Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1401 | 92.3235 | ethanhenrickson-mathmcp · other | Provides basic mathematical and statistical functions for accurate numerical computations within AI-assisted applications. | 174 stars · 14 forks | No one-command install · Source | |
| 1402 | 92.3151 | co-reading-mcpmcp · ai-agents | A local MCP server that gives Claude a durable reading room for EPUB and plain text books, enabling chunk-by-chunk navigation, annotations, progress… | 111 stars · 28 forks | No one-command install · Source | |
| 1402 | 92.3151 | line-desktop-mcpmcp · back-end | Enables AI tools to read and send messages through LINE Desktop via MCP, supporting manual or automatic sending without official LINE API tokens. | 111 stars · 28 forks | No one-command install · Source | |
| 1404 | 92.3094 | mikechao-brave-searchmcp · back-end | Provides a bridge to the Brave Search API for performing web, image, video, news, and local business searches with configurable parameters and robust… | 126 stars · 22 forks · 1 mention | No one-command install · Source | |
| 1405 | 92.3089 | mangooer-mysql-ssemcp · database | Provides a lightweight MySQL database server implementation using Server-Sent Events (SSE) for streamlined database operations with modular Python… | 105 stars · 32 forks | No one-command install · Source | |
| 1406 | 92.2968 | yzfly-python-interpretermcp · other | Provides a secure Python execution environment with isolated working directories, enabling code execution, file operations, and package management for… | 102 stars · 34 forks | No one-command install · Source | |
| 1407 | 92.2967 | pagerdutymcp · ai-agents | Integrates with PagerDuty's incident management platform to provide tools for managing incidents, services, teams, users, schedules, escalation… | 77 stars · 40 forks | No one-command install · Source | |
| 1408 | 92.2668 | github-stars-mcp-servermcp · github-vcs | Enables natural language search and querying of your GitHub starred repositories. | 113 stars · 26 forks | No one-command install · Source | |
| 1408 | 92.2668 | houtini-lmmcp · ai-agents | Provides expert prompt engineering capabilities through LM Studio integration, featuring 35+ specialized functions for code analysis, generation… | 113 stars · 26 forks | No one-command install · Source | |
| 1410 | 92.2646 | dannymac180-think-toolmcp · observability | Provides a dedicated space for structured reasoning during complex problem-solving tasks, enabling models to maintain timestamped thought logs that… | 131 stars · 20 forks | No one-command install · Source | |
| 1411 | 92.2597 | sky-pc-mcp-companionmcp · other | 本地MCP工具，通过截图、OCR、键盘和聊天输入与PC游戏《光遇》交互，支持AI客户端陪聊和实验。 | 148 stars · 17 forks | No one-command install · Source | |
| 1412 | 92.2560 | hana-climcp · database | 150+ SAP HANA database tools for AI assistants via the HANA developer CLI. | 109 stars · 28 forks | No one-command install · Source | |
| 1413 | 92.2469 | eliasbiondo-redditmcp · back-end | Browse, search, and read Reddit content without API keys or authentication using the redd scraping library. | 154 stars · 16 forks | No one-command install · Source | |
| 1414 | 92.2425 | easy-mcpmcp · back-end | Simplifies creating MCP servers in TypeScript with an Express-like API and experimental decorators, enabling quick definition of tools, resources, and… | 196 stars · 12 forks | No one-command install · Source | |
| 1415 | 92.2405 | nirholas-three-wsmcp · auth | 3D AI agent platform for browsers with avatar management, LLM integration, on-chain identity, and OAuth 2.1 MCP access. | 108 stars · 28 forks | No one-command install · Source | |
| 1416 | 92.2398 | bschoepke-ableton-livemcp · other | AI-driven control of Ableton Live DAW via natural language commands and direct Python execution. | 214 stars · 11 forks | No one-command install · Source | |
| 1417 | 92.2305 | chiasmusmcp · ai-agents | MCP server that gives LLMs access to formal verification via Z3 and SWI-Prolog, plus tree-sitter-based source code analysis. Translates natural… | 213 stars · 11 forks | No one-command install · Source | |
| 1418 | 92.2264 | vectorize-iomcp · database | Bridges Claude with Vectorize.io's vector database services for advanced document retrieval, text extraction, and research capabilities through… | 112 stars · 26 forks | No one-command install · Source | |
| 1418 | 92.2264 | totemmcp · back-end | Totem provides Claude with full read and write access to wearable device data, starting with Whoop, through its private iOS API. | 112 stars · 26 forks | No one-command install · Source | |
| 1418 | 92.2264 | skyworkai-mureka-music-generationmcp · other | Provides a bridge to Mureka.ai's music generation capabilities, enabling on-demand creation of lyrics, complete songs, and instrumental tracks without… | 112 stars · 26 forks | No one-command install · Source | |
| 1421 | 92.2212 | mario-andreschak-windows-desktop-automationmcp · front-end | Enables Windows desktop automation through TypeScript-wrapped AutoIt functions for controlling mouse movements, keyboard input, window management, and… | 114 stars · 25 forks | No one-command install · Source | |
| 1422 | 92.2195 | salesforce-platformmcp · auth | Provides secure access to Salesforce CRM data, invocable actions, analytics, and industry cloud features through 11 hosted remote server types with… | 133 stars · 19 forks | No one-command install · Source | |
| 1423 | 92.2130 | sammcj-package-versionmcp · other | Get package version data from npm and PyPI registries to assist with dependency management. | 122 stars · 22 forks | No one-command install · Source | |
| 1424 | 92.2128 | opendocswork-mcpmcp · back-end | Rust-native MCP server for Office document processing (Excel, Word, PowerPoint) enabling sub-millisecond, local-first document manipulation and export… | 159 stars · 15 forks | No one-command install · Source | |
| 1425 | 92.2097 | google-drivemcp · search | Integrates with Google Drive API to enable file listing, searching, and reading for document retrieval and content analysis tasks. | 72 stars · 40 forks | No one-command install · Source | |
| 1426 | 92.2058 | asdecided-coremcp · front-end | Provides deterministic, read-only access to engineering decisions, requirements, and designs stored as Markdown in a repository, enabling agents to… | 292 stars · 9 forks | No one-command install · Source | |
| 1427 | 92.1963 | augments-mcp-servermcp · back-end | A next-generation framework documentation provider for Claude Code via Model Context Protocol (MCP). Returns types + prose + examples with… | 128 stars · 20 forks | No one-command install · Source | |
| 1428 | 92.1939 | hannesrudolph-sqlite-explorermcp · database | Secure, read-only access to query and analyze SQLite databases. | 107 stars · 28 forks | No one-command install · Source | |
| 1429 | 92.1926 | vortiago-azure-devopsmcp · other | Integrates with Azure DevOps services to enable natural language interactions for querying work items, retrieving project information, and managing… | 79 stars · 39 forks | No one-command install · Source | |
| 1430 | 92.1892 | dcolley-swaggermcp · back-end | Transforms Swagger/OpenAPI specifications into tools that enable interaction with any documented API through multiple authentication methods and… | 116 stars · 24 forks | No one-command install · Source | |
| 1431 | 92.1862 | a2a-javamcp · ai-agents | Pure Java implementation of Google A2A protocol for Spring Boot | 109 stars · 27 forks | No one-command install · Source | |
| 1432 | 92.1856 | my-mcpmcp · other | TO DO microsoft | 99 stars · 35 forks | No one-command install · Source | |
| 1433 | 92.1785 | timholden-figma-design-systemmcp · front-end | Integrates with the Figma REST API to manage design system elements, enabling variable handling, file operations, and collaborative workflows. | 150 stars · 16 forks | No one-command install · Source | |
| 1434 | 92.1717 | gmp-code-assistmcp · ai-agents | Enhances LLM responses by grounding them in official Google Maps Platform documentation and code samples via MCP tools for developing applications. | 105 stars · 29 forks | No one-command install · Source | |
| 1435 | 92.1698 | twenty-crmmcp · back-end | Integrates with Twenty CRM's REST API to enable complete customer relationship management through natural language interactions, supporting CRUD… | 100 stars · 33 forks | No one-command install · Source | |
| 1436 | 92.1573 | secretiveshell-searxng-searchmcp · search | Perform privacy-preserving web searches via the SearXNG metasearch engine. | 131 stars · 19 forks | No one-command install · Source | |
| 1437 | 92.1549 | ubie-slackmcp · auth | Enables AI interaction with Slack workspaces through nine tools for channel management, messaging, user profiles, and reactions using both Bot and… | 110 stars · 26 forks | No one-command install · Source | |
| 1438 | 92.1472 | alexai-mcp-opencrabmcp · ai-agents | MetaOntology OS integration for ontology-structured agent environments. | 106 stars · 28 forks | No one-command install · Source | |
| 1438 | 92.1472 | mcpm-climcp · ai-agents | A command-line tool for managing MCP servers in Claude App, which can also act as an MCP server itself to enable package management and discovery. | 106 stars · 28 forks | No one-command install · Source | |
| 1440 | 92.1420 | madarco-ragrabbitmcp · search | Integrates with RagRabbit to crawl websites, generate vector embeddings, and enable search and question answering from indexed content for… | 135 stars · 18 forks | No one-command install · Source | |
| 1441 | 92.1394 | grll-pubmedmcp · search | Integrates PubMed data for searching and fetching biomedical literature, enabling dynamic querying and analysis of scientific information. | 122 stars · 21 forks | No one-command install · Source | |
| 1442 | 92.1383 | ibm-imcp · database | Provides direct access to IBM i (AS/400) systems through SQL-based tools and database operations with security validation, connection pooling, and… | 82 stars · 38 forks | No one-command install · Source | |
| 1443 | 92.1286 | pentesterflow-offensivesetmcp · back-end | MCP server for generating pentesting conversation datasets to train security-focused language models, with scenario listing and validation tools. | 100 stars · 32 forks | No one-command install · Source | |
| 1444 | 92.1230 | code-pathfindermcp · search | AI-native static code analysis with call graphs, data flow tracing, type inference, and symbol search for Python and Go. | 140 stars · 17 forks | No one-command install · Source | |
| 1445 | 92.1082 | squaremcp · back-end | Provides a bridge between Square's complete API ecosystem and conversational interfaces, enabling comprehensive e-commerce and payment processing… | 108 stars · 26 forks | No one-command install · Source | |
| 1446 | 92.1072 | freshtechbro-vibe-codermcp · github-vcs | Provides AI-assisted development tools for semantic routing, code generation, refactoring, and project management with intelligent request handling… | 101 stars · 30 forks | No one-command install · Source | |
| 1447 | 92.1047 | workspacemcp · devops | Provides secure filesystem access, command execution, and web preview capabilities with multi-tenant isolation, document processing, and sandboxed… | 133 stars · 18 forks | No one-command install · Source | |
| 1448 | 92.1021 | cswkim-discogsmcp · back-end | Provides a bridge to the Discogs API for searching music databases, managing collections, and accessing marketplace listings with comprehensive artist… | 120 stars · 21 forks | No one-command install · Source | |
| 1449 | 92.0875 | multi-mcp-proxymcp · back-end | A flexible MCP proxy server that connects to and routes between multiple backend MCP servers over STDIO or SSE, enabling dynamic management and… | 110 stars · 25 forks | No one-command install · Source | |
| 1450 | 92.0791 | sheawinkler-contextlatticemcp · search | Structured context management for LLMs with hierarchical organization and retrieval. | 153 stars · 15 forks | No one-command install · Source | |
| 1450 | 92.0791 | pulik-io-memorymcp · search | Provides persistent memory storage across different AI sessions using semantic search and RAG capabilities, maintaining user context, preferences, and… | 153 stars · 15 forks | No one-command install · Source | |
| 1452 | 92.0790 | arxiv-latex-mcpmcp · back-end | An MCP server that enables MCP clients to directly access and process arXiv papers by fetching the LaTeX source, improving mathematical content… | 145 stars · 16 forks | No one-command install · Source | |
| 1453 | 92.0610 | kingkongshot-specs-workflowmcp · back-end | Guides users through structured software project documentation phases with automated document generation, progress tracking, and workflow state… | 127 stars · 19 forks | No one-command install · Source | |
| 1454 | 92.0598 | minimax-coding-plan-mcpmcp · back-end | Specialized MCP server for coding workflows with web search and image analysis tools. | 101 stars · 29 forks | No one-command install · Source | |
| 1455 | 92.0572 | behivemcp · other | Open-source research engine that extracts structured knowledge from any topic via MCP, enabling AI assistants to get verified, scored claims and… | 143 stars · 16 forks | No one-command install · Source | |
| 1455 | 92.0572 | illustrator-mcpmcp · ai-agents | Enables AI agents to generate vector graphics in Adobe Illustrator using natural language prompts, by sending ExtendScript commands via a local MCP… | 143 stars · 16 forks | No one-command install · Source | |
| 1457 | 92.0474 | licinexus-pncpmcp · other | Brazilian public procurement MCP providing access to PNCP tenders, contracts, and CNPJ company data. | 76 stars · 38 forks | No one-command install · Source | |
| 1458 | 92.0431 | ccabanillas-notionmcp · back-end | Integrates Notion's API, enabling workflows to interact with Notion databases and pages for dynamic content management and retrieval. | 111 stars · 24 forks | No one-command install · Source | |
| 1459 | 92.0361 | chanmeng666-google-newsmcp · other | Integrates with Google News via SerpAPI to enable querying and retrieving current news articles, headlines, and related information for applications… | 126 stars · 19 forks | No one-command install · Source | |
| 1460 | 92.0336 | m0xai-trellomcp · back-end | Integrates with Trello API to enable natural language management of boards, lists, and cards for streamlined project organization and task tracking… | 54 stars · 42 forks | No one-command install · Source | |
| 1461 | 92.0167 | wysh3-perplexitymcp · back-end | Use Perplexity without any API keys | 98 stars · 32 forks | No one-command install · Source | |
| 1462 | 92.0150 | devonthink-mcp-servermcp · back-end | This MCP server provides access to DEVONthink functionality via the Model Context Protocol (MCP). It enables listing, searching, creating, modifying… | 106 stars · 26 forks | No one-command install · Source | |
| 1463 | 92.0112 | askbudi-roundtablemcp · ai-agents | Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and standardized… | 125 stars · 19 forks | No one-command install · Source | |
| 1464 | 92.0097 | thrashr888-terraform-registrymcp · devops | Integrates with the Terraform Registry API to enable provider lookup, resource usage examples, module recommendations, and schema details retrieval… | 120 stars · 20 forks | No one-command install · Source | |
| 1465 | 92.0057 | sparesparrow-prompt-managermcp · ai-agents | Manages and serves customizable prompt templates with variable substitution and tag-based organization for streamlined LLM interactions in development… | 117 stars · 21 forks | No one-command install · Source | |
| 1466 | 91.9919 | servo-fetchmcp · browser | Servo-powered MCP server for JS-aware web fetching, content extraction, crawling, and software-rendered screenshots — Chromium-free single binary. | 140 stars · 16 forks | No one-command install · Source | |
| 1467 | 91.9914 | ertugrul59-tradingview-chartmcp · browser | Captures and shares TradingView chart images with customizable tickers and timeframes through a Selenium-based scraper that converts screenshots to… | 100 stars · 29 forks | No one-command install · Source | |
| 1468 | 91.9854 | veriteknik-pluggedinmcp · back-end | A unified interface for managing all your MCP servers. | 52 stars · 42 forks | No one-command install · Source | |
| 1469 | 91.9751 | jasonsum-gmailmcp · comms | Integrates with Gmail API to enable email operations like sending, managing labels, and searching messages. | 72 stars · 38 forks | No one-command install · Source | |
| 1470 | 91.9690 | funnelmcp · back-end | TypeScript-based proxy server that aggregates multiple MCP servers while dramatically reducing context token usage through intelligent tool filtering… | 156 stars · 14 forks | No one-command install · Source | |
| 1471 | 91.9685 | howardzhangdqs-wechat-botmcp · auth | Enables AI agents to send and receive WeChat messages through QR code authentication and long-polling message retrieval. | 108 stars · 24 forks | No one-command install · Source | |
| 1472 | 91.9626 | lean-memorymcp · database | Embedded, local-first agent memory: facts extracted into a per-namespace SQLite file (vec0 + FTS5) with hybrid retrieval and point-in-time… | 47 stars · 44 forks | No one-command install · Source | |
| 1473 | 91.9559 | gh-skydoves-android-skillsmcp · search | Wraps Google's android/skills library to expose Android development guidance as searchable tools for AI coding assistants. | 215 stars · 10 forks | No one-command install · Source | |
| 1474 | 91.9490 | tjhop-prometheusmcp · observability | Enables interaction with Prometheus monitoring systems through PromQL queries, metric discovery, and system management | 110 stars · 23 forks | No one-command install · Source | |
| 1475 | 91.9404 | joungminsung-opendocumentsmcp · search | Unified document search and retrieval across multiple platforms. | 114 stars · 21 forks | No one-command install · Source | |
| 1476 | 91.9385 | christianhinge-dicommcp · other | Enables interaction with medical imaging systems through DICOM networking protocols for querying patient information, studies, series, and instances… | 99 stars · 29 forks | No one-command install · Source | |
| 1476 | 91.9385 | patrickpalmer-mayamcp · back-end | Provides a bridge between natural language commands and Autodesk Maya, enabling scene management, object creation, attribute manipulation, and… | 99 stars · 29 forks | No one-command install · Source | |
| 1476 | 91.9385 | gongrzhe-travel-plannermcp · other | Integrates with Google Maps to enable AI-driven travel planning, itinerary optimization, and location-based services for automated trip management. | 99 stars · 29 forks | No one-command install · Source | |
| 1479 | 91.9327 | infranodusmcp · devops | Find content gaps, get an overview, and build ontology of any text or public discourse for research, SEO, and content creation | 100 stars · 28 forks | No one-command install · Source | |
| 1480 | 91.9310 | matthewdailey-figmamcp · front-end | Interact with Figma design files through the Figma REST API for design analysis, feedback, and collaboration. | 213 stars · 10 forks | No one-command install · Source | |
| 1481 | 91.9276 | hummingbotmcp · other | Automated multi-exchange cryptocurrency trading framework | 59 stars · 40 forks | No one-command install · Source | |
| 1482 | 91.9267 | zotlinkmcp · back-end | MCP server that enables one-click saving of open scholarly sources (arXiv, bioRxiv, medRxiv, etc.) into Zotero with automatic metadata extraction and… | 137 stars · 16 forks | No one-command install · Source | |
| 1483 | 91.9240 | sirmews-apple-notes-mcpmcp · database | Access and search local Apple Notes databases. | 131 stars · 17 forks | No one-command install · Source | |
| 1484 | 91.9186 | cyberchitta-scrapling-fetchmcp · other | Enables AI to access text content from websites protected by bot detection mechanisms through three protection levels (basic, stealth, max-stealth)… | 113 stars · 21 forks | No one-command install · Source | |
| 1485 | 91.9178 | yahoo-mail-mcp-servermcp · back-end | Provides full email management for Yahoo Mail via IMAP, including listing, reading, searching, deleting, archiving, and flagging emails. | 21 stars · 66 forks | No one-command install · Source | |
| 1486 | 91.9111 | rsigmamcp · ai-agents | RSigma is a Rust detection-engineering toolkit for the Sigma standard. Its MCP server (rsigma mcp serve) exposes the toolchain to AI agents over stdio… | 136 stars · 16 forks | No one-command install · Source | |
| 1487 | 91.9083 | opencv-mcp-servermcp · back-end | Provides OpenCV computer vision capabilities for AI assistants, enabling image processing, object detection, face detection, and video analysis… | 111 stars · 22 forks | No one-command install · Source | |
| 1488 | 91.8925 | adspower-browser-managermcp · back-end | Enables AI-driven browser profile management through AdsPower's local API, providing tools for creating, updating, opening, and deleting browsers with… | 135 stars · 16 forks | No one-command install · Source | |
| 1489 | 91.8803 | fnewscrawlermcp · other | 已废弃的财经信息MCP服务，提供实时财经资讯，建议转向新项目OmniData。 | 110 stars · 22 forks | No one-command install · Source | |
| 1490 | 91.8794 | victorialogsmcp · observability | Provides a bridge between VictoriaLogs and language models for querying and analyzing log data, enabling DevOps teams to troubleshoot issues and… | 98 stars · 29 forks | No one-command install · Source | |
| 1491 | 91.8761 | oxylabs-web-scrapingmcp · browser | Integrates with Oxylabs web scraping services to extract, clean, and structure web content for real-time data analysis and monitoring workflows. | 104 stars · 25 forks | No one-command install · Source | |
| 1492 | 91.8747 | grahama1970-claude-codemcp · ai-agents | Enables AI to execute code, manage files, run Git operations, and perform terminal commands through a robust task orchestration system with… | 124 stars · 18 forks | No one-command install · Source | |
| 1493 | 91.8735 | health-record-mcpmcp · ai-agents | Connect to an EHR and make clinical data available via MCP | 85 stars · 36 forks | No one-command install · Source | |
| 1494 | 91.8688 | ruvnet-flow-nexusmcp · ai-agents | Cloud-powered agentic platform with multi-agent swarms, sandboxes, and workflow automation | 101 stars · 26 forks | No one-command install · Source | |
| 1495 | 91.8629 | kubeflow-mcp-servermcp · back-end | Enables AI agents to plan, submit, monitor, and manage Kubeflow training jobs through natural language, without needing to learn Kubernetes or the… | 41 stars · 45 forks | No one-command install · Source | |
| 1496 | 91.8628 | isaacwasserman-vega-lite-data-visualizationmcp · other | Create data visualizations using Vega-Lite syntax by saving data tables and generating charts. | 100 stars · 27 forks | No one-command install · Source | |
| 1497 | 91.8622 | tritlo-lspmcp · back-end | Bridges Language Server Protocol (LSP) servers with code intelligence features like hover information, completions, and diagnostics for accurate code… | 123 stars · 18 forks | No one-command install · Source | |
| 1498 | 91.8569 | smartbearmcp · observabilityalso listed as smartbear-mcp-server | Integrates SmartBear's testing and monitoring tools | 44 stars · 44 forks | No one-command install · Source | |
| 1500 | 91.8557 | crawl4ai-mcp-server-2mcp · ai-agents | A lightweight MCP server that exposes Crawl4AI web scraping and crawling capabilities as tools for AI agents, enabling single-page scraping and… | 107 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.