Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 3101 | 86.2140 | delorenj-qdrant-knowledge-graphmcp · search | Integrates a knowledge graph with semantic search capabilities, enabling efficient storage, retrieval, and querying of structured information for… | 24 stars · 20 forks | No one-command install · Source | |
| 3102 | 86.2118 | datawrapper-mcpmcp · otheralso listed as palewire-datawrapper | Enables AI assistants to create, update, publish, and manage Datawrapper charts via the Model Context Protocol. | 49 stars · 11 forks | No one-command install · Source | |
| 3102 | 86.2118 | gh-rafsilva85-manus-credit-optimizermcp · ai-agents | Reduces Manus AI credit consumption through intelligent model routing, prompt decomposition, and context hygiene. | 49 stars · 11 forks | No one-command install · Source | |
| 3102 | 86.2118 | zhiweixu-excelmcp · other | Enables direct interaction with Excel files for reading sheet names, extracting data, and managing workbook caching to improve performance with large… | 49 stars · 11 forks | No one-command install · Source | |
| 3106 | 86.2064 | coinpaprika-dexpaprikamcp · back-end | Provides real-time cryptocurrency market data across multiple blockchain networks, including DEX listings, liquidity pools, token details, and price… | 42 stars · 16 forks | No one-command install · Source | |
| 3106 | 86.2064 | hyson666-pdf-ragmcp · search | Enables semantic search across PDF documents through automatic processing, chunking, and vectorization for intelligent querying and knowledge… | 42 stars · 16 forks | No one-command install · Source | |
| 3108 | 86.2045 | grey-iris-easy-notionmcp · back-end | Markdown-first Notion integration with 92% fewer tokens than the official Notion MCP server. | 51 stars · 10 forks | No one-command install · Source | |
| 3108 | 86.2045 | r33drichards-mcp-jsmcp · devops | A Javascript code execution sandbox that uses v8 to isolate code to run AI generated javascript locally without fear. Supports heap snapshotting for… | 51 stars · 10 forks | No one-command install · Source | |
| 3108 | 86.2045 | davinci-resolve-mcp-servermcp · back-end | Exposes 20 tools for project, media, render, and timeline control in DaVinci Resolve 18+ via stdio MCP, enabling AI agents to operate the software… | 51 stars · 10 forks | No one-command install · Source | |
| 3108 | 86.2045 | awwaiid-taskwarriormcp · other | Integrates with TaskWarrior to enable viewing, adding, and completing tasks, facilitating automated task management for productivity and project… | 51 stars · 10 forks | No one-command install · Source | |
| 3112 | 86.1896 | tree-sitter-analyzermcp · back-end | An MCP code-intelligence server for AI agents with pre-indexed AST cache, 62 MCP tools, and TOON-compressed output, enabling token-efficient code… | 47 stars · 12 forks | No one-command install · Source | |
| 3112 | 86.1896 | activedirectorymcpmcp · back-end | A comprehensive MCP server for managing Active Directory environments through LDAP, enabling user, group, computer, and OU management, as well as… | 47 stars · 12 forks | No one-command install · Source | |
| 3112 | 86.1896 | maxim-saplin-safe-local-python-executormcp · devops | Wraps LocalPythonExecutor from HuggingFace's smolagents framework. The runtime combines the ease of setup (compared to docker, VM, cloud runtimes)… | 47 stars · 12 forks | No one-command install · Source | |
| 3115 | 86.1723 | dappierai-real-time-data-searchmcp · search | Connects AI assistants to real-time, rights-cleared data from trusted sources through search and recommendation tools for retrieving web results… | 43 stars · 15 forks | No one-command install · Source | |
| 3115 | 86.1723 | doggybee-leetcodemcp · back-end | Provides structured access to LeetCode's problem database, user profiles, and contest information through GraphQL queries for exploring challenges… | 43 stars · 15 forks | No one-command install · Source | |
| 3117 | 86.1710 | sap-datasphere-mcp-servermcp · back-end | Production-ready MCP server that enables AI assistants to seamlessly interact with SAP Datasphere environments for real tenant data discovery… | 44 stars · 14 forks | No one-command install · Source | |
| 3117 | 86.1710 | wwiens-traktmcp · back-end | Bridge to the Trakt.tv API, allowing LLMs to access real-time entertainment data and personal Trakt viewing history. | 44 stars · 14 forks | No one-command install · Source | |
| 3119 | 86.1653 | kanren3-windbgmcp · back-end | Exposes WinDbg debugging sessions as an MCP server for command execution, documentation lookup, and target interruption. | 54 stars · 9 forks | No one-command install · Source | |
| 3119 | 86.1653 | mtehabsim-screenpilotmcp · other | enables AI to fully control and access GUI interactions by providing tools for mouse and keyboard, ideal for general automation, education, and… | 54 stars · 9 forks | No one-command install · Source | |
| 3121 | 86.1524 | amgadabdelhafez-dropboxmcp · other | Integrates with Dropbox to enable file management operations like listing, uploading, downloading, and sharing files for cloud storage workflows. | 29 stars · 19 forks | No one-command install · Source | |
| 3121 | 86.1524 | garoth-sendgridmcp · back-end | Integrates with SendGrid's Marketing API to enable email campaign management, contact list operations, and analytics for automated marketing… | 29 stars · 19 forks | No one-command install · Source | |
| 3123 | 86.1425 | ksroido-kagi-session-searchmcp · browser | Provides Kagi web search and content summarization using browser session tokens, with support for search operators and multi-token rotation. | 82 stars · 5 forks | No one-command install · Source | |
| 3123 | 86.1425 | yukukotani-gemini-google-searchmcp · search | Provides Google Search functionality through Gemini's native grounding capabilities, delivering search results with automatic source citations and… | 82 stars · 5 forks | No one-command install · Source | |
| 3125 | 86.1387 | lificmcp · back-end | Self-hosted issue tracker built for agent-driven development. One binary, SQLite storage, MCP-native, with a web UI, REST API, and CLI for the humans. | 45 stars · 13 forks | No one-command install · Source | |
| 3125 | 86.1387 | kablewy-salesforcemcp · back-end | Integrates with Salesforce's REST API to enable querying, metadata retrieval, and CRUD operations on Salesforce data for tasks like customer analysis… | 45 stars · 13 forks | No one-command install · Source | |
| 3127 | 86.1370 | louiewoof2026-skoolmcp · back-endalso listed as skool-mcp-server | Integrates with Skool.com community platforms for managing posts, members, courses, and notifications via reverse-engineered APIs. | 37 stars · 18 forks | No one-command install · Source | |
| 3129 | 86.1254 | ogmatrix-minecraft-moddingmcp · search | Semantic search across Fabric and NeoForge modding documentation with code examples | 63 stars · 7 forks | No one-command install · Source | |
| 3129 | 86.1254 | mycomcp · ai-agents | Filesystem-based cognitive substrate for AI agents with 18 knowledge management verbs and self-validating graphs. | 63 stars · 7 forks | No one-command install · Source | |
| 3129 | 86.1254 | health-auto-export-mcp-servermcp · ai-agents | Enables querying health data from the Health Auto Export app on iPhone/iPad via MCP, allowing LLMs like Claude to access and analyze personal health… | 63 stars · 7 forks | No one-command install · Source | |
| 3132 | 86.1245 | krusch-contextmcp · ai-agents | Gives IDE agents semantic codebase search, episodic project memory, and steering nuggets across sessions. | 71 stars · 6 forks | No one-command install · Source | |
| 3132 | 86.1245 | nutrient-dwsmcp · back-end | Integrates with Nutrient Document Web Services API to provide PDF manipulation, digital signing, and document processing capabilities across multiple… | 71 stars · 6 forks | No one-command install · Source | |
| 3134 | 86.1216 | yoelbassin-gnuradiomcp · otheralso listed as yoelbassin-gnuradiomcp | Enables direct access to GNU Radio's signal processing capabilities for creating, manipulating, and validating radio flowgraphs without leaving your… | 48 stars · 11 forks | No one-command install · Source | |
| 3134 | 86.1216 | paragon-mcp-servermcp · back-end | Enables AI agents to access prebuilt actions for 130+ SaaS integrations via Paragon's ActionKit, with automatic OAuth and API key flows. | 48 stars · 11 forks | No one-command install · Source | |
| 3134 | 86.1216 | chrome-browser-controlmcp · browser | Enables fine-grained control over Chrome browser instances through the Chrome DevTools Protocol, allowing web navigation, element interaction, text… | 48 stars · 11 forks | No one-command install · Source | |
| 3138 | 86.1215 | rolandpg-zettelforgemcp · ai-agents | Agentic memory system for cyber threat intelligence that extracts CVEs, threat actors, and IOCs from analyst notes into a structured knowledge base. | 58 stars · 8 forks | No one-command install · Source | |
| 3138 | 86.1215 | carbeneai-talonmcp · ai-agents | Connects Claude Code to a Kali Linux VM via SSH for AI-assisted penetration testing with automated recon and OSCP-style reporting. | 58 stars · 8 forks | No one-command install · Source | |
| 3138 | 86.1215 | tullymonster-exa-poolmcp · search | Wraps the Exa Pool API for semantic web search through AI assistants | 58 stars · 8 forks | No one-command install · Source | |
| 3141 | 86.0801 | the-agent-timesmcp · ai-agents | AI agent economy news MCP providing real-time sourced articles with citations and Ethics Engine ratings. | 28 stars · 19 forks | No one-command install · Source | |
| 3142 | 86.0720 | open-agreements-open-agreementsmcp · other | Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files. | 53 stars · 9 forks | No one-command install · Source | |
| 3142 | 86.0720 | girste-mcp-cybersec-watchdogmcp · back-end | Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with… | 53 stars · 9 forks | No one-command install · Source | |
| 3144 | 86.0665 | bintocher-qlik-sensemcp · back-end | Integrates with Qlik Sense Enterprise through Repository and Engine APIs to enable querying data models, managing applications and users, extracting… | 41 stars · 16 forks | No one-command install · Source | |
| 3144 | 86.0665 | bitrisemcp · back-end | Provides a bridge to the Bitrise CI/CD platform API, enabling mobile app development workflow management including builds, artifacts, and releases for… | 41 stars · 16 forks | No one-command install · Source | |
| 3144 | 86.0665 | github-actionsmcp · devops | Enables management of GitHub Actions workflows with tools for listing, viewing, triggering, canceling, and rerunning workflows, along with detailed… | 41 stars · 16 forks | No one-command install · Source | |
| 3147 | 86.0646 | io-github-unmateria-msaccess-databasemcp · database | Gives AI assistants full control over Microsoft Access databases, enabling creation and management of forms, VBA, tables, queries, and more through… | 50 stars · 10 forks | No one-command install · Source | |
| 3148 | 86.0541 | tynan-daly-python-replmcp · other | Provides a persistent Python execution environment for interactive code development, data analysis, and rapid prototyping. | 42 stars · 15 forks | No one-command install · Source | |
| 3148 | 86.0541 | aistormcp · other | Interact with MinIO AIStor object stores. | 42 stars · 15 forks | No one-command install · Source | |
| 3150 | 86.0465 | tuna1999-dnspymcp · ai-agents | Exposes dnSpy .NET decompilation and analysis capabilities to AI agents via 28 MCP tools. | 46 stars · 12 forks | No one-command install · Source | |
| 3150 | 86.0465 | zeromicro-go-zeromcp · back-end | Integrates with the go-zero microservice framework to provide API and RPC service creation, code generation from specifications, database model… | 46 stars · 12 forks | No one-command install · Source | |
| 3150 | 86.0465 | movibe-memory-bankmcp · back-end | TypeScript-based server for tracking project context across sessions, enabling persistent knowledge sharing through modular, markdown-based memory… | 46 stars · 12 forks | No one-command install · Source | |
| 3153 | 86.0437 | proompteng-biligmcp · back-end | Headless WorkPaper MCP server for spreadsheet formulas, workbook edits, JSON persistence, and verified readback from TypeScript services. | 35 stars · 18 forks | No one-command install · Source | |
| 3153 | 86.0437 | starwind-uimcp · front-end | Bridges AI assistants with the Starwind UI component library, enabling package detection, project initialization, component installation, and… | 35 stars · 18 forks | No one-command install · Source | |
| 3155 | 86.0275 | brightbeamai-chap-coordinator-mcpmcp · ai-agents | Auditable records of human decisions over AI agent work. Approvals, edits, overrides, escalations. | 80 stars · 5 forks | No one-command install · Source | |
| 3155 | 86.0275 | obsidian-vault-mcpmcp · back-end | An MCP server that integrates Zotero and MinerU pipelines to import and manage academic literature in an Obsidian vault, enabling automated note… | 80 stars · 5 forks | No one-command install · Source | |
| 3155 | 86.0275 | procmon-mcpmcp · observability | An MCP server that provides AI assistants with real-time access to Windows internals including processes, kernel traces, event logs, services… | 80 stars · 5 forks | No one-command install · Source | |
| 3158 | 86.0096 | esx-security-auditmcp · back-end | Integrates with npm-audit-report and npm-registry-fetch to analyze and report potential vulnerabilities in Node.js project dependencies, offering… | 57 stars · 8 forks | No one-command install · Source | |
| 3158 | 86.0096 | aantti-netbirdmcp · back-end | Integrates with Netbird's API to enable virtual private network management including peer listing, group configuration, and access policy control | 57 stars · 8 forks | No one-command install · Source | |
| 3160 | 85.9985 | pazuzu1w-ubuntu-system-controlmcp · observability | Provides secure Ubuntu system control with safe file operations, command execution, and system information gathering through configurable security… | 40 stars · 17 forks | No one-command install · Source | |
| 3160 | 85.9985 | klingmcp · back-end | Integrates with Kling AI's video and image generation APIs to create high-quality videos from text prompts, convert images to videos, apply special… | 40 stars · 17 forks | No one-command install · Source | |
| 3162 | 85.9938 | clangd-mcp-servermcp · back-end | Provides C++ code intelligence tools for AI agents via the Model Context Protocol, enabling symbol navigation, type information, and diagnostics. | 43 stars · 14 forks | No one-command install · Source | |
| 3163 | 85.9926 | chatspatialmcp · comms | Enables natural language-driven spatial transcriptomics analysis with support for multiple analytical methods and platforms. | 44 stars · 13 forks | No one-command install · Source | |
| 3163 | 85.9926 | procreations-official-second-opinionmcp · ai-agents | Enables getting second opinions from multiple AI models across OpenAI, Google Gemini, xAI Grok, and Anthropic Claude platforms with conversation… | 44 stars · 13 forks | No one-command install · Source | |
| 3163 | 85.9926 | mcp-api-gatewaymcp · back-end | A universal MCP server that integrates any API with Claude Desktop by pointing it at a Swagger/OpenAPI spec, automatically generating tools for… | 44 stars · 13 forks | No one-command install · Source | |
| 3163 | 85.9926 | blazickjp-web-browsermcp · browser | Integrates web browsing capabilities for realtime data retrieval, content extraction, and task automation using popular Python libraries. | 44 stars · 13 forks | No one-command install · Source | |
| 3163 | 85.9926 | atharvagupta2003-stripemcp · payments | Integrates with Stripe's payment processing API to enable transaction processing, customer management, and subscription handling for financial… | 44 stars · 13 forks | No one-command install · Source | |
| 3168 | 85.9885 | rampmcp · database | Provides a bridge to Ramp's Developer API, enabling financial data analysis through an ephemeral SQLite database that loads corporate transactions… | 34 stars · 18 forks | No one-command install · Source | |
| 3169 | 85.9846 | wandbmcp · observability | Integrates with Weights & Biases machine learning platform for querying Weave traces and evaluations, retrieving experiment data, creating reports… | 69 stars · 6 forks | No one-command install · Source | |
| 3170 | 85.9726 | srijanshukla18-xraymcp · other | Progressive code intelligence and navigation capabilities for AI assistants through structural code analysis using ast-grep | 52 stars · 9 forks | No one-command install · Source | |
| 3170 | 85.9726 | henilcalagiya-apple-notesmcp · other | Full CRUD operations for Apple Notes using AppleScript automation | 52 stars · 9 forks | No one-command install · Source | |
| 3172 | 85.9600 | ravenwits-arangodbmcp · other | Integrates with ArangoDB to enable querying, insertion, updating, and deletion of documents using parameterized AQL queries for flexible data… | 47 stars · 11 forks | No one-command install · Source | |
| 3172 | 85.9600 | brockreece-whimsicalmcp · back-end | Integrates with Whimsical's API to generate diagrams from Mermaid markup, returning both diagram URLs and base64 encoded images for iterative… | 47 stars · 11 forks | No one-command install · Source | |
| 3172 | 85.9600 | xinkuang-china-stockmcp · other | Integrates with Chinese stock markets through akshare library to provide real-time quotes, historical prices, financial statements, and market… | 47 stars · 11 forks | No one-command install · Source | |
| 3172 | 85.9600 | augmented-nature-pubchemmcp · database | Integrates with PubChem chemical database to provide compound search, structure analysis, property calculation, bioassay data, safety information, and… | 47 stars · 11 forks | No one-command install · Source | |
| 3172 | 85.9600 | rust-docsmcp · search | Fetches and returns Rust crate documentation from docs.rs, providing essential context for working with Rust code. | 47 stars · 11 forks | No one-command install · Source | |
| 3172 | 85.9600 | trafflux-pdf-readermcp · search | Integrates with PyPDF2 to enable efficient text extraction and information retrieval from PDF documents for various applications. | 47 stars · 11 forks | No one-command install · Source | |
| 3178 | 85.9417 | aivenmcp · database | Provides direct access to Aiven's cloud database and messaging services, enabling management of PostgreSQL, Kafka, ClickHouse, Valkey, and OpenSearch… | 26 stars · 19 forks | No one-command install · Source | |
| 3178 | 85.9417 | bcharleson-instantlymcp · back-end | Integrates with Instantly API v2 to enable email campaign management, lead tracking, and account health monitoring for automated outreach workflows. | 26 stars · 19 forks | No one-command install · Source | |
| 3178 | 85.9417 | deciduus-google-calendarmcp · other | Integrates with Google Calendar to enable direct calendar management, event operations, and advanced scheduling features like free/busy queries and… | 26 stars · 19 forks | No one-command install · Source | |
| 3181 | 85.9404 | logclawmcp · observability | AI-powered log intelligence with real-time anomaly detection and incident ticketing. | 79 stars · 5 forks | No one-command install · Source | |
| 3182 | 85.9202 | nakaokarei-swift-autoguimcp · other | Enables precise control of macOS through mouse movements, clicks, and scrolling via SwiftAutoGUI, allowing direct manipulation of the macOS interface… | 61 stars · 7 forks | No one-command install · Source | |
| 3182 | 85.9202 | servicegraphmcp · search | Searchable directory of 100,000+ US professional-services firms. | 61 stars · 7 forks | No one-command install · Source | |
| 3182 | 85.9202 | kollektiv-document-managementmcp · auth | Enables AI to search and analyze user-uploaded documents through Kollektiv's document management system with secure OAuth authentication and natural… | 61 stars · 7 forks | No one-command install · Source | |
| 3185 | 85.9194 | inkdropapp-inkdropmcp · search | Integrates with Inkdrop's note-taking application to enable searching, reading, creating, and updating Markdown notes directly within conversations… | 56 stars · 8 forks | No one-command install · Source | |
| 3186 | 85.9142 | dollhousemcp · github-vcs | Enables dynamic persona management from markdown files with local creation, GitHub marketplace integration, and behavioral switching capabilities for… | 41 stars · 15 forks | No one-command install · Source | |
| 3186 | 85.9142 | lishenxydlgzs-aws-athenamcp · database | Integrates with AWS SDK to execute SQL queries against Athena databases, enabling large-scale data analysis and business intelligence for AWS data… | 41 stars · 15 forks | No one-command install · Source | |
| 3186 | 85.9142 | privetin-chromamcp · search | Integrates ChromaDB vector database capabilities for efficient semantic document search, storage, and retrieval in natural language processing and… | 41 stars · 15 forks | No one-command install · Source | |
| 3189 | 85.9133 | gh-mrmike-android-source-explorermcp · other | Explore AOSP framework internals and Jetpack library source code with on-demand access to actual Android source files. | 100 stars · 4 forks | No one-command install · Source | |
| 3190 | 85.9129 | szeider-dblpmcp · database | Integrates with the DBLP computer science bibliography database to enable searching publications, processing citations, generating BibTeX entries, and… | 45 stars · 12 forks | No one-command install · Source | |
| 3190 | 85.9129 | joern-code-analysismcp · other | Integrates with Joern's code analysis capabilities to enable static code analysis, vulnerability identification, and code structure understanding… | 45 stars · 12 forks | No one-command install · Source | |
| 3192 | 85.9123 | phialsbasement-nmap-scannermcp · other | Integrates NMAP to enable network scanning, security assessments, and automated penetration testing on Windows systems. | 49 stars · 10 forks | No one-command install · Source | |
| 3192 | 85.9123 | code-yeongyu-perplexity-advancedmcp · back-end | Command-line interface for interacting with Perplexity and OpenRouter APIs, supporting both simple queries and complex file attachments with easy… | 49 stars · 10 forks | No one-command install · Source | |
| 3194 | 85.8757 | nsxdavid-clickupmcp · back-end | Integrates with ClickUp API to enable workspace, task, document, and checklist management directly from conversations through Node.js-based tools and… | 42 stars · 14 forks | No one-command install · Source | |
| 3195 | 85.8675 | kunihiro-google-patentsmcp · search | Search Google Patents using the SerpAPI. | 40 stars · 16 forks | No one-command install · Source | |
| 3196 | 85.8462 | falkordb-graphmcp · database | Enables natural language querying of graph databases by translating requests into FalkorDB queries for analyzing relationships in knowledge graphs… | 39 stars · 17 forks | No one-command install · Source | |
| 3197 | 85.8378 | davinci-resolvemcp · back-end | Enables Claude to directly interact with and control DaVinci Resolve through its Python API, providing tools for project management, timeline… | 77 stars · 5 forks | No one-command install · Source | |
| 3198 | 85.8264 | cobalt-strike-mcp-servermcp · back-end | Bridges large language models with the Cobalt Strike C2 framework, enabling AI assistants to control adversary simulation workflows through natural… | 51 stars · 9 forks | No one-command install · Source | |
| 3198 | 85.8264 | mac-developer-bridgemcp · ai-agents | Local macOS MCP bridge that gives ChatGPT shell, unrestricted filesystem access, real PTY sessions, background jobs, and read-only stored Codex… | 51 stars · 9 forks | No one-command install · Source | |
| 3198 | 85.8264 | priyankark-a11ymcp · ai-agents | Perform accessibility audits on webpages using axe-core. Use the results in an agentic loop with your favorite AI assistants (Cline/Cursor/GH Copilot)… | 51 stars · 9 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.