Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 95.1617 | gh-enuno-unifimcp · back-end | Manage UniFi network devices, clients, and settings through the official UniFi API. | 244 stars · 45 forks | No one-command install · Source | |
| 202 | 95.1429 | brijr-meta-mcpmcp · back-endContributed by Sentinel | MCP Server for connecting to the Meta Marketing API | 196 stars · 71 forks · 4 mentions | No one-command install · Source | |
| 203 | 95.1198 | spotifyscraper-mcp-servermcp · back-end | Enables AI agents to access public Spotify data (tracks, albums, artists, playlists, podcasts) without an API key, including lyrics and podcast… | 301 stars · 31 forks | No one-command install · Source | |
| 204 | 95.1164 | a2a-directorymcp · back-end | AgentCards, Servers, Clients, Docs | 239 stars · 46 forks | No one-command install · Source | |
| 205 | 95.1086 | saileaxh-ida-promcp · back-end | IDA Pro plugin that exposes static binary analysis capabilities to AI assistants via 79 MCP tools over a local HTTP server. | 273 stars · 36 forks | No one-command install · Source | |
| 206 | 95.1067 | gannonh-firebasemcp · back-end | Enables Firebase Authentication, Firestore, and Storage operations for developers building applications that require seamless backend service… | 248 stars · 41 forks | No one-command install · Source | |
| 207 | 95.0927 | scriptedalchemy-devtools-debuggermcp · back-end | Provides full Chrome DevTools Protocol debugging capabilities for Node.js applications with breakpoint management, stepping controls, call stack… | 348 stars · 26 forks | No one-command install · Source | |
| 208 | 95.0670 | akshare-one-mcp-servermcp · back-end | Provide access to Chinese stock market data including historical prices, real-time data, news, and financial statements. Retrieve comprehensive… | 226 stars · 51 forks | No one-command install · Source | |
| 209 | 95.0643 | azure-api-management-gateway-with-entra-id-authenticationmcp · back-end | Secures remote AI servers using Azure API Management as a gateway with Microsoft Entra ID authentication, enabling enterprise-grade access control for… | 128 stars · 79 forks | No one-command install · Source | |
| 210 | 95.0476 | stape-io-google-tag-manager-mcp-servermcp · back-end | This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API. | 209 stars · 61 forks | No one-command install · Source | |
| 211 | 95.0374 | mcp-feedback-collectormcp · back-end | A MCP server that enables AI assistants to collect interactive user feedback with text and image support via a modern GUI. | 235 stars · 45 forks | No one-command install · Source | |
| 212 | 95.0196 | apache-spark-history-server-mcpmcp · back-end | Exposes Spark History Server data as tools for AI agents, enabling natural language querying of Spark applications, jobs, stages, and performance… | 193 stars · 68 forks | No one-command install · Source | |
| 213 | 95.0057 | loopwork-openapi-transformermcp · back-end | Transforms OpenAPI specifications into ready-to-use tools that enable seamless interaction with REST APIs through automatic endpoint mapping… | 331 stars · 26 forks | No one-command install · Source | |
| 214 | 94.9555 | solidworks-mcp-servermcp · back-end | A Node.js MCP server that connects AI assistants to SolidWorks for CAD automation via COM interop, with a smart routing layer to handle parameter… | 221 stars · 47 forks | No one-command install · Source | |
| 215 | 94.9337 | remarkable-mcp-servermcp · back-end | Enables AI assistants to read, search, and traverse your entire reMarkable library, including handwritten notes via OCR. | 217 stars · 47 forks | No one-command install · Source | |
| 216 | 94.8959 | fradser-mcp-server-apple-remindersmcp · back-end | An MCP server for interacting with Apple Reminders on macOS | 211 stars · 50 forks | No one-command install · Source | |
| 217 | 94.8956 | ericzakariasson-uber-eatsmcp · back-end | Integrates with Uber Eats using browser automation to enable restaurant searches, menu exploration, and food order placement for applications… | 238 stars · 38 forks | No one-command install · Source | |
| 218 | 94.8953 | roychri-asanamcp · back-end | Integrates with Asana to enable task automation, project tracking, and team collaboration through the Asana API. | 147 stars · 70 forks | No one-command install · Source | |
| 219 | 94.8937 | ravinahp-find-flightsmcp · back-end | Integrates with the Duffel API to provide streamlined flight search capabilities for tasks like travel planning, fare comparison, and building… | 222 stars · 44 forks | No one-command install · Source | |
| 220 | 94.8782 | mario-andreschak-abap-development-toolsmcp · back-end | Integrates ABAP Development Tools API to enable automated code reviews, intelligent transport management, and AI-assisted ABAP development. | 183 stars · 66 forks | No one-command install · Source | |
| 221 | 94.8716 | danhilse-notion-mcpmcp · back-end | MCP server that enables AI assistants to manage a minimalist Notion todo list through a simple API interface. | 209 stars · 49 forks | No one-command install · Source | |
| 222 | 94.8637 | omni-mcp-isaac-sim-mcpmcp · back-end | A MCP Server and an extension enables natural language control of NVIDIA Isaac Sim, Lab, OpenUSD and etc. | 192 stars · 64 forks | No one-command install · Source | |
| 223 | 94.8592 | greirson-todoistmcp · back-end | Integrates with Todoist API to manage tasks, projects, sections, and comments with support for bulk operations, natural language search, and… | 243 stars · 35 forks | No one-command install · Source | |
| 224 | 94.8548 | acryldata-datahubmcp · back-end | Integrates with DataHub's API to enable metadata management, discovery, and governance across diverse data assets in complex ecosystems. | 80 stars · 89 forks | No one-command install · Source | |
| 225 | 94.8399 | maxmsp-mcp-servermcp · back-end | Enables LLMs to directly understand and generate Max patches via the Model Context Protocol. | 266 stars · 30 forks | No one-command install · Source | |
| 226 | 94.7992 | premiere-pro-mcp-servermcp · back-end | Enables AI assistants to fully control Adobe Premiere Pro through 269 tools across 28 modules for video editing tasks like importing media, editing… | 230 stars · 38 forks | No one-command install · Source | |
| 227 | 94.7631 | jarvis-assistant-vocal-mcp-servermcp · back-end | Exposes home automation and PC control tools from the Jarvis vocal assistant to any MCP client, such as Claude Desktop or Hermes. | 209 stars · 44 forks | No one-command install · Source | |
| 228 | 94.7609 | jgravelle-jdocmunchmcp · back-end | Section-level documentation search supporting Markdown, RST, AsciiDoc, Jupyter, HTML, YAML, JSON, and OpenAPI specs. | 203 stars · 48 forks | No one-command install · Source | |
| 229 | 94.7593 | razorpaymcp · back-end | Provides a bridge between natural language commands and Razorpay's payment processing APIs, enabling seamless integration for payment operations… | 230 stars · 37 forks | No one-command install · Source | |
| 230 | 94.7503 | aptro-supersetmcp · back-end | Integrates with Apache Superset to enable data visualization, SQL query execution, dashboard management, and analytics workflows through authenticated… | 190 stars · 59 forks | No one-command install · Source | |
| 231 | 94.6860 | social-media-scraper-custom-mcp-servermcp · back-end | Enables scraping of LinkedIn, Facebook, Instagram profiles and Google search via a Model Context Protocol server, allowing AI assistants to fetch… | 95 stars · 75 forks | No one-command install · Source | |
| 232 | 94.6821 | onshape-mcp-servermcp · back-end | Enables programmatic CAD modeling with Onshape's REST API, offering 45 tools for parametric sketches, feature management, assemblies, analysis… | 131 stars · 67 forks | No one-command install · Source | |
| 232 | 94.6821 | oracle-db-context-mcp-servermcp · back-end | Provides contextual database schema information for large Oracle databases, enabling AI assistants to understand and work with databases containing… | 131 stars · 67 forks | No one-command install · Source | |
| 234 | 94.6698 | adamwattis-routermcp · back-end | Aggregates multiple MCP resource servers into a unified proxy, enabling centralized access, request routing, and response aggregation. | 203 stars · 44 forks | No one-command install · Source | |
| 235 | 94.6370 | monkeymcpmcp · back-end | This MCP server provides tools to retrieve monkey data and generate unique simulated journeys with species-specific activities and health statistics… | 123 stars · 67 forks | No one-command install · Source | |
| 236 | 94.6223 | restlessronin-llm-contextmcp · back-end | Streamlines code context sharing with LLMs by implementing smart file selection, code outlining, and multi-language support for efficient code reviews… | 306 stars · 22 forks | No one-command install · Source | |
| 237 | 94.6167 | tumf-mcp-shell-servermcp · back-end | Execute whitelisted shell commands on the host system via asyncio. | 191 stars · 49 forks | No one-command install · Source | |
| 238 | 94.6017 | open-browser-usemcp · back-end | MCP server for browser automation, exposing tools for tab management, navigation, CDP, action plans, and cleanup. | 257 stars · 27 forks | No one-command install · Source | |
| 239 | 94.6016 | workopia-workopia-mcpmcp · back-end | Official [Workopia](https://workopia.io) MCP server. Global job search (5M+ daily active jobs from employer career pages and ATS feeds like… | 316 stars · 21 forks | No one-command install · Source | |
| 240 | 94.5797 | aws-finops-mcp-servermcp · back-end | Enables natural language analysis of AWS costs, automated FinOps waste audits, and budget monitoring across multiple profiles and regions while… | 182 stars · 54 forks | No one-command install · Source | |
| 241 | 94.5452 | agenticmail-agenticmailmcp · back-end | Real email and SMS for AI agents. Run a local mail server with disposable inboxes, send/receive real email, fetch verification codes, and drive a real… | 213 stars · 35 forks | armory install agenticmail-agenticmail --cli claude | |
| 242 | 94.5445 | lemaiwo-sap-odata-btpmcp · back-end | Integrates with SAP OData services on Business Technology Platform to enable CRUD operations on SAP business data through automatically discovered… | 130 stars · 65 forks | No one-command install · Source | |
| 243 | 94.5206 | zcaceres-google-tasksmcp · back-end | Integrates with Google Tasks API to enable task management capabilities like listing, creating, and updating tasks. | 159 stars · 62 forks | No one-command install · Source | |
| 244 | 94.5058 | confluentinc-confluent-cloudmcp · back-end | Enables natural language management of Kafka topics, connectors, and Flink SQL statements through Confluent Cloud REST APIs for streamlined data… | 167 stars · 61 forks | No one-command install · Source | |
| 245 | 94.4851 | rikunemcp · back-end | MCP server for reverse engineering Windows executables and related binary formats, offering static analysis, Ghidra-assisted function recovery… | 238 stars · 28 forks | No one-command install · Source | |
| 246 | 94.4829 | emilia-mcp-servermcp · back-end | The accountability layer for AI agents — a named human's signed yes before an agent does anything irreversible (payment, record change, deploy), then… | 649 stars · 13 forks | No one-command install · Source | |
| 247 | 94.4368 | ckanthony-openapi-swagger-convertermcp · back-end | Automatically converts Swagger/OpenAPI specifications into toolsets, enabling interaction with any API without additional coding through secure key… | 194 stars · 39 forks | No one-command install · Source | |
| 248 | 94.4321 | aashari-atlassian-bitbucketmcp · back-end | Integrates with Bitbucket's REST APIs to enable repository management, pull request handling, and workspace operations with TypeScript-based error… | 162 stars · 60 forks | No one-command install · Source | |
| 249 | 94.4067 | gopeakmcp · back-end | Enables AI assistants to edit, run, inspect, and fix Godot 4 projects through an MCP server with dynamic tool groups and setup-gated capabilities. | 248 stars · 25 forks | No one-command install · Source | |
| 250 | 94.3950 | cafetechne-antigravity-linkmcp · back-end | Control Antigravity IDE sessions via a mobile companion and MCP server. | 209 stars · 32 forks | No one-command install · Source | |
| 251 | 94.3783 | kisaragi-mochi-stackchanmcp · back-end | Control StackChan ESP32 robot via MCP with 12 tools for head movement, photos, touch sensors, and avatar expressions. | 142 stars · 61 forks | No one-command install · Source | |
| 252 | 94.3751 | tickdb-mcpmcp · back-end | Unified real-time & historical market data API for Forex, stocks (US/HK/A-share), crypto, indices & precious metals. Tick, order book depth & K-line… | 741 stars · 12 forks | No one-command install · Source | |
| 253 | 94.3651 | reza-gholizade-k8s-mcp-servermcp · back-end | /🏠 - A Kubernetes Model Context Protocol (MCP) server that provides tools for interacting with Kubernetes clusters through a standardized interface… | 181 stars · 43 forks | No one-command install · Source | |
| 254 | 94.3532 | vikunja-mcp-servermcp · back-end | Enables AI assistants to interact with Vikunja task management instances, providing full task, project, label, team, user, and webhook management… | 108 stars · 64 forks | No one-command install · Source | |
| 255 | 94.3051 | cy-s3c-burpmcp-ultramcp · back-end | Burp Suite extension with embedded MCP server exposing 137 tools for web security testing via SSE transport. | 209 stars · 30 forks | No one-command install · Source | |
| 256 | 94.2819 | huweihua123-chinese-stock-marketmcp · back-end | Integrates with Chinese financial data providers including AkShare and Tushare to deliver real-time stock market data, fundamental analysis, news… | 173 stars · 45 forks | No one-command install · Source | |
| 257 | 94.2813 | yuque-mcp-servermcp · back-end | MCP server for Yuque (语雀) that exposes your knowledge base to AI assistants through the Model Context Protocol. | 233 stars · 26 forks | No one-command install · Source | |
| 258 | 94.2788 | sendaifun-solanamcp · back-end | Enables blockchain interactions on Solana by providing a comprehensive server for asset retrieval, token deployment, wallet management, transfers, NFT… | 164 stars · 55 forks | No one-command install · Source | |
| 259 | 94.2773 | hanweg-discordmcp · back-end | Integrates Discord to enable automated server management, moderation, and bot development. | 167 stars · 50 forks | No one-command install · Source | |
| 260 | 94.2648 | vinkius-labs-mcp-fusionmcp · back-end | A TypeScript framework for building production-ready MCP servers with automatic tool discovery, multi-transport support (stdio/SSE/HTTP), built-in… | 257 stars · 22 forks | No one-command install · Source | |
| 261 | 94.2599 | initmax-zabbixmcp · back-end | Exposes the complete Zabbix monitoring API as 220+ callable tools covering all 57 API groups. | 190 stars · 36 forks | No one-command install · Source | |
| 262 | 94.2560 | twjackysu-taiwan-stock-exchangemcp · back-end | Integrates with Taiwan Stock Exchange OpenAPI to provide comprehensive stock market data including company fundamentals, trading patterns, market… | 168 stars · 47 forks | No one-command install · Source | |
| 263 | 94.2400 | taskademcp · back-end | Integrates with Taskade's API to manage projects, tasks, and workspaces with support for task assignment, date management, and folder organization… | 165 stars · 50 forks | No one-command install · Source | |
| 264 | 94.2386 | yosefhayim-ebay-sellmcp · back-end | Comprehensive eBay Sell API access for inventory, orders, marketing campaigns, analytics, and account management | 142 stars · 58 forks | No one-command install · Source | |
| 265 | 94.2277 | hawstein-redditmcp · back-end | Integrates with Reddit's API to fetch and retrieve diverse content including posts, comments, and subreddit information for data analysis and content… | 184 stars · 37 forks | No one-command install · Source | |
| 266 | 94.2187 | openmcpmcp · back-end | Enables conversion of OpenAPI specifications into MCP servers and remixing multiple MCP servers into one. Works with stdio and sse transports and… | 303 stars · 18 forks | No one-command install · Source | |
| 267 | 94.1915 | livetennisapi-mcpmcp · back-end | Real-time tennis data for ATP, WTA, Challenger and ITF: live scores, player rankings, match-winner odds, and model win-probability. 12 read-only… | 158 stars · 56 forks | No one-command install · Source | |
| 268 | 94.1901 | yelp-fusionmcp · back-end | Collection of specialized servers for Google TypeScript style analysis, Yelp Fusion API integration, systematic thinking frameworks, and probabilistic… | 202 stars · 30 forks | No one-command install · Source | |
| 269 | 94.1864 | jjlabsio-korea-stockmcp · back-end | Integrates with DART and KRX APIs to provide Korean stock market data including company information, trading data, financial statements, and… | 175 stars · 40 forks | No one-command install · Source | |
| 270 | 94.1817 | calebl-ynabmcp · back-end | Provides a bridge to the YNAB personal finance API for listing budgets, retrieving detailed budget information, and creating transactions without… | 141 stars · 57 forks | No one-command install · Source | |
| 271 | 94.1469 | mladensu-cli-mcp-servermcp · back-end | Execute shell commands with strict security policies. | 178 stars · 37 forks | No one-command install · Source | |
| 272 | 94.1249 | gimpmcp · back-end | Enables conversational control of GIMP 3.0 through natural language commands, translating requests like 'brighten the background and add a vintage… | 193 stars · 31 forks | No one-command install · Source | |
| 273 | 94.1004 | ultra-multi-ai-providermcp · back-end | Unified server providing access to OpenAI O3, Google Gemini 2.5 Pro, and Azure OpenAI models with automatic usage tracking, cost estimation, and nine… | 275 stars · 19 forks | No one-command install · Source | |
| 274 | 94.1002 | hyperdrive-nodejs-debuggermcp · back-end | Connects Claude Code to Node.js's Inspector Protocol for real-time debugging capabilities, enabling breakpoint setting, variable inspection, and code… | 303 stars · 17 forks | No one-command install · Source | |
| 275 | 94.0654 | minipuft-claude-promptsmcp · back-end | Provides a flexible, template-based prompt system for Claude models that enables standardized interactions, complex reasoning workflows, and… | 185 stars · 32 forks | No one-command install · Source | |
| 276 | 94.0251 | ilyazub-serpapi-google-searchmcp · back-end | Integrates with the SerpApi Google Search API to enable access to structured search results data for SEO tools, market research, or data aggregation… | 168 stars · 38 forks | No one-command install · Source | |
| 277 | 94.0134 | automattic-wordpress-remotemcp · back-end | Bridges WordPress websites and WooCommerce data with local clients through REST API calls, enabling content access without direct streaming… | 178 stars · 33 forks | No one-command install · Source | |
| 278 | 94.0117 | wso2-fhirmcp · back-end | Access FHIR-compliant healthcare APIs from AI tools and agent workflows. | 137 stars · 55 forks | No one-command install · Source | |
| 279 | 94.0033 | stippi-code-assistantmcp · back-end | Rust-based code exploration server that enables reading, writing, and understanding codebases through autonomous navigation, file summarization, and… | 180 stars · 32 forks | No one-command install · Source | |
| 280 | 94.0028 | polymarket-toolkitmcp · back-end | Read-only Polymarket data tools for AI agents: wallet profiles, fee-inclusive PnL cross-checks, Brier-score calibration, leaderboards, market scans… | 191 stars · 29 forks | No one-command install · Source | |
| 281 | 93.9963 | mobai-mcp-servermcp · back-end | Enables AI assistants to automate mobile devices (Android and iOS) through a single DSL interface, supporting actions like tap, type, swipe, and… | 244 stars · 20 forks | No one-command install · Source | |
| 282 | 93.9944 | sxhxliang-mcp-access-pointmcp · back-end | Turn a web service into an MCP server in one click without making any code changes. | 184 stars · 31 forks | No one-command install · Source | |
| 283 | 93.9939 | floriscornel-teamsmcp · back-end | Integrates with Microsoft Teams through Graph API to search messages, manage chats and channels, send messages, create group chats, and handle… | 133 stars · 55 forks | No one-command install · Source | |
| 284 | 93.9841 | fxhoudinimcpmcp · back-end | Comprehensive MCP server for SideFX Houdini, offering 168 tools across 19 categories to enable natural-language control of scene building, simulation… | 190 stars · 29 forks | No one-command install · Source | |
| 285 | 93.9808 | doriandarko-soramcp · back-end | Integrates with OpenAI's Sora 2 video generation API to create, remix, monitor, and manage videos with customizable parameters, automatic downloading… | 208 stars · 25 forks | No one-command install · Source | |
| 286 | 93.9644 | vast-ai-tripo-3dmcp · back-end | Bridges AI systems with the Tripo 3D generation API, enabling text-to-3D model creation and manipulation through Blender addon integration for… | 197 stars · 27 forks | No one-command install · Source | |
| 287 | 93.9490 | aisix-ai-gatewaymcp · back-end | Self-hosted MCP gateway that registers upstream MCP servers and fronts them behind one governed Streamable HTTP endpoint: per-tool access control by… | 168 stars · 36 forks | No one-command install · Source | |
| 287 | 93.9490 | notionmcp · back-end | Enables AI systems to create, update, and manage Notion pages and blocks through a Node.js bridge to the Notion API, supporting efficient batch… | 168 stars · 36 forks | armory install notion --cli claude | |
| 289 | 93.9262 | anton10xr-gibbermcp · back-end | Provides cryptographic tools for secure communication, including key generation, shared secret derivation, and message encryption/decryption using… | 215 stars · 23 forks | No one-command install · Source | |
| 290 | 93.9178 | seym0n-tiktokmcp · back-end | Integrates with TikTok through TikNeuron's API to retrieve video subtitles, content details, and engagement metrics for analyzing virality factors and… | 193 stars · 27 forks | No one-command install · Source | |
| 291 | 93.9084 | funplay-cocosmcp · back-end | An embedded MCP server for Cocos Creator editor that enables AI assistants to inspect and automate Cocos projects. | 208 stars · 24 forks | No one-command install · Source | |
| 292 | 93.9066 | davidfnck-xtquant-aimcp · back-end | Lightweight Python server for quantitative trading using XTQuant API, enabling real-time stock market interactions and AI-driven financial analysis… | 160 stars · 40 forks | No one-command install · Source | |
| 293 | 93.9062 | utcp-bridgemcp · back-end | UTCP-MCP Bridge is a universal, all-in-one MCP server that brings the full power of the Universal Tool Calling Protocol (UTCP) to the MCP ecosystem. | 203 stars · 25 forks | No one-command install · Source | |
| 294 | 93.9058 | vortiago-outlinemcp · back-end | Enables AI systems to search, read, edit, and manage documents within Outline's knowledge management platform through direct API integration with both… | 155 stars · 45 forks | No one-command install · Source | |
| 295 | 93.8540 | andybrandt-simple-pubmedmcp · back-end | Access PubMed's medical research database via the Entrez API for biomedical literature search and analysis. | 171 stars · 32 forks | No one-command install · Source | |
| 296 | 93.8167 | skridlevsky-logseqmcp · back-end | Integrates with Logseq knowledge graphs through HTTP API for reading, writing, and analyzing personal knowledge bases with full-text search, graph… | 169 stars · 32 forks | No one-command install · Source | |
| 297 | 93.8093 | financial-modeling-prepmcp · back-end | Integrates with Financial Modeling Prep API to provide access to real-time and historical financial data across stocks, company profiles, financial… | 142 stars · 51 forks | No one-command install · Source | |
| 298 | 93.7783 | d365-f-o-mcp-servermcp · back-end | Enables AI-assisted X++ development for Dynamics 365 Finance and Operations by pre-indexing the entire codebase and providing 54 specialized tools for… | 136 stars · 51 forks | No one-command install · Source | |
| 299 | 93.7049 | higangssh-homebutlermcp · back-end | All-in-one homelab management MCP server. Monitor system resources, manage Docker containers, Wake-on-LAN, scan networks, check open ports, and run… | 269 stars · 16 forks | No one-command install · Source | |
| 300 | 93.7036 | sulaiman013-powerbimcp · back-end | Integrates with Power BI datasets through XMLA endpoints to enable natural language data analysis by automatically translating questions into… | 123 stars · 51 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.