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 | 97.8133 | letta-ai-agent-fileidentity · ai-agents | Use when you need to save, share, version or move a whole agent — its persona, memory and behaviour — as one portable file. | 1,197 stars · 114 forks | No one-command install · Source | |
| 502 | 97.8107 | operative-sh-web-ux-evaluatormcp · front-end | Enables automated browser interactions for evaluating web application user experiences, capturing console logs and network requests to generate… | 1,240 stars · 109 forks | No one-command install · Source | |
| 503 | 97.8086 | tencentcloudbase-cloudbase-ai-toolkitmcp · back-end | One-stop backend services for WeChat Mini-Programs and full-stack apps. Provides specialized MCP tools for serverless cloud functions, databases, and… | 1,090 stars · 137 forks | No one-command install · Source | |
| 504 | 97.8050 | iwemcp · database | iwec gives AI agents structured access to your Markdown notes as a knowledge graph instead of a pile of files. Agents search, retrieve, traverse, and… | 1,609 stars · 74 forks | No one-command install · Source | |
| 505 | 97.8041 | webvoyagerinfra · browser | Research browser agent from Zhejiang University and HKU. It uses GPT-4V interleaved screenshot + HTML observations to complete open-ended web tasks… | 1,127 stars · 124 forks · 1 mention | Stale | No one-command install · Source |
| 506 | 97.8004 | composiohq-trustclawcli · ai-agentsContributed by Sentinel | A self-hostable personal AI agent with vector memory, Composio tools, and Telegram. | 886 stars · 209 forks · 3 mentions | No one-command install · Source | |
| 507 | 97.7962 | reactusemcp · back-end | MCP server for the ReactUse library. Exposes 110+ React Hook signatures, examples, and API metadata so AI coding assistants can discover and use any… | 1,048 stars · 141 forks | No one-command install · Source | |
| 508 | 97.7905 | queryweavermcp · database | MCP server for natural language to SQL conversion, enabling listing databases, connecting, inspecting schemas, and querying databases using plain… | 1,072 stars · 134 forks | No one-command install · Source | |
| 509 | 97.7899 | ccflarecli · observability | A Claude Code usage dashboard with a web UI: detailed metrics, logging and a short setup. | 1,039 stars · 141 forks | No one-command install · Source | |
| 510 | 97.7877 | suekou-notion-servermcp · back-end | Manage pages and databases in Notion workspaces. | 922 stars · 180 forks | No one-command install · Source | |
| 511 | 97.7864 | coding-tools-mcpmcp · ai-agents | Empower any MCP-compatible AI Agent(MCP Client) with engineering-grade capabilities to understand, modify, run, and deliver real-world code… | 956 stars · 164 forks | No one-command install · Source | |
| 512 | 97.7803 | colab-mcpmcp · browser | Bridges a local agent to a Colab session in the browser, enabling seamless interaction with Colab from local clients. | 916 stars · 184 forks | No one-command install · Source | |
| 513 | 97.7669 | heymrun-heymmcp · ai-agents | Source-available, self-hosted AI workflow automation platform. Build multi-agent, RAG, and tool-using pipelines on a visual canvas, then expose any… | 1,285 stars · 96 forks | No one-command install · Source | |
| 514 | 97.7656 | persome-mcp-servermcp · back-end | Enables MCP agents to query a local, cross-app personal model built from macOS activity, providing search, receipts, and model tools. | 1,323 stars · 92 forks | No one-command install · Source | |
| 515 | 97.7556 | langchain-mcpdocmcp · ai-agents | Provides AI systems with access to documentation from llms.txt files by fetching and parsing content from specified URLs, enabling seamless… | 1,032 stars · 129 forks | No one-command install · Source | |
| 516 | 97.7524 | regenrek-deepwiki-markdown-convertermcp · github-vcs | Converts DeepWiki repositories into well-formatted Markdown, maintaining links between pages while removing headers, footers, navigation elements, and… | 1,383 stars · 81 forks | No one-command install · Source | |
| 517 | 97.7470 | claude-code-documentation-mirrorworkflow · ai-agents | A mirror of Anthropic's documentation pages for Claude Code, updated every few hours. | 983 stars · 138 forks | No one-command install · Source | |
| 518 | 97.7426 | duckle-mcp-servermcp · front-end | Duckle ships its own Model Context Protocol server, so Claude can browse the full component catalog and per-component property schemas, generate a… | 1,258 stars · 94 forks | No one-command install · Source | |
| 519 | 97.7423 | ariadng-metatrader-mcp-servermcp · back-end | Enable AI LLMs to execute trades using MetaTrader 5 platform | 785 stars · 254 forks | No one-command install · Source | |
| 520 | 97.7395 | negokaz-excelmcp · other | Integrates with Microsoft Excel to enable reading and writing of text data in xlsx files for spreadsheet manipulation and analysis tasks. | 1,017 stars · 128 forks | No one-command install · Source | |
| 521 | 97.7327 | solana-mcp-by-vybemcp · back-end | Enables browsing Solana schemas and making live Solana API calls through a public MCP server. | 1,226 stars · 96 forks | No one-command install · Source | |
| 522 | 97.7237 | safedep-vetmcp · other | Protect against malicious open source packages | 1,107 stars · 111 forks | No one-command install · Source | |
| 523 | 97.7217 | yifancong-rsdoctormcp · other | Build analysis and optimization recommendations for Rspack projects | 1,139 stars · 102 forks | No one-command install · Source | |
| 524 | 97.7205 | claude-codex-settingsskill · database | A set of plugins for core developer tasks, covering GitHub, Azure, MongoDB, Tavily, Playwright and more. Also works with a few other providers. | 1,117 stars · 107 forks | No one-command install · Source | |
| 525 | 97.7189 | atlassian-rovo-mcp-servermcp · back-end | A cloud-hosted bridge that gives AI tools secure, real-time access to Jira, Confluence, Jira Service Management, Bitbucket, and Compass. | 1,009 stars · 126 forks | No one-command install · Source | |
| 526 | 97.7170 | betterdb-monitormcp · database | Real-time monitoring, slowlog analysis, and audit trails for Valkey and Redis databases. | 1,299 stars · 83 forks | No one-command install · Source | |
| 527 | 97.7021 | johnhuang-code-indexermcp · search | Indexes and analyzes code repositories to enable file navigation, pattern searching, and complexity assessment across multiple programming languages… | 1,005 stars · 121 forks | No one-command install · Source | |
| 528 | 97.6931 | weibaohui-k8mmcp · devops | /🏠 - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools… | 878 stars · 156 forks | No one-command install · Source | |
| 529 | 97.6799 | mibayy-token-saviormcp · search | Structural codebase indexing with surgical query tools that reduce token consumption by answering code navigation, dependency, and impact analysis… | 1,137 stars · 96 forks | No one-command install · Source | |
| 530 | 97.6639 | chir24-unreal-enginemcp · front-end | Connects to Unreal Engine 5's Remote Control API to enable automated game development workflows including asset management, actor manipulation, level… | 851 stars · 159 forks | No one-command install · Source | |
| 531 | 97.6615 | 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 | |
| 532 | 97.6532 | jae-jae-fetchermcp · browser | Fetches and extracts web content using Playwright's headless browser capabilities, delivering clean, readable content from JavaScript-heavy websites… | 1,079 stars · 99 forks | No one-command install · Source | |
| 533 | 97.6523 | arben-adm-sequential-thinkingmcp · other | Implements structured step-by-step reasoning to break down and methodically analyze complex problems. | 947 stars · 118 forks | No one-command install · Source | |
| 534 | 97.6329 | coleam00-mem0mcp · search | Provides persistent long-term memory capabilities through semantic indexing, retrieval, and search functions with support for multiple LLM providers… | 681 stars · 237 forks | No one-command install · Source | |
| 535 | 97.6319 | cookjohn-zoteromcp · front-end | Integrates with Zotero reference management software through a dual-component architecture to provide access to bibliographic data, abstracts, tags… | 1,117 stars · 92 forks | No one-command install · Source | |
| 536 | 97.6314 | surf-computer-useinfra · browser | E2B Surf: a Stagehand-powered computer-use interface layer for E2B Firecracker sandboxes; connects the act/extract/observe primitives directly to… | 856 stars · 141 forks | No one-command install · Source | |
| 537 | 97.6285 | saik0s-browser-usemcp · browser | Integrates with web browsers to enable automated web scraping, form filling, and interaction with web applications. | 958 stars · 110 forks | No one-command install · Source | |
| 538 | 97.6226 | pyth-networkmcp · other | Real-time and historical price feeds for crypto, equities, FX, and commodities. | 247 stars · 346 forks | No one-command install · Source | |
| 539 | 97.6193 | claude-powerlineobservability · ai-agents | A vim-style powerline statusline for Claude Code with real-time usage tracking, git integration, custom themes, and more | 1,163 stars · 82 forks | No one-command install · Source | |
| 540 | 97.6153 | idoubi-mcp-server-chatsummcp · back-end | Hook into your WeChat history and pull summaries of conversations. | 1,029 stars · 98 forks | No one-command install · Source | |
| 541 | 97.6146 | getsentry-sentry-mcpmcp · observability | Sentry.io integration for error tracking and performance monitoring | 837 stars · 142 forks | No one-command install · Source | |
| 542 | 97.6104 | mcp-kali-servermcp · back-end | Connects MCP clients to a Kali Linux terminal for AI-assisted penetration testing and CTF challenge solving by executing commands like Nmap… | 808 stars · 160 forks | No one-command install · Source | |
| 543 | 97.6004 | grafbasemcp · back-end | Command-line tool for managing GraphQL APIs with features for local development, federation, and deployment across various connectors including… | 1,231 stars · 73 forks | No one-command install · Source | |
| 544 | 97.5944 | claudix-claude-code-for-vscodecli · front-end | A VSCode extension that brings Claude Code directly into your editor with interactive chat interface, session management, intelligent file operations… | 1,130 stars · 80 forks | No one-command install · Source | |
| 545 | 97.5896 | gh05tcrew-metasploit-frameworkmcp · other | Provides a secure interface to Metasploit Framework's penetration testing capabilities, enabling exploit execution, payload generation, session… | 732 stars · 207 forks | No one-command install · Source | |
| 546 | 97.5884 | x-api-fastmcp-servermcp · back-end | A local MCP server that exposes the X API (formerly Twitter API) as tools, enabling operations like posting, searching, user management, and more via… | 853 stars · 127 forks | No one-command install · Source | |
| 547 | 97.5843 | jaywebtech-autoshortscli · otherContributed by Sentinel | AutoShorts is a local-first desktop application for turning long-form video or audio recordings into high-impact, vertical short-form clip candidates… | 788 stars · 164 forks · 3 mentions | No one-command install · Source | |
| 548 | 97.5773 | jingcheng-chen-rhino-8mcp · front-end | Enables direct control of Rhino 8's 3D modeling environment through a C# SDK-based server that exposes modeling operations for design workflow… | 1,012 stars · 95 forks | No one-command install · Source | |
| 549 | 97.5590 | android-automationmcp · front-end | Provides direct automation and control of Android devices through uiautomator2, enabling clicking, swiping, typing, and UI element inspection for… | 871 stars · 113 forks | No one-command install · Source | |
| 550 | 97.5413 | a-bonus-google-docsmcp · other | Provides a bridge between Google Docs and AI tools for reading document content, appending text, and applying formatting to specific text within… | 653 stars · 213 forks | No one-command install · Source | |
| 551 | 97.5410 | xiaowu0162-longmemevaleval · commsContributed by Sentinel | Benchmarking Chat Assistants on Long-Term Interactive Memory (ICLR 2025) | 1,049 stars · 81 forks · 10 mentions | No one-command install · Source | |
| 552 | 97.5341 | jacksteamdev-obsidian-toolsmcp · other | Integrates AI-powered tools with Obsidian for enhanced note-taking, linking, and knowledge management workflows. | 832 stars · 118 forks | No one-command install · Source | |
| 553 | 97.5329 | gemini-skillmcp · back-end | MCP server to control Gemini web interface via CDP for AI image generation, chat, and image extraction. | 830 stars · 119 forks | No one-command install · Source | |
| 554 | 97.5326 | line-bot-mcp-servermcp · back-end | MCP server that integrates the LINE Messaging API to enable AI agents to send messages and manage LINE Official Accounts. | 771 stars · 148 forks | No one-command install · Source | |
| 555 | 97.5313 | refmcp · search | Integrates with Ref.tools documentation search service to provide curated technical documentation access, web search fallback, and URL-to-markdown… | 1,165 stars · 69 forks | No one-command install · Source | |
| 556 | 97.5311 | zcaceres-fetchmcp · other | Fetches and transforms web content into various formats. | 819 stars · 123 forks | No one-command install · Source | |
| 557 | 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 | |
| 558 | 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 | |
| 559 | 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 | |
| 560 | 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 | |
| 561 | 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 | |
| 562 | 97.5066 | codeabra-iai-personal-memory-enginememory · ai-agents | Use when the agent should remember not just facts but how you like to work, locally and for free. | 862 stars · 105 forks | No one-command install · Source | |
| 563 | 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 | |
| 564 | 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 | |
| 565 | 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 | |
| 566 | 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 | |
| 567 | 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 | |
| 568 | 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 | |
| 569 | 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 | |
| 570 | 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 | |
| 571 | 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 | |
| 572 | 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 | |
| 573 | 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 | |
| 574 | 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 | |
| 575 | 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 | |
| 576 | 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 | |
| 577 | 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 | |
| 578 | 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 | |
| 579 | 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 | |
| 580 | 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 | |
| 581 | 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 | |
| 582 | 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 | |
| 583 | 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 | |
| 584 | 97.4253 | 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 | |
| 585 | 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 | |
| 586 | 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 | |
| 587 | 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 | |
| 588 | 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 | |
| 589 | 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 | |
| 590 | 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 | |
| 590 | 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 | |
| 592 | 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 | |
| 593 | 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 | |
| 594 | 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 | |
| 595 | 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 | |
| 596 | 97.3853 | awesome-ralphworkflow · ai-agents | A curated list of resources about Ralph, the AI coding technique that runs AI coding agents in automated loops until specifications are fulfilled. | 918 stars · 74 forks | No one-command install · Source | |
| 597 | 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 | |
| 598 | 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 | |
| 599 | 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 | |
| 600 | 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 |
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.