Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 2501 | 88.8003 | gnt-mcp-servermcp · back-end | Enables AI agents to query live, human-approved rules before taking actions, ensuring compliance and reducing errors. | 28 stars · 28 forks | No one-command install · Source | |
| 2502 | 88.7997 | adxmcp · database | Integrates with Azure Data Explorer to enable executing KQL queries, discovering database resources, exploring table schemas, and sampling data for… | 57 stars · 23 forks | No one-command install · Source | |
| 2503 | 88.7890 | tailopsmcpmcp · devops | A control plane gateway for managing distributed infrastructure through MCP, enabling centralized SSH, Docker, and HTTP target management with… | 16 stars · 35 forks | No one-command install · Source | |
| 2504 | 88.7798 | mindpilotmcp · github-vcs | Enables creation and rendering of Mermaid diagrams with real-time visualization through a local web interface, featuring diagram history, export… | 89 stars · 9 forks | No one-command install · Source | |
| 2505 | 88.7741 | earlmcp · ai-agents | Enables AI agents to safely interact with external services (HTTP, GraphQL, gRPC, Bash, SQL) using HCL templates and OS keychain secrets, preventing… | 113 stars · 7 forks | No one-command install · Source | |
| 2506 | 88.7734 | aec-model-bridgemcp · ai-agents | Open, secure runtime that puts Revit, Rhino, Navisworks, and Power BI behind one MCP call center, enabling an AI agent to orchestrate them directly… | 59 stars · 20 forks | No one-command install · Source | |
| 2506 | 88.7734 | text2go-ai-humanizermcp · other | Integrates multiple AI text detection services to analyze content authenticity, writing style, and potential plagiarism. | 59 stars · 20 forks | No one-command install · Source | |
| 2508 | 88.7731 | whenmoon-memorymcp · search | Provides persistent memory capabilities through sentence transformers and vector similarity search, enabling storage and retrieval of conversations… | 68 stars · 14 forks | No one-command install · Source | |
| 2508 | 88.7731 | gh-kirchuvakov-uefnmcp · ai-agents | Controls Unreal Editor for Fortnite from Claude Code with 28 tools for actors, assets, levels, viewport, and Python execution. | 68 stars · 14 forks | No one-command install · Source | |
| 2508 | 88.7731 | pansila-gdbmcp · other | GDB/MI protocol integration providing remote application debugging capabilities. | 68 stars · 14 forks | No one-command install · Source | |
| 2508 | 88.7731 | vrtejus-pymolmcp · other | Enables direct interaction with PyMOL molecular visualization software for executing commands, manipulating structures, and analyzing molecular data… | 68 stars · 14 forks | No one-command install · Source | |
| 2512 | 88.7694 | mailgunmcp · back-end | Integrates with Mailgun's email service API to enable sending emails and retrieving delivery statistics through over 30 endpoints including message… | 58 stars · 21 forks | No one-command install · Source | |
| 2513 | 88.7656 | jkoelker-schwabmcp · auth | Bridges Claude with Schwab API for accessing financial account information, stock quotes, and transaction history through OAuth authentication and… | 60 stars · 19 forks | No one-command install · Source | |
| 2514 | 88.7579 | rafaelcartenet-databricksmcp · back-end | Integrates with Databricks to execute SQL queries, list schemas, and describe table structures using the Statement Execution API for data exploration… | 43 stars · 25 forks | No one-command install · Source | |
| 2514 | 88.7579 | solana-foundation-solana-devmcp · other | Integrates with Solana blockchain to provide direct access to account data, transaction details, and network parameters through TypeScript-based RPC… | 43 stars · 25 forks | No one-command install · Source | |
| 2516 | 88.7548 | reapermcpmcp · other | Connects AI assistants to REAPER for music production, enabling full control over tracks, MIDI, mixing, mastering, and audio analysis through 153… | 76 stars · 11 forks | No one-command install · Source | |
| 2516 | 88.7548 | ypollak2-llm-routermcp · ai-agents | Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity classification… | 76 stars · 11 forks | No one-command install · Source | |
| 2516 | 88.7548 | touchdesigner-mcp-servermcp · back-end | Enables AI coding assistants to access comprehensive TouchDesigner operator documentation, Python API references, and tutorials for building… | 76 stars · 11 forks | No one-command install · Source | |
| 2516 | 88.7548 | jkawamoto-bearmcp · search | Integrates with Bear note-taking software to enable note creation, search, and organization operations for enhanced knowledge management. | 76 stars · 11 forks | No one-command install · Source | |
| 2520 | 88.7545 | gemini-webapi-mcpmcp · back-end | MCP server for Google Gemini that enables image generation, editing, file analysis, and chat using browser cookies, no API key needed. | 51 stars · 24 forks | No one-command install · Source | |
| 2521 | 88.7503 | itseasy21-knowledge-graphmcp · ai-agents | Provides persistent memory for Claude through a local knowledge graph that stores entities with observations and relations, enabling structured… | 61 stars · 18 forks | No one-command install · Source | |
| 2521 | 88.7503 | mcp-markdown-ragmcp · search | A Model Context Protocol (MCP) server that provides a local-first RAG engine for your markdown documents. It uses a file-based Milvus vector database… | 61 stars · 18 forks | No one-command install · Source | |
| 2523 | 88.7311 | incomestreamsurfer-roo-code-memory-bankmcp · ai-agents | Implements a file-based project context management system that maintains persistent memory across sessions through structured markdown files for… | 57 stars · 22 forks | No one-command install · Source | |
| 2524 | 88.7301 | codealive-ai-codealivemcp · search | Provides a bridge to CodeAlive's platform for semantic code search, repository exploration, and context-aware chat completions that leverage deep… | 88 stars · 9 forks | No one-command install · Source | |
| 2524 | 88.7301 | domdemetz-claude-soulmcp · ai-agents | Self-improving learning engine for Claude Code. Extracts signals from every session (corrections, successes, confusion), runs periodic reflections… | 88 stars · 9 forks | armory install domdemetz-claude-soul --cli claude | |
| 2524 | 88.7301 | threejs-devtools-mcpmcp · ai-agents | MCP server for inspecting and modifying Three.js scenes in real time — 59 tools for objects, materials, shaders, textures, animations, performance… | 88 stars · 9 forks | No one-command install · Source | |
| 2527 | 88.7251 | aibtcmcp · paymentsalso listed as aibtc-mcp-server | Provides Bitcoin and Stacks blockchain tools including wallets, DeFi yield, sBTC peg operations, NFTs, and x402 payments. | 10 stars · 46 forks | No one-command install · Source | |
| 2529 | 88.7059 | stanislavlysenko0912-todoistmcp · back-end | Full implementation of the Todoist REST API. | 63 stars · 16 forks | No one-command install · Source | |
| 2529 | 88.7059 | garth-mcp-servermcp · back-end | MCP server to interact with Garmin Connect, enabling retrieval of health, activity, and device data through natural language. | 63 stars · 16 forks | No one-command install · Source | |
| 2531 | 88.7048 | lightpanda-io-gomcpmcp · front-end | 🏎 🏠/☁️ 🐧/🍎 - An MCP server in Go for Lightpanda, the ultra fast headless browser designed for web automation | 67 stars · 14 forks | No one-command install · Source | |
| 2531 | 88.7048 | withastro-docsmcp · back-end | Provides access to the latest Astro framework documentation through Kapa.ai's search API, enabling developers to query official docs and retrieve… | 67 stars · 14 forks | No one-command install · Source | |
| 2533 | 88.7040 | jackkuo666-semanticscholarmcp · search | Provides a bridge to Semantic Scholar for searching and analyzing academic papers with tools for keyword searches, metadata access, and citation… | 80 stars · 10 forks | No one-command install · Source | |
| 2534 | 88.6953 | mcp-simple-voicevoxmcp · other | Provides VOICEVOX text-to-speech as an MCP tool. Requires a running VOICEVOX engine on localhost. | 72 stars · 12 forks | No one-command install · Source | |
| 2535 | 88.6940 | genexus-mcp-servermcp · back-endalso listed as lennix1337-genexus-18 | Lets AI agents read, edit, analyze, and refactor objects inside a GeneXus 18 Knowledge Base via the native SDK. | 35 stars · 26 forks | No one-command install · Source | |
| 2537 | 88.6849 | yatotm-tavily-loadbalancermcp · search | Manages multiple Tavily API keys through intelligent load balancing and rotation to prevent rate limiting while providing reliable access to web… | 69 stars · 13 forks | No one-command install · Source | |
| 2537 | 88.6849 | gebalamariusz-cloud-auditmcp · devops | Open-source AWS security scanner with attack chain detection, breach cost estimation, and copy-paste remediation across 47 checks and 15 AWS resource… | 69 stars · 13 forks | No one-command install · Source | |
| 2539 | 88.6835 | agentrhq-authsomeidentity · auth | Use when agents must stay logged in to third-party services without ever seeing your credentials. | 87 stars · 9 forks | No one-command install · Source | |
| 2540 | 88.6802 | major7apps-pensyvemcp · ai-agents | Universal memory runtime for AI agents with episodic, semantic, and procedural memory. | 75 stars · 11 forks | No one-command install · Source | |
| 2541 | 88.6731 | gebruder-wirkenidentity · auth | Use when autonomous agents need one gateway that holds their credentials, isolates them per channel, and logs every session. | 171 stars · 5 forks | No one-command install · Source | |
| 2542 | 88.6661 | bw-modeling-mcpmcp · back-end | Enables AI assistants to read, create, and modify SAP BW/4HANA modeling objects via the internal REST API, including aDSOs, InfoObjects… | 59 stars · 19 forks | No one-command install · Source | |
| 2543 | 88.6575 | abap-accelerator-mcp-servermcp · back-end | Enterprise-grade MCP server for SAP ABAP development, enabling AI-powered coding assistance through Amazon Q Developer and Kiro with 15 SAP… | 57 stars · 21 forks | No one-command install · Source | |
| 2544 | 88.6519 | safurrier-filesystemmcp · search | Provides secure, token-efficient access to local filesystems with advanced capabilities including line-targeted reading/editing, powerful search… | 66 stars · 14 forks | No one-command install · Source | |
| 2544 | 88.6519 | heurist-mesh-web3-toolsmcp · search | Connects Claude to specialized Web3 and blockchain tools including CoinGecko, DexScreener, GoPlus, Exa, and Firecrawl for cryptocurrency research… | 66 stars · 14 forks | No one-command install · Source | |
| 2544 | 88.6519 | publikprinciple-obsidian-restmcp · back-end | Integrates with Obsidian via a local REST API to enable reading, writing, and searching notes. | 66 stars · 14 forks | No one-command install · Source | |
| 2544 | 88.6519 | qpd-v-guidemcp · other | Interactive tutorial and tools for understanding, implementing, and exploring MCP concepts and capabilities. | 66 stars · 14 forks | No one-command install · Source | |
| 2548 | 88.6500 | automemmcp · database | Graph-vector memory service for AI assistants using FalkorDB and Qdrant. | 64 stars · 15 forks | No one-command install · Source | |
| 2549 | 88.6409 | jango-blockchained-homeassistantmcp · other | Integrates Home Assistant with language models to enable natural language control and querying of smart home devices. | 56 stars · 22 forks | No one-command install · Source | |
| 2550 | 88.6368 | subaru486desuwa-micu-imagemcp · back-end | MCP server wrapping the Micu image generation API for text-to-image, editing, batch processing, and multi-reference fusion. | 86 stars · 9 forks | No one-command install · Source | |
| 2550 | 88.6368 | arthurpanhku-docsentinelmcp · ai-agents | MCP server for AI agent for cybersecurity: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base,Risks… | 86 stars · 9 forks | No one-command install · Source | |
| 2552 | 88.6317 | swissspidy-wordpressmcp · back-end | Enables AI interaction with WordPress sites for content management through REST API endpoints that provide access to posts, users, taxonomies, media… | 61 stars · 17 forks | No one-command install · Source | |
| 2553 | 88.6163 | raheesahmed-wordpressmcp · back-end | Integrates with WordPress REST API to provide complete site management including posts, pages, media uploads, user management, comments, categories… | 55 stars · 23 forks | No one-command install · Source | |
| 2554 | 88.5989 | magic-spells-figma-bridgemcp · front-end | Bridges Figma documents with external tools through a WebSocket-based dual-architecture system providing node creation, styling, layout management… | 71 stars · 12 forks | No one-command install · Source | |
| 2554 | 88.5989 | iceener-linear-streamablemcp · auth | Integrates with Linear project management platform using OAuth2 authentication to provide comprehensive issue, project, team, comment, and cycle… | 71 stars · 12 forks | No one-command install · Source | |
| 2554 | 88.5989 | yokingma-timemcp · other | Temporal awareness tools for timezone conversion, timestamps, and calendar calculations | 71 stars · 12 forks | No one-command install · Source | |
| 2557 | 88.5947 | mimirmcp · back-end | Mimir is Perseus's external persistent memory backend — a lightweight Rust MCP server that stores cross-session facts so agents remember what they… | 68 stars · 13 forks | No one-command install · Source | |
| 2558 | 88.5868 | scholar-45645678amcp · search | Academic paper search across nine sources with PDF downloads, AI analysis, and citation graph generation. | 95 stars · 8 forks | No one-command install · Source | |
| 2559 | 88.5845 | rayanzaki-google-contactsmcp · search | Integrates with Google Contacts to enable listing, searching, creating, updating, and deleting contacts from both personal accounts and Google… | 33 stars · 26 forks | No one-command install · Source | |
| 2560 | 88.5827 | yunfeizhu-email-imap-smtpmcp · auth | Provides IMAP/SMTP email access for reading messages and sending emails with secure connection support and environment-based credential management. | 46 stars · 24 forks | No one-command install · Source | |
| 2561 | 88.5746 | matthewhand-flowisemcp · comms | Integrates Flowise chatflows and assistants with MCP, enabling seamless incorporation of AI-powered conversational interfaces into existing systems. | 54 stars · 23 forks | No one-command install · Source | |
| 2562 | 88.5672 | sverklomcp · search | Local-first code intelligence with hybrid search, impact analysis, diff review, and memory. | 78 stars · 10 forks | No one-command install · Source | |
| 2563 | 88.5620 | neilberkman-clippymcp · other | Provides intelligent clipboard operations and recent file discovery for macOS, enabling text and file copying to clipboard, pasting content to… | 245 stars · 4 forks | No one-command install · Source | |
| 2564 | 88.5617 | deepviewmcp · github-vcs | Enables AI-powered code analysis by loading entire codebases into Gemini's large context window, allowing developers to query and understand complex… | 65 stars · 14 forks | No one-command install · Source | |
| 2564 | 88.5617 | 0xdaef0f-job-searchoormcp · back-end | An MCP server for searching job listings with filters for date, keywords, remote work options, and more. | 65 stars · 14 forks | No one-command install · Source | |
| 2566 | 88.5537 | robonuggets-higgsfieldmcp · back-end | Provides unified access to 30+ image and video generation models including Sora, Veo, Kling, and Flux through Higgsfield AI's hosted MCP endpoint. | 63 stars · 15 forks | No one-command install · Source | |
| 2567 | 88.5513 | opena2a-agent-identity-managementidentity · auth | Use when non-human identities need the same lifecycle a workforce IAM gives people — issue, authorize, audit, revoke. | 59 stars · 18 forks | No one-command install · Source | |
| 2567 | 88.5513 | allvoicelabmcp · back-end | Integrates with AllVoiceLab's API to provide advanced voice and audio processing capabilities including text-to-speech conversion, voice cloning… | 59 stars · 18 forks | No one-command install · Source | |
| 2567 | 88.5513 | crewai-enterprisemcp · observability | Connects to CrewAI Enterprise workflows, enabling kickoff and monitoring of collaborative agent teams for complex task delegation without leaving your… | 59 stars · 18 forks | No one-command install · Source | |
| 2570 | 88.5498 | shenghaiwan-xcodebuildmcp · other | Integrates with Xcode to enable iOS project building, testing, and error handling for efficient development workflows in AI-assisted coding… | 84 stars · 9 forks | No one-command install · Source | |
| 2570 | 88.5498 | cclogviewercli · ai-agents | A utility for reading Claude Code .jsonl conversation files in an HTML page. | 84 stars · 9 forks | No one-command install · Source | |
| 2572 | 88.5493 | io-github-rwestergren-cronometer-api-mcpmcp · back-endalso listed as rwestergren-cronometer | MCP server for Cronometer nutrition tracking, enabling food diary management, nutrition data retrieval, food search, and biometric tracking via… | 45 stars · 24 forks | No one-command install · Source | |
| 2572 | 88.5493 | syedazharmbnr1-outlook-for-macosmcp · comms | Integrates with Microsoft Outlook for macOS using AppleScript to enable email, calendar, and contact management operations for automated workflows and… | 45 stars · 24 forks | No one-command install · Source | |
| 2575 | 88.5403 | timecyber-universal-emailmcp · comms | Universal email server that automatically detects provider settings and supports IMAP, POP3, and SMTP protocols for reading and sending emails across… | 73 stars · 11 forks | No one-command install · Source | |
| 2575 | 88.5403 | asifkabirantu-figsormcp · front-end | Bridges Cursor to Figma for chat-driven design creation and editing on the canvas via a WebSocket-connected plugin. | 73 stars · 11 forks | No one-command install · Source | |
| 2575 | 88.5403 | drjforrest-things3mcp · other | Integrates with Things3 task management app on macOS, enabling creation and management of tasks and projects via AppleScript and x-callback-url, with… | 73 stars · 11 forks | No one-command install · Source | |
| 2578 | 88.5322 | bharathvag-ganesan-whoismcp · other | WHOIS domain lookups | 60 stars · 17 forks | No one-command install · Source | |
| 2579 | 88.5265 | matrix-mcp-servermcp · back-end | Enables interaction with Matrix homeservers through the Model Context Protocol, providing tools for room management, messaging, user profiles, and… | 52 stars · 23 forks | No one-command install · Source | |
| 2580 | 88.5263 | danielsogl-lighthousemcp · observability | Integrates Google Lighthouse web performance auditing capabilities to provide automated website performance, accessibility, SEO, and best practices… | 67 stars · 13 forks | No one-command install · Source | |
| 2581 | 88.5178 | taiste-harvestmcp · back-end | Integrates with Harvest time tracking API to manage time entries, projects, clients, and tasks directly through conversation without switching… | 37 stars · 25 forks | No one-command install · Source | |
| 2581 | 88.5178 | mhalder-qdrantmcp · database | Provides semantic search capabilities using a local Qdrant vector database and OpenAI embeddings for building private knowledge bases and document… | 37 stars · 25 forks | No one-command install · Source | |
| 2583 | 88.5088 | ai-news-mcpmcp · other | Aggregates and curates AI/tech news from 12 sources every 6 hours, providing pre-summarized and Opus-curated top picks for vibe coders and AI builders… | 70 stars · 12 forks | No one-command install · Source | |
| 2584 | 88.5007 | gotoolkits-difyworkflowmcp · back-end | Integrates with the Dify API to enable AI-driven workflow execution and management for automated task processing and decision making across domains. | 61 stars · 16 forks | No one-command install · Source | |
| 2585 | 88.4873 | cynicalsally-climcp · other | Provides brutally honest code reviews, explanations, and refactoring suggestions via CLI and MCP tools. | 93 stars · 8 forks | No one-command install · Source | |
| 2585 | 88.4873 | jarvis-mcpmcp · browser | Enables voice conversations with AI assistants directly in the browser, supporting 30+ languages and remote access from any device. | 93 stars · 8 forks | No one-command install · Source | |
| 2587 | 88.4750 | agentic-ops-real-estatemcp · database | Provides mock real estate data management with property listings, agent profiles, client databases, and market analytics for Riverside, California… | 56 stars · 20 forks | No one-command install · Source | |
| 2587 | 88.4750 | sap-notesmcp · auth | Integrates with SAP's knowledge base using certificate authentication and browser automation to search and retrieve SAP Notes and technical articles… | 56 stars · 20 forks | No one-command install · Source | |
| 2589 | 88.4740 | kintone-mcp-servermcp · back-end | Official MCP server for kintone, enabling AI assistants to manage kintone apps, records, and settings through natural language. | 55 stars · 21 forks | No one-command install · Source | |
| 2590 | 88.4735 | nasdaq-data-link-mcp-servermcp · back-end | Enables LLMs to access Nasdaq Data Link's financial datasets via natural language, providing tools to search, retrieve, and export data. | 66 stars · 13 forks | No one-command install · Source | |
| 2591 | 88.4716 | devragmcp · search | A lightweight RAG (Retrieval-Augmented Generation) system for Claude Code that enables semantic search over local markdown documents via MCP tools… | 64 stars · 14 forks | No one-command install · Source | |
| 2591 | 88.4716 | destinyfrancis-openclaw-knowledge-distillermcp · other | Extracts knowledge from YouTube, Bilibili, and Facebook videos through local transcription and AI-powered summarization. | 64 stars · 14 forks | No one-command install · Source | |
| 2591 | 88.4716 | rileylemm-graphragmcp · database | Combines Neo4j graph database and Qdrant vector database for powerful document search with semantic relevance and structural context expansion through… | 64 stars · 14 forks | No one-command install · Source | |
| 2594 | 88.4657 | laurynas-biveinis-org-mcpmcp · back-end | Emacs package providing MCP server for structured Org-mode file access with read/write operations | 72 stars · 11 forks | No one-command install · Source | |
| 2594 | 88.4657 | ukkit-memcordmcp · ai-agents | A MCP server that keeps your chat history organized and searchable—with AI-powered summaries, secure memory, and full control. | 72 stars · 11 forks | No one-command install · Source | |
| 2594 | 88.4657 | dpflucas-mysql-database-explorermcp · database | Provides secure, read-only access to MySQL databases for exploring schemas and executing SELECT queries with built-in safeguards against SQL… | 72 stars · 11 forks | No one-command install · Source | |
| 2594 | 88.4657 | shreyaskarnik-huggingfacemcp · auth | Provides direct access to thousands of Hugging Face models and resources with optional authentication, enabling natural language processing and image… | 72 stars · 11 forks | No one-command install · Source | |
| 2594 | 88.4657 | gscalzo-stackoverflow-mcpmcp · back-end | A Model Context Protocol server that enables querying Stack Overflow for programming solutions, including search by error messages, tags, and stack… | 72 stars · 11 forks | No one-command install · Source | |
| 2599 | 88.4553 | veithly-vibeshellmcp · back-end | SSH client with built-in MCP server for remote server management, terminal sessions, and SFTP file operations. | 76 stars · 10 forks | No one-command install · Source | |
| 2600 | 88.4550 | nutrition-mcpmcp · observability | Personal nutrition tracking with meal logging and macro analysis. | 50 stars · 23 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.