCP Adapter to expose Elementor page builder tools for programmatic page design, widget management, and template handling. | 663 stars · 140 forks | No one-command install · Source | |
| 339 | 97.3795 | caiovicentino-polymarketmcp · other | Prediction market trading with 38 tools for orders, market analysis, and portfolio management with safety controls | 665 stars · 137 forks | No one-command install · Source | |
| 340 | 97.3714 | better-auth-iconsmcp · front-end | Provides access to 200,000+ icons from 150+ collections through the Iconify API with search, retrieval, batch operations, usage pattern learning, and… | 1,256 stars · 54 forks | No one-command install · Source | |
| 341 | 97.3676 | mnemox-ai-idea-reality-checkmcp · search | Prevents redundant development by searching GitHub, Hacker News, npm, PyPI, and Product Hunt to assess project similarity and provide reality scores… | 822 stars · 88 forks | No one-command install · Source | |
| 342 | 97.3609 | minhalvp-androidmcp · front-end | Integrates with Android Debug Bridge (ADB) to enable remote control, testing, and analysis of Android devices, offering capabilities like package… | 806 stars · 93 forks | No one-command install · Source | |
| 343 | 97.3587 | hound-web-mcpmcp · back-end | Hound MCP Servers Gives your agent actually good fetch + Search for 0$, no catch, no api keys or free tiers, fully free. | 864 stars · 78 forks | No one-command install · Source | |
| 344 | 97.3517 | sirkirby-unifimcp · other | AI-powered management for UniFi Network, Protect, and Access controllers. | 772 stars · 99 forks | No one-command install · Source | |
| 345 | 97.3328 | arinspunk-claude-talk-to-figmamcp · front-end | Enables direct control over Figma designs through WebSocket communication for document inspection, element creation and modification, text… | 653 stars · 129 forks | No one-command install · Source | |
| 346 | 97.3314 | wyckoff-trading-agent-mcp-servermcp · back-end | Provides 10 tools for Wyckoff volume-price analysis across A-shares, Hong Kong, and US stocks, enabling natural language interactions for stock… | 593 stars · 185 forks | No one-command install · Source | |
| 347 | 97.3164 | artokun-comfyuimcp · ai-agents | MCP server and Claude Code plugin for ComfyUI: run workflows, generate images, and manage models. | 711 stars · 109 forks | No one-command install · Source | |
| 348 | 97.3147 | guangxiangdebizi-finance-market-datamcp · other | Provides real-time financial data and news through tools for stock market information, market indices tracking, and financial news updates | 658 stars · 120 forks | No one-command install · Source | |
| 349 | 97.3144 | rahilp-second-brainmcp · database | Self-hosted semantic memory MCP server on Cloudflare Workers with vector embeddings for intelligent recall and 4 tools for personal knowledge… | 737 stars · 102 forks | No one-command install · Source | |
| 350 | 97.3084 | mark3labs-filesystem-servermcp · back-end | Read, write, and manipulate local files through a controlled API. | 679 stars · 112 forks | No one-command install · Source | |
| 351 | 97.3081 | ckreiling-mcp-server-dockermcp · back-end | Manage Docker containers, bridged by the Docker SDK for Python. | 742 stars · 99 forks | No one-command install · Source | |
| 352 | 97.3076 | tidewave-phoenixmcp · ai-agents | Better agentic Elixir Phoenix development, runtime-level tools for your agent to talk to your running app. | 847 stars · 74 forks | No one-command install · Source | |
| 353 | 97.3046 | osomai-servicenowmcp · other | Provides a bridge to ServiceNow ITSM functionality for managing incidents, service catalogs, change requests, workflows, and changesets through… | 297 stars · 227 forks | No one-command install · Source | |
| 354 | 97.2745 | kruskal-labs-toolfrontmcp · database | Provides unified access to multiple database types including PostgreSQL, MySQL, SQLite, DuckDB, BigQuery, and Snowflake with tools for schema… | 871 stars · 67 forks | No one-command install · Source | |
| 355 | 97.2728 | tufantunc-ssh-mcpmcp · ai-agents | MCP server exposing SSH control for Linux and Windows servers via Model Context Protocol. Securely execute remote shell commands with password or SSH… | 680 stars · 104 forks | No one-command install · Source | |
| 356 | 97.2708 | golfmcp · ai-agents | Easiest framework for building MCP servers with automatic discovery of tools, prompts, and resources, plus enterprise-grade authentication and… | 839 stars · 70 forks | No one-command install · Source | |
| 357 | 97.2665 | mikechambers-adobe-creative-suitemcp · front-end | Bridges Adobe Creative Suite applications including Photoshop, Premiere Pro, and InDesign through WebSocket connections and UXP plugins, enabling… | 691 stars · 101 forks | No one-command install · Source | |
| 358 | 97.2628 | revamcp · back-end | A Ghidra MCP server that enables AI language models to interact with Ghidra for reverse engineering tasks, providing small, context-efficient tools to… | 822 stars · 72 forks | No one-command install · Source | |
| 359 | 97.2560 | solomdmcp · ai-agents | A free, open-source Markdown editor with a bundled MCP server (stdio, read-only): point Claude, Cursor, or any MCP client at your notes vault for… | 973 stars · 59 forks | No one-command install · Source | |
| 360 | 97.2545 | phpmcp · ai-agents | PHP implementation that enables PHP applications to expose methods as tools, prompts, and resources through attribute-based annotations with support… | 865 stars · 66 forks | No one-command install · Source | |
| 361 | 97.2522 | cyanheads-obsidianmcp · search | Enables interaction with Obsidian vaults for file operations, content search, and metadata management, facilitating note-taking and knowledge base… | 674 stars · 102 forks | No one-command install · Source | |
| 362 | 97.2482 | steipete-macos-automatormcp · other | Automates macOS tasks through AppleScript and JavaScript for Automation with a rich library of pre-defined scripts for application control, file… | 874 stars · 65 forks | No one-command install · Source | |
| 363 | 97.2481 | us-crwmcp · browser | Lightweight web scraper and crawler built in Rust, designed as a Firecrawl alternative for AI agents. | 907 stars · 63 forks | No one-command install · Source | |
| 364 | 97.2446 | fofamapmcp · ai-agents | A MCP-enabled asset mapping and vulnerability scanning agent with AI self-reflection, allowing natural language queries and automated scanning… | 713 stars · 95 forks | No one-command install · Source | |
| 365 | 97.2438 | google-cloud-runmcp · devops | Deploys applications to Google Cloud Run through automated containerization, project setup, and service management with support for both local files… | 627 stars · 119 forks | No one-command install · Source | |
| 366 | 97.2401 | cso1z-feishumcp · back-end | Integrates with Feishu (Lark) to enable document retrieval, messaging, and collaborative features directly within workplace conversations through a… | 741 stars · 87 forks | No one-command install · Source | |
| 367 | 97.2387 | 24mlight-a-share-financial-datamcp · search | Provides financial data tools for Chinese stock market analysis through the Baostock API, enabling retrieval of historical prices, financial reports… | 646 stars · 111 forks | No one-command install · Source | |
| 368 | 97.2371 | stevenstavrakis-obsidianmcp · other | Integrates with Obsidian to enable natural language-based note creation, editing, and management within vaults. | 731 stars · 92 forks · 1 mention | No one-command install · Source | |
| 369 | 97.2233 | tuananh-hypermcp · back-end | Enhance this server with plugins written in any WebAssembly-compatible programming language. | 880 stars · 63 forks | No one-command install · Source | |
| 370 | 97.2188 | context-portalmcp · database | Database-backed project memory management system that stores decisions, progress tracking, and system patterns in a queryable knowledge graph with… | 765 stars · 78 forks | No one-command install · Source | |
| 371 | 97.2153 | dbtmcp · other | Provides a bridge between dbt (data build tool) resources and natural language interfaces, enabling execution of CLI commands, discovery of model… | 602 stars · 127 forks | No one-command install · Source | |
| 372 | 97.2149 | hyperbrowser-mcpmcp · back-end | Hyperbrowser cloud browser MCP server. It gives agents access to scalable headless Chrome sessions with built-in stealth, CAPTCHA solving, residential… | 789 stars · 73 forks | No one-command install · Source | |
| 373 | 97.2044 | novamiramcp · devops | WordPress plugin that gives AI agents full access to WordPress through PHP execution, filesystem operations, and crash-recoverable sandboxing. | 647 stars · 103 forks | No one-command install · Source | |
| 374 | 97.2028 | yuniko-software-minecraft-botmcp · other | Enables AI control of Minecraft bots through Mineflayer-based tools for movement, block manipulation, inventory management, and environment… | 715 stars · 86 forks | No one-command install · Source | |
| 375 | 97.2014 | genomoncology-biomcpmcp · database | Integrates with biomedical databases including ClinicalTrials.gov, PubMed, and MyVariant.info to provide structured access to clinical trials… | 622 stars · 113 forks | No one-command install · Source | |
| 376 | 97.1920 | dataeval-dingomcp · ai-agents | MCP server for the Dingo: a comprehensive data quality evaluation tool. Server Enables interaction with Dingo's rule-based and LLM-based evaluation… | 752 stars · 77 forks | No one-command install · Source | |
| 377 | 97.1733 | tuanle96-mcp-odoomcp · ai-agents | Production-grade MCP server for Odoo ERP (16-19) with zero Odoo-side install. 24 tools across read, write (approval-token gated), diagnose, migrate… | 400 stars · 184 forks | No one-command install · Source | |
| 378 | 97.1664 | damms005-devdbmcp · back-end | Exposes database tables and schemas via HTTP endpoints, allowing tools to query database structure without direct database access for… | 1,431 stars · 39 forks | No one-command install · Source | |
| 379 | 97.1622 | redismcp · database | Provides a natural language interface to Redis databases, enabling operations on various data structures with tools for vector similarity search… | 613 stars · 110 forks | No one-command install · Source | |
| 380 | 97.1597 | agentic-mcp-tools-memoramcp · ai-agents | Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management. | 726 stars · 78 forks | No one-command install · Source | |
| 381 | 97.1595 | cyproxio-security-toolsmcp · database | Bridges popular security tools (Nmap, Masscan, SQLMap, FFUF) with external systems for network scanning, port discovery, SQL injection testing, and… | 633 stars · 100 forks | No one-command install · Source | |
| 382 | 97.1580 | vercel-nextjs-devtoolsmcp · front-end | Development tools and runtime diagnostics for Next.js projects | 816 stars · 64 forks | No one-command install · Source | |
| 382 | 97.1580 | chromamcp · database | Integrates with Chroma vector database to enable collection management, document operations, and vector search capabilities for knowledge bases and… | 588 stars · 118 forks | No one-command install · Source | |
| 384 | 97.1559 | controlplaneio-flux-gitopsmcp · devops | Provides a bridge between Kubernetes GitOps operations and Flux CD ecosystem, enabling debugging, resource management, and workflow troubleshooting… | 744 stars · 73 forks | No one-command install · Source | |
| 385 | 97.1502 | mem-agent-mcpmcp · ai-agents | MCP server for the driaforall/mem-agent model that enables interaction with an obsidian-like memory system through apps like Claude Desktop or LM… | 627 stars · 100 forks | No one-command install · Source | |
| 386 | 97.1398 | emailmdmcp · comms | Renders markdown into email-safe HTML that holds up in Outlook and Gmail, lints drafts for deliverability problems, and returns a live preview link… | 1,345 stars · 40 forks | No one-command install · Source | |
| 387 | 97.1362 | taibumcp · other | Enables traditional Chinese metaphysics tools like Bazi, Ziwei, and Qimen via MCP, integrating AI analysis for divination and fortune-telling. | 584 stars · 116 forks | No one-command install · Source | |
| 388 | 97.1240 | sonarsource-sonarqubemcp · observability | Integrates with SonarQube and SonarCloud platforms for code quality analysis, issue management, metrics retrieval, quality gate monitoring, and system… | 636 stars · 94 forks | No one-command install · Source | |
| 389 | 97.1210 | google-search-mcp-server-2mcp · back-end | Provides real-time Google search capabilities to AI assistants like Claude, bypassing anti-scraping mechanisms. | 621 stars · 98 forks | No one-command install · Source | |
| 390 | 97.1191 | yurineko73-godot-mcp-nativemcp · back-end | Godot Engine plugin that runs an MCP server natively inside the editor, exposing 154 tools for node operations, script editing, scene management, and… | 749 stars · 68 forks | No one-command install · Source | |
| 391 | 97.1177 | makafeli-n8n-workflow-buildermcp · other | Enables creation and management of n8n workflows for simplified automation and integration tasks. | 544 stars · 128 forks | No one-command install · Source | |
| 392 | 97.1115 | abhiemj-manim-mcp-servermcp · front-end | A local MCP server that generates animations using Manim. | 638 stars · 89 forks | No one-command install · Source | |
| 393 | 97.1090 | xero-accountingmcp · auth | Provides a bridge to the Xero accounting API, enabling financial data interactions and accounting operations through OAuth2 custom connections for… | 358 stars · 180 forks | No one-command install · Source | |
| 394 | 97.1086 | misakanetmcp · ai-agents | Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. Includes guided prompts for failure triage and… | 432 stars · 170 forks | No one-command install · Source | |
| 395 | 97.1040 | openbnb-airbnbmcp · search | Integrates with Airbnb to enable vacation rental search and detailed property information retrieval without requiring API keys | 544 stars · 125 forks | No one-command install · Source | |
| 396 | 97.0877 | devopnessmcp · devops | Deploy applications and infrastructure to any cloud provider in minutes | 449 stars · 165 forks | No one-command install · Source | |
| 397 | 97.0849 | arcadeai-blueprintmcp · other | Generates technical diagrams from text descriptions using image generation with asynchronous job management | 731 stars · 68 forks | No one-command install · Source | |
| 398 | 97.0846 | 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 | |
| 399 | 97.0835 | ivnvxd-odoomcp · search | Connects to Odoo ERP systems via XML-RPC to enable searching, reading, creating, updating, and deleting business records with smart field optimization… | 381 stars · 173 forks | No one-command install · Source | |
| 400 | 97.0712 | kimtaeyoon83-youtube-transcriptsmcp · other | Extract and analyze video captions and subtitles in multiple languages. | 590 stars · 98 forks | 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.